Merge pull request #1909 from qodo-ai/tr/dedent_tabs

fix: improve indentation handling in code suggestions

LICENSE

@@ -1,202 +1,661 @@
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+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<https://www.gnu.org/licenses/>.

README.md

@@ -27,32 +27,64 @@ PR-Agent aims to help efficiently review and handle pull requests, by providing
 </a>
 </div>
 
-[//]: # (### [Documentation]&#40;https://qodo-merge-docs.qodo.ai/&#41;)
-
-[//]: # ()
-[//]: # (- See the [Installation Guide]&#40;https://qodo-merge-docs.qodo.ai/installation/&#41; for instructions on installing PR-Agent on different platforms.)
-
-[//]: # ()
-[//]: # (- See the [Usage Guide]&#40;https://qodo-merge-docs.qodo.ai/usage-guide/&#41; for instructions on running PR-Agent tools via different interfaces, such as CLI, PR Comments, or by automatically triggering them when a new PR is opened.)
-
-[//]: # ()
-[//]: # (- See the [Tools Guide]&#40;https://qodo-merge-docs.qodo.ai/tools/&#41; for a detailed description of the different tools, and the available configurations for each tool.)
-
 ## Table of Contents
 
+- [Getting Started](#getting-started)
 - [News and Updates](#news-and-updates)
 - [Overview](#overview)
-- [Example results](#example-results)
-- [Try it now](#try-it-now)
-- [Qodo Merge](https://qodo-merge-docs.qodo.ai/overview/pr_agent_pro/)
-- [How it works](#how-it-works)
-- [Why use PR-Agent?](#why-use-pr-agent)
-- [Data privacy](#data-privacy)
+- [See It in Action](#see-it-in-action)
+- [Try It Now](#try-it-now)
+- [Qodo Merge 💎](#qodo-merge-)
+- [How It Works](#how-it-works)
+- [Why Use PR-Agent?](#why-use-pr-agent)
+- [Data Privacy](#data-privacy)
 - [Contributing](#contributing)
 - [Links](#links)
 
+## Getting Started
+
+### Try it Instantly
+Test PR-Agent on any public GitHub repository by commenting `@CodiumAI-Agent /improve`
+
+### GitHub Action
+Add automated PR reviews to your repository with a simple workflow file using [GitHub Action setup guide](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action)
+
+#### Other Platforms
+- [GitLab webhook setup](https://qodo-merge-docs.qodo.ai/installation/gitlab/)
+- [BitBucket app installation](https://qodo-merge-docs.qodo.ai/installation/bitbucket/)
+- [Azure DevOps setup](https://qodo-merge-docs.qodo.ai/installation/azure/)
+
+### CLI Usage
+Run PR-Agent locally on your repository via command line: [Local CLI setup guide](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli)
+
+### Qodo Merge as post-commit in your local IDE
+See [here](https://github.com/qodo-ai/agents/tree/main/agents/qodo-merge-post-commit)
+
+### Discover Qodo Merge 💎 
+Zero-setup hosted solution with advanced features and priority support
+-  [Intro and Installation guide](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/)
+-  [Plans & Pricing](https://www.qodo.ai/pricing/)
+
+### Qodo Merge as a Post-commit in Your Local IDE
+You can receive automatic feedback from Qodo Merge on your local IDE after each [commit](https://github.com/qodo-ai/agents/tree/main/agents/qodo-merge-post-commit)
+
+
 ## News and Updates
 
+## Jul 1, 2025
+You can now receive automatic feedback from Qodo Merge in your local IDE after each commit. Read more about it [here](https://github.com/qodo-ai/agents/tree/main/agents/qodo-merge-post-commit).
+
+## Jun 21, 2025
+
+v0.30 was [released](https://github.com/qodo-ai/pr-agent/releases)
+
+
+## Jun 3, 2025
+
+Qodo Merge now offers a simplified free tier 💎.
+Organizations can use Qodo Merge at no cost, with a [monthly limit](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users) of 75 PR reviews per organization.
+
+
 ## Apr 30, 2025
 
 A new feature is now available in the `/improve` tool for Qodo Merge 💎 - Chat on code suggestions.
@@ -69,106 +101,64 @@ New tool for Qodo Merge 💎 - `/scan_repo_discussions`.
 
 Read more about it [here](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/).
 
-## Apr 14, 2025
-
-GPT-4.1 is out. And it's quite good on coding tasks...
-
-https://openai.com/index/gpt-4-1/
-
-<img width="512" alt="image" src="https://github.com/user-attachments/assets/a8f4c648-a058-4bdc-9825-2a4bb71a23e5" />
-
-## March 28, 2025
-
-A new version, v0.28, was released. See release notes [here](https://github.com/qodo-ai/pr-agent/releases/tag/v0.28).
-
-This version includes a new tool, [Help Docs](https://qodo-merge-docs.qodo.ai/tools/help_docs/), which can answer free-text questions based on a documentation folder.
-
-`/help_docs` is now being used to provide immediate automatic feedback to any user who [opens an issue](https://github.com/qodo-ai/pr-agent/issues/1608#issue-2897328825) on PR-Agent's open-source project
-
 ## Overview
 
 <div style="text-align:left;">
 
 Supported commands per platform:
 
-|       |                                                                                                         | GitHub | GitLab | Bitbucket | Azure DevOps |
-| ----- |---------------------------------------------------------------------------------------------------------|:------:|:------:|:---------:|:------------:|
-| TOOLS | [Review](https://qodo-merge-docs.qodo.ai/tools/review/)                                                 |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Describe](https://qodo-merge-docs.qodo.ai/tools/describe/)                                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Improve](https://qodo-merge-docs.qodo.ai/tools/improve/)                                               |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Ask](https://qodo-merge-docs.qodo.ai/tools/ask/)                                                       |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | ⮑ [Ask on code lines](https://qodo-merge-docs.qodo.ai/tools/ask/#ask-lines)                             |   ✅   |   ✅   |           |              |
-|       | [Update CHANGELOG](https://qodo-merge-docs.qodo.ai/tools/update_changelog/)                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Help Docs](https://qodo-merge-docs.qodo.ai/tools/help_docs/?h=auto#auto-approval)                      |   ✅   |   ✅   |    ✅     |              |
-|       | [Ticket Context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/) 💎            |   ✅   |   ✅   |    ✅     |              |
-|       | [Utilizing Best Practices](https://qodo-merge-docs.qodo.ai/tools/improve/#best-practices) 💎            |   ✅   |   ✅   |    ✅     |              |
-|       | [PR Chat](https://qodo-merge-docs.qodo.ai/chrome-extension/features/#pr-chat) 💎                        |   ✅   |        |           |              |
-|       | [Suggestion Tracking](https://qodo-merge-docs.qodo.ai/tools/improve/#suggestion-tracking) 💎            |   ✅   |   ✅   |           |              |
-|       | [CI Feedback](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) 💎                                    |   ✅   |        |           |              |
-|       | [PR Documentation](https://qodo-merge-docs.qodo.ai/tools/documentation/) 💎                             |   ✅   |   ✅   |           |              |
-|       | [Custom Labels](https://qodo-merge-docs.qodo.ai/tools/custom_labels/) 💎                                |   ✅   |   ✅   |           |              |
-|       | [Analyze](https://qodo-merge-docs.qodo.ai/tools/analyze/) 💎                                            |   ✅   |   ✅   |           |              |
-|       | [Similar Code](https://qodo-merge-docs.qodo.ai/tools/similar_code/) 💎                                  |   ✅   |        |           |              |
-|       | [Custom Prompt](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/) 💎                                |   ✅   |   ✅   |    ✅     |              |
-|       | [Test](https://qodo-merge-docs.qodo.ai/tools/test/) 💎                                                  |   ✅   |   ✅   |           |              |
-|       | [Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) 💎                                        |   ✅   |   ✅   |    ✅     |              |
-|       | [Scan Repo Discussions](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/) 💎                |   ✅   |        |           |              |
-|       | [Auto-Approve](https://qodo-merge-docs.qodo.ai/tools/improve/?h=auto#auto-approval) 💎                  |   ✅   |   ✅   |    ✅     |              |
-|       |                                                                                                         |        |        |           |              |
-| USAGE | [CLI](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli)                |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [App / webhook](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#github-app)          |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Tagging bot](https://github.com/Codium-ai/pr-agent#try-it-now)                                         |   ✅   |        |           |              |
-|       | [Actions](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action)                  |   ✅   |   ✅   |    ✅     |      ✅      |
-|       |                                                                                                         |        |        |           |              |
-| CORE  | [PR compression](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)                  |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | Adaptive and token-aware file patch fitting                                                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Multiple models support](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/)                |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/)                   |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)                      |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Self reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/)                      |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/) 💎         |   ✅   |   ✅   |           |              |
-|       | [Global and wiki configurations](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) 💎 |   ✅   |   ✅   |    ✅     |              |
-|       | [PR interactive actions](https://www.qodo.ai/images/pr_agent/pr-actions.mp4) 💎                         |   ✅   |   ✅   |           |              |
-|       | [Impact Evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/) 💎               |   ✅   |   ✅   |           |              |
-|       | [Code Validation 💎](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)                   |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Auto Best Practices 💎](https://qodo-merge-docs.qodo.ai/core-abilities/auto_best_practices/)                     |   ✅   |      |         |            |
+|                                                         |                                                                                                                     | GitHub | GitLab | Bitbucket | Azure DevOps | Gitea |
+|---------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------|:------:|:------:|:---------:|:------------:|:-----:|
+| [TOOLS](https://qodo-merge-docs.qodo.ai/tools/)         | [Describe](https://qodo-merge-docs.qodo.ai/tools/describe/)                                                         |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|                                                         | [Review](https://qodo-merge-docs.qodo.ai/tools/review/)                                                             |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|                                                         | [Improve](https://qodo-merge-docs.qodo.ai/tools/improve/)                                                           |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|                                                         | [Ask](https://qodo-merge-docs.qodo.ai/tools/ask/)                                                                   |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | ⮑ [Ask on code lines](https://qodo-merge-docs.qodo.ai/tools/ask/#ask-lines)                                         |   ✅   |   ✅   |           |              |       |
+|                                                         | [Help Docs](https://qodo-merge-docs.qodo.ai/tools/help_docs/?h=auto#auto-approval)                                  |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [Update CHANGELOG](https://qodo-merge-docs.qodo.ai/tools/update_changelog/)                                         |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Add Documentation](https://qodo-merge-docs.qodo.ai/tools/documentation/) 💎                                        |   ✅   |   ✅   |           |              |       |
+|                                                         | [Analyze](https://qodo-merge-docs.qodo.ai/tools/analyze/) 💎                                                        |   ✅   |   ✅   |           |              |       |
+|                                                         | [Auto-Approve](https://qodo-merge-docs.qodo.ai/tools/improve/?h=auto#auto-approval) 💎                              |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [CI Feedback](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) 💎                                                |   ✅   |        |           |              |       |
+|                                                         | [Custom Prompt](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/) 💎                                            |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [Generate Custom Labels](https://qodo-merge-docs.qodo.ai/tools/custom_labels/) 💎                                   |   ✅   |   ✅   |           |              |       |
+|                                                         | [Generate Tests](https://qodo-merge-docs.qodo.ai/tools/test/) 💎                                                    |   ✅   |   ✅   |           |              |       |
+|                                                         | [Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) 💎                                                    |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [Scan Repo Discussions](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/) 💎                            |   ✅   |        |           |              |       |
+|                                                         | [Similar Code](https://qodo-merge-docs.qodo.ai/tools/similar_code/) 💎                                              |   ✅   |        |           |              |       |
+|                                                         | [Ticket Context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/) 💎                        |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [Utilizing Best Practices](https://qodo-merge-docs.qodo.ai/tools/improve/#best-practices) 💎                        |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [PR Chat](https://qodo-merge-docs.qodo.ai/chrome-extension/features/#pr-chat) 💎                                    |   ✅   |        |           |              |       |
+|                                                         | [Suggestion Tracking](https://qodo-merge-docs.qodo.ai/tools/improve/#suggestion-tracking) 💎                        |   ✅   |   ✅   |           |              |       |
+|                                                         |                                                                                                                     |        |        |           |              |       |
+| [USAGE](https://qodo-merge-docs.qodo.ai/usage-guide/)   | [CLI](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli)                            |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|                                                         | [App / webhook](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#github-app)                      |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|                                                         | [Tagging bot](https://github.com/Codium-ai/pr-agent#try-it-now)                                                     |   ✅   |        |           |              |       |
+|                                                         | [Actions](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action)                              |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         |                                                                                                                     |        |        |           |              |       |
+| [CORE](https://qodo-merge-docs.qodo.ai/core-abilities/) | [Adaptive and token-aware file patch fitting](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/) |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Auto Best Practices 💎](https://qodo-merge-docs.qodo.ai/core-abilities/auto_best_practices/)                       |   ✅   |      |         |            |   |
+|                                                         | [Chat on code suggestions](https://qodo-merge-docs.qodo.ai/core-abilities/chat_on_code_suggestions/)                |   ✅   |  ✅   |           |              |       |
+|                                                         | [Code Validation 💎](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)                               |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)                                  |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Fetching ticket context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/)                  |   ✅    |  ✅    |     ✅     |              |       |
+|                                                         | [Global and wiki configurations](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) 💎             |   ✅   |   ✅   |    ✅     |              |       |
+|                                                         | [Impact Evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/) 💎                           |   ✅   |   ✅   |           |              |       |
+|                                                         | [Incremental Update](https://qodo-merge-docs.qodo.ai/core-abilities/incremental_update/)                            |   ✅    |       |           |              |       |
+|                                                         | [Interactivity](https://qodo-merge-docs.qodo.ai/core-abilities/interactivity/)                                      |   ✅   |  ✅   |           |              |       |
+|                                                         | [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/)                               |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Multiple models support](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/)                            |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [PR compression](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)                              |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [PR interactive actions](https://www.qodo.ai/images/pr_agent/pr-actions.mp4) 💎                                     |   ✅   |   ✅   |           |              |       |
+|                                                         | [RAG context enrichment](https://qodo-merge-docs.qodo.ai/core-abilities/rag_context_enrichment/)                    |   ✅    |       |    ✅     |              |       |
+|                                                         | [Self reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/)                                  |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|                                                         | [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/) 💎                     |   ✅   |   ✅   |           |              |       |
 - 💎 means this feature is available only in [Qodo Merge](https://www.qodo.ai/pricing/)
 
 [//]: # (- Support for additional git providers is described in [here]&#40;./docs/Full_environments.md&#41;)
 ___
 
-‣ **Auto Description ([`/describe`](https://qodo-merge-docs.qodo.ai/tools/describe/))**: Automatically generating PR description - title, type, summary, code walkthrough and labels.
-\
-‣ **Auto Review ([`/review`](https://qodo-merge-docs.qodo.ai/tools/review/))**: Adjustable feedback about the PR, possible issues, security concerns, review effort and more.
-\
-‣ **Code Suggestions ([`/improve`](https://qodo-merge-docs.qodo.ai/tools/improve/))**: Code suggestions for improving the PR.
-\
-‣ **Question Answering ([`/ask ...`](https://qodo-merge-docs.qodo.ai/tools/ask/))**: Answering free-text questions about the PR.
-\
-‣ **Update Changelog ([`/update_changelog`](https://qodo-merge-docs.qodo.ai/tools/update_changelog/))**: Automatically updating the CHANGELOG.md file with the PR changes.
-\
-‣ **Help Docs ([`/help_docs`](https://qodo-merge-docs.qodo.ai/tools/help_docs/))**: Answers a question on any repository by utilizing given documentation.
-\
-‣ **Add Documentation 💎  ([`/add_docs`](https://qodo-merge-docs.qodo.ai/tools/documentation/))**: Generates documentation to methods/functions/classes that changed in the PR.
-\
-‣ **Generate Custom Labels 💎 ([`/generate_labels`](https://qodo-merge-docs.qodo.ai/tools/custom_labels/))**: Generates custom labels for the PR, based on specific guidelines defined by the user.
-\
-‣ **Analyze 💎 ([`/analyze`](https://qodo-merge-docs.qodo.ai/tools/analyze/))**: Identify code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component.
-\
-‣ **Test 💎 ([`/test`](https://qodo-merge-docs.qodo.ai/tools/test/))**: Generate tests for a selected component, based on the PR code changes.
-\
-‣ **Custom Prompt 💎 ([`/custom_prompt`](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/))**: Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user.
-\
-‣ **Generate Tests 💎 ([`/test component_name`](https://qodo-merge-docs.qodo.ai/tools/test/))**: Generates unit tests for a selected component, based on the PR code changes.
-\
-‣ **CI Feedback 💎 ([`/checks ci_job`](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/))**: Automatically generates feedback and analysis for a failed CI job.
-\
-‣ **Similar Code 💎 ([`/find_similar_component`](https://qodo-merge-docs.qodo.ai/tools/similar_code/))**: Retrieves the most similar code components from inside the organization's codebase, or from open-source code.
-\
-‣ **Implement 💎 ([`/implement`](https://qodo-merge-docs.qodo.ai/tools/implement/))**: Generates implementation code from review suggestions.
-___
-
-## Example results
+## See It in Action
 
 </div>
 <h4><a href="https://github.com/Codium-ai/pr-agent/pull/530">/describe</a></h4>
@@ -203,7 +193,7 @@ ___
 </div>
 <hr>
 
-## Try it now
+## Try It Now
 
 Try the Claude Sonnet powered PR-Agent instantly on _your public GitHub repository_. Just mention `@CodiumAI-Agent` and add the desired command in any PR comment. The agent will generate a response based on your command.
 For example, add a comment to any pull request with the following text:
@@ -229,7 +219,7 @@ It does not have 'edit' access to your repo, for example, so it cannot update th
 4. **Extra features** - In addition to the benefits listed above, Qodo Merge will emphasize more customization, and the usage of static code analysis, in addition to LLM logic, to improve results.
 See [here](https://qodo-merge-docs.qodo.ai/overview/pr_agent_pro/) for a list of features available in Qodo Merge.
 
-## How it works
+## How It Works
 
 The following diagram illustrates PR-Agent tools and their flow:
 
@@ -237,7 +227,7 @@ The following diagram illustrates PR-Agent tools and their flow:
 
 Check out the [PR Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/#pr-compression-strategy) page for more details on how we convert a code diff to a manageable LLM prompt
 
-## Why use PR-Agent?
+## Why Use PR-Agent?
 
 A reasonable question that can be asked is: `"Why use PR-Agent? What makes it stand out from existing tools?"`
 
@@ -245,10 +235,10 @@ Here are some advantages of PR-Agent:
 
 - We emphasize **real-life practical usage**. Each tool (review, improve, ask, ...) has a single LLM call, no more. We feel that this is critical for realistic team usage - obtaining an answer quickly (~30 seconds) and affordably.
 - Our [PR Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/#pr-compression-strategy)  is a core ability that enables to effectively tackle both short and long PRs.
-- Our JSON prompting strategy enables to have **modular, customizable tools**. For example, the '/review' tool categories can be controlled via the [configuration](pr_agent/settings/configuration.toml) file. Adding additional categories is easy and accessible.
+- Our JSON prompting strategy enables us to have **modular, customizable tools**. For example, the '/review' tool categories can be controlled via the [configuration](pr_agent/settings/configuration.toml) file. Adding additional categories is easy and accessible.
 - We support **multiple git providers** (GitHub, GitLab, BitBucket), **multiple ways** to use the tool (CLI, GitHub Action, GitHub App, Docker, ...), and **multiple models** (GPT, Claude, Deepseek, ...)
 
-## Data privacy
+## Data Privacy
 
 ### Self-hosted PR-Agent
 
@@ -273,7 +263,7 @@ To contribute to the project, get started by reading our [Contributing Guide](ht
 
 ## Links
 
-- Discord community: https://discord.gg/kG35uSHDBc
+- Discord community: https://discord.com/invite/SgSxuQ65GF
 - Qodo site: https://www.qodo.ai/
 - Blog: https://www.qodo.ai/blog/
 - Troubleshooting: https://www.qodo.ai/blog/technical-faq-and-troubleshooting/

docker/Dockerfile

@@ -33,6 +33,11 @@ FROM base AS azure_devops_webhook
 ADD pr_agent pr_agent
 CMD ["python", "pr_agent/servers/azuredevops_server_webhook.py"]
 
+FROM base AS gitea_app
+ADD pr_agent pr_agent
+CMD ["python", "-m", "gunicorn", "-k", "uvicorn.workers.UvicornWorker", "-c", "pr_agent/servers/gunicorn_config.py","pr_agent.servers.gitea_app:app"]
+
+
 FROM base AS test
 ADD requirements-dev.txt .
 RUN pip install --no-cache-dir -r requirements-dev.txt && rm requirements-dev.txt

docker/Dockerfile.lambda

@@ -1,4 +1,4 @@
-FROM public.ecr.aws/lambda/python:3.12
+FROM public.ecr.aws/lambda/python:3.12 AS base
 
 RUN dnf update -y && \
     dnf install -y gcc python3-devel git && \
@@ -9,4 +9,10 @@ RUN pip install --no-cache-dir . && rm pyproject.toml
 RUN pip install --no-cache-dir mangum==0.17.0
 COPY pr_agent/ ${LAMBDA_TASK_ROOT}/pr_agent/
 
-CMD ["pr_agent.servers.serverless.serverless"]
+FROM base AS github_lambda
+CMD ["pr_agent.servers.github_lambda_webhook.lambda_handler"]
+
+FROM base AS gitlab_lambda
+CMD ["pr_agent.servers.gitlab_lambda_webhook.lambda_handler"]
+
+FROM github_lambda

docs/docs/ai_search/index.md

@@ -202,7 +202,23 @@ h1 {
 
 <script>
 window.addEventListener('load', function() {
-    function displayResults(responseText) {
+    function extractText(responseText) {
+        try {
+            console.log('responseText: ', responseText);
+            const results = JSON.parse(responseText);
+            const msg = results.message;
+
+            if (!msg || msg.trim() === '') {
+                return "No results found";
+            }
+            return msg;
+        } catch (error) {
+            console.error('Error parsing results:', error);
+            throw new Error("Failed parsing response message");
+        }
+    }
+
+    function displayResults(msg) {
         const resultsContainer = document.getElementById('results');
         const spinner = document.getElementById('spinner');
         const searchContainer = document.querySelector('.search-container');
@@ -214,8 +230,6 @@ window.addEventListener('load', function() {
         searchContainer.scrollIntoView({ behavior: 'smooth', block: 'start' });
 
         try {
-            const results = JSON.parse(responseText);
-
             marked.setOptions({
                 breaks: true,
                 gfm: true,
@@ -223,7 +237,7 @@ window.addEventListener('load', function() {
                 sanitize: false
             });
 
-            const htmlContent = marked.parse(results.message);
+            const htmlContent = marked.parse(msg);
 
             resultsContainer.className = 'markdown-content';
             resultsContainer.innerHTML = htmlContent;
@@ -242,7 +256,7 @@ window.addEventListener('load', function() {
             }, 100);
         } catch (error) {
             console.error('Error parsing results:', error);
-            resultsContainer.innerHTML = '<div class="error-message">Error processing results</div>';
+            resultsContainer.innerHTML = '<div class="error-message">Cannot process results</div>';
         }
     }
 
@@ -275,24 +289,25 @@ window.addEventListener('load', function() {
                 body: JSON.stringify(data)
             };
 
-            // const API_ENDPOINT = 'http://0.0.0.0:3000/api/v1/docs_help';
+            //const API_ENDPOINT = 'http://0.0.0.0:3000/api/v1/docs_help';
             const API_ENDPOINT = 'https://help.merge.qodo.ai/api/v1/docs_help';
 
             const response = await fetch(API_ENDPOINT, options);
+            const responseText = await response.text();
+            const msg = extractText(responseText);
 
             if (!response.ok) {
-                throw new Error(`HTTP error! status: ${response.status}`);
+                throw new Error(`An error (${response.status}) occurred during search: "${msg}"`);
             }
-
-            const responseText = await response.text();
-            displayResults(responseText);
+ 
+            displayResults(msg);
         } catch (error) {
             spinner.style.display = 'none';
-            resultsContainer.innerHTML = `
-                <div class="error-message">
-                    An error occurred while searching. Please try again later.
-                </div>
-            `;
+            const errorDiv = document.createElement('div');
+            errorDiv.className = 'error-message';
+            errorDiv.textContent = `${error}`;
+            resultsContainer.value = "";
+            resultsContainer.appendChild(errorDiv);
         }
     }
 

docs/docs/chrome-extension/index.md

@@ -4,7 +4,7 @@ With a single-click installation you will gain access to a context-aware chat on
 
 The extension is powered by top code models like Claude 3.7 Sonnet and o4-mini. All the extension's features are free to use on public repositories.
 
-For private repositories, you will need to install [Qodo Merge](https://github.com/apps/qodo-merge-pro){:target="_blank"} in addition to the extension  (Quick GitHub app setup with a 14-day free trial. No credit card needed).
+For private repositories, you will need to install [Qodo Merge](https://github.com/apps/qodo-merge-pro){:target="_blank"} in addition to the extension.
 For a demonstration of how to install Qodo Merge and use it with the Chrome extension, please refer to the tutorial video at the provided [link](https://codium.ai/images/pr_agent/private_repos.mp4){:target="_blank"}.
 
 <img src="https://codium.ai/images/pr_agent/PR-AgentChat.gif" width="768">

docs/docs/core-abilities/auto_approval.md

@@ -0,0 +1,83 @@
+# Auto-approval 💎
+
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
+
+Under specific conditions, Qodo Merge can auto-approve a PR when a manual comment is invoked, or when the PR meets certain criteria.
+
+**To ensure safety, the auto-approval feature is disabled by default.**
+To enable auto-approval features, you need to actively set one or both of the following options in a pre-defined _configuration file_:
+
+```toml
+[config]
+enable_comment_approval = true # For approval via comments
+enable_auto_approval = true   # For criteria-based auto-approval
+```
+
+!!! note "Notes"
+    - These flags above cannot be set with a command line argument, only in the configuration file, committed to the repository.
+    - Enabling auto-approval must be a deliberate decision by the repository owner.
+
+## **Approval by commenting**
+
+To enable approval by commenting, set in the configuration file:
+
+```toml
+[config]
+enable_comment_approval = true
+```
+
+After enabling, by commenting on a PR:
+
+```
+/review auto_approve
+```
+
+Qodo Merge will approve the PR and add a comment with the reason for the approval.
+
+## **Auto-approval when the PR meets certain criteria**
+
+To enable auto-approval based on specific criteria, first, you need to enable the top-level flag:
+
+```toml
+[config]
+enable_auto_approval = true
+```
+
+There are two possible paths leading to this auto-approval - one via the `review` tool, and one via the `improve` tool. Each tool can independently trigger auto-approval.
+
+### Auto-approval via the `review` tool
+
+- **Review effort score criteria**
+
+    ```toml
+    [config]
+    enable_auto_approval = true
+    auto_approve_for_low_review_effort = X # X is a number between 1 and 5
+    ```
+    
+    When the [review effort score](https://www.qodo.ai/images/pr_agent/review3.png) is lower than or equal to X, the PR will be auto-approved (unless ticket compliance is enabled and fails, see below).
+
+- **Ticket compliance criteria**
+    
+    ```toml
+    [config]
+    enable_auto_approval = true
+    ensure_ticket_compliance = true # Default is false
+    ```
+    
+    If `ensure_ticket_compliance` is set to `true`, auto-approval for the `review` toll path will be disabled if no ticket is linked to the PR, or if the PR is not fully compliant with a linked ticket. This ensures that PRs are only auto-approved if their associated tickets are properly resolved.
+    
+    You can also prevent auto-approval if the PR exceeds the ticket's scope (see [here](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#configuration-options)).
+
+
+### Auto-approval via the `improve` tool
+
+PRs can be auto-approved when the `improve` tool doesn't find code suggestions.
+To enable this feature, set the following in the configuration file:
+
+```toml
+[config]
+enable_auto_approval = true
+auto_approve_for_no_suggestions = true
+```
+

docs/docs/core-abilities/chat_on_code_suggestions.md

@@ -0,0 +1,55 @@
+# Chat on code suggestions 💎
+
+`Supported Git Platforms: GitHub, GitLab`
+
+## Overview
+
+Qodo Merge implements an orchestrator agent that enables interactive code discussions, listening and responding to comments without requiring explicit tool calls.
+The orchestrator intelligently analyzes your responses to determine if you want to implement a suggestion, ask a question, or request help, then delegates to the appropriate specialized tool.
+
+To minimize unnecessary notifications and maintain focused discussions, the orchestrator agent will only respond to comments made directly within the inline code suggestion discussions it has created (`/improve`) or within discussions initiated by the `/implement` command.
+
+##  Getting Started
+
+### Setup
+
+Enable interactive code discussions by adding the following to your configuration file (default is `True`):
+
+```toml
+[pr_code_suggestions]
+enable_chat_in_code_suggestions = true
+```
+
+
+### Activation
+
+#### `/improve`
+
+To obtain dynamic responses, the following steps are required:
+
+1. Run the `/improve` command (mostly automatic)
+2. Check the `/improve` recommendation checkboxes (_Apply this suggestion_) to have Qodo Merge generate a new inline code suggestion discussion
+3. The orchestrator agent will then automatically listen to and reply to comments within the discussion without requiring additional commands
+
+#### `/implement`
+
+To obtain dynamic responses, the following steps are required:
+
+1. Select code lines in the PR diff and run the `/implement` command
+2. Wait for Qodo Merge to generate a new inline code suggestion
+3. The orchestrator agent will then automatically listen to and reply to comments within the discussion without requiring additional commands
+
+
+## Explore the available interaction patterns
+
+!!! tip "Tip: Direct the agent with keywords"
+    Use "implement" or "apply" for code generation. Use "explain", "why", or "how" for information and help.
+
+=== "Asking for Details"
+    ![Chat on code suggestions ask](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_ask.png){width=512}
+
+=== "Implementing Suggestions"
+    ![Chat on code suggestions implement](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_implement.png){width=512}
+
+=== "Providing Additional Help"
+    ![Chat on code suggestions help](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_help.png){width=512}

docs/docs/core-abilities/code_validation.md

@@ -1,3 +1,8 @@
+# Code Validation 💎
+
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
+
+
 ## Introduction
 
 The Git environment usually represents the final stage before code enters production. Hence, Detecting bugs and issues during the review process is critical.

docs/docs/core-abilities/compression_strategy.md

@@ -1,5 +1,8 @@
 
-## Overview - PR Compression Strategy
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
+
+
+## Overview
 
 There are two scenarios:
 

docs/docs/core-abilities/dynamic_context.md

@@ -1,4 +1,5 @@
-## TL;DR
+
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
 
 Qodo Merge uses an **asymmetric and dynamic context strategy** to improve AI analysis of code changes in pull requests.
 It provides more context before changes than after, and dynamically adjusts the context based on code structure (e.g., enclosing functions or classes).

docs/docs/core-abilities/fetching_ticket_context.md

@@ -9,8 +9,9 @@ This integration enriches the review process by automatically surfacing relevant
 
 **Ticket systems supported**:
 
-- GitHub
-- Jira (💎)
+- [GitHub](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#github-issues-integration)
+- [Jira (💎)](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#jira-integration)
+- [Linear (💎)](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#linear-integration)
 
 **Ticket data fetched:**
 
@@ -38,17 +39,40 @@ By understanding the reasoning and intent behind modifications, the LLM can offe
 Similarly to the `describe` tool, the `review` tool will use the ticket content to provide additional context for the code changes.
 
 In addition, this feature will evaluate how well a Pull Request (PR) adheres to its original purpose/intent as defined by the associated ticket or issue mentioned in the PR description.
-Each ticket will be assigned a label (Compliance/Alignment level), Indicates the degree to which the PR fulfills its original purpose, Options: Fully compliant, Partially compliant or Not compliant.
+Each ticket will be assigned a label (Compliance/Alignment level), Indicates the degree to which the PR fulfills its original purpose:
+
+- Fully Compliant
+- Partially Compliant
+- Not Compliant
+- PR Code Verified
 
 ![Ticket Compliance](https://www.qodo.ai/images/pr_agent/ticket_compliance_review.png){width=768}
 
-By default, the tool will automatically validate if the PR complies with the referenced ticket.
-If you want to disable this feedback, add the following line to your configuration file:
+A `PR Code Verified` label indicates the PR code meets ticket requirements, but requires additional manual testing beyond the code scope. For example - validating UI display across different environments (Mac, Windows, mobile, etc.).
 
-```toml
-[pr_reviewer]
-require_ticket_analysis_review=false
-```
+
+#### Configuration options
+
+- 
+
+    By default, the tool will automatically validate if the PR complies with the referenced ticket.
+    If you want to disable this feedback, add the following line to your configuration file:
+    
+    ```toml
+    [pr_reviewer]
+    require_ticket_analysis_review=false
+    ```
+
+- 
+
+    If you set:
+    ```toml
+    [pr_reviewer]
+    check_pr_additional_content=true
+    ```
+    (default: `false`)
+    
+    the `review` tool will also validate that the PR code doesn't contain any additional content that is not related to the ticket. If it does, the PR will be labeled at best as `PR Code Verified`, and the `review` tool will provide a comment with the additional unrelated content found in the PR code.
 
 ## GitHub Issues Integration
 
@@ -75,13 +99,17 @@ The recommended way to authenticate with Jira Cloud is to install the Qodo Merge
 
 Installation steps:
 
-1. Click [here](https://auth.atlassian.com/authorize?audience=api.atlassian.com&client_id=8krKmA4gMD8mM8z24aRCgPCSepZNP1xf&scope=read%3Ajira-work%20offline_access&redirect_uri=https%3A%2F%2Fregister.jira.pr-agent.codium.ai&state=qodomerge&response_type=code&prompt=consent) to install the Qodo Merge app in your Jira Cloud instance, click the `accept` button.<br>
+1. Go to the [Qodo Merge integrations page](https://app.qodo.ai/qodo-merge/integrations)
+
+2. Click on the Connect **Jira Cloud** button to connect the Jira Cloud app
+
+3. Click the `accept` button.<br>
 ![Jira Cloud App Installation](https://www.qodo.ai/images/pr_agent/jira_app_installation1.png){width=384}
 
-2. After installing the app, you will be redirected to the Qodo Merge registration page. and you will see a success message.<br>
+4. After installing the app, you will be redirected to the Qodo Merge registration page. and you will see a success message.<br>
 ![Jira Cloud App success message](https://www.qodo.ai/images/pr_agent/jira_app_success.png){width=384}
 
-3. Now Qodo Merge will be able to fetch Jira ticket context for your PRs.
+5. Now Qodo Merge will be able to fetch Jira ticket context for your PRs.
 
 **2) Email/Token Authentication**
 
@@ -190,7 +218,7 @@ This following steps will help you check if the basic auth is working correctly,
 
 2. run the following Python script (after replacing the placeholders with your actual values):
 
-??? example "Script to validate basic auth"
+???- example "Script to validate basic auth"
 
     ```python
     from jira import JIRA
@@ -246,7 +274,7 @@ This following steps will help you check if the token is working correctly, and
 
 2. run the following Python script (after replacing the placeholders with your actual values):
 
-??? example "Script to validate PAT token"
+??? example- "Script to validate PAT token"
 
     ```python
     from jira import JIRA
@@ -281,13 +309,90 @@ This following steps will help you check if the token is working correctly, and
             print(f"Error fetching JIRA ticket details: {e}")
     ```
 
+
+### Multi-JIRA Server Configuration 💎
+
+Qodo Merge supports connecting to multiple JIRA servers using different authentication methods.
+
+=== "Email/Token (Basic Auth)"
+
+    Configure multiple servers using Email/Token authentication:
+
+    - `jira_servers`: List of JIRA server URLs
+    - `jira_api_token`: List of API tokens (for Cloud) or passwords (for Data Center)
+    - `jira_api_email`: List of emails (for Cloud) or usernames (for Data Center)
+    - `jira_base_url`: Default server for ticket IDs like `PROJ-123`, Each repository can configure (local config file) its own `jira_base_url` to choose which server to use by default.
+
+    **Example Configuration:**
+    ```toml
+    [jira]
+    # Server URLs
+    jira_servers = ["https://company.atlassian.net", "https://datacenter.jira.com"]
+
+    # API tokens/passwords
+    jira_api_token = ["cloud_api_token_here", "datacenter_password"]
+
+    # Emails/usernames (both required)
+    jira_api_email = ["user@company.com", "datacenter_username"]
+
+    # Default server for ticket IDs
+    jira_base_url = "https://company.atlassian.net"
+    ```
+
+=== "PAT Auth"
+
+    Configure multiple servers using Personal Access Token authentication:
+
+    - `jira_servers`: List of JIRA server URLs
+    - `jira_api_token`: List of PAT tokens
+    - `jira_api_email`: Not needed (can be omitted or left empty)
+    - `jira_base_url`: Default server for ticket IDs like `PROJ-123`, Each repository can configure (local config file) its own `jira_base_url` to choose which server to use by default.
+
+    **Example Configuration:**
+    ```toml
+    [jira]
+    # Server URLs
+    jira_servers = ["https://server1.jira.com", "https://server2.jira.com"]
+
+    # PAT tokens only
+    jira_api_token = ["pat_token_1", "pat_token_2"]
+
+    # Default server for ticket IDs
+    jira_base_url = "https://server1.jira.com"
+    ```
+
+    **Mixed Authentication (Email/Token + PAT):**
+    ```toml
+    [jira]
+    jira_servers = ["https://company.atlassian.net", "https://server.jira.com"]
+    jira_api_token = ["cloud_api_token", "server_pat_token"]
+    jira_api_email = ["user@company.com", ""]  # Empty for PAT
+    ```
+
+=== "Jira Cloud App"
+
+    For Jira Cloud instances using App Authentication:
+
+    1. Install the Qodo Merge app on each JIRA Cloud instance you want to connect to
+    2. Set the default server for ticket ID resolution:
+
+    ```toml
+    [jira]
+    jira_base_url = "https://primary-team.atlassian.net"
+    ```
+
+    Full URLs (e.g., `https://other-team.atlassian.net/browse/TASK-456`) will automatically use the correct connected instance.
+
+
+
+
 ### How to link a PR to a Jira ticket
 
 To integrate with Jira, you can link your PR to a ticket using either of these methods:
 
 **Method 1: Description Reference:**
 
-Include a ticket reference in your PR description using either the complete URL format https://<JIRA_ORG>.atlassian.net/browse/ISSUE-123 or the shortened ticket ID ISSUE-123.
+Include a ticket reference in your PR description, using either the complete URL format `https://<JIRA_ORG>.atlassian.net/browse/ISSUE-123` or the shortened ticket ID `ISSUE-123` (without prefix or suffix for the shortened ID).
 
 **Method 2: Branch Name Detection:**
 
@@ -300,3 +405,46 @@ Name your branch with the ticket ID as a prefix (e.g., `ISSUE-123-feature-descri
     [jira]
     jira_base_url = "https://<JIRA_ORG>.atlassian.net"
     ```
+    Where `<JIRA_ORG>` is your Jira organization identifier (e.g., `mycompany` for `https://mycompany.atlassian.net`).
+
+## Linear Integration 💎
+
+### Linear App Authentication
+
+The recommended way to authenticate with Linear is to connect the Linear app through the Qodo Merge portal.
+
+Installation steps:
+
+1. Go to the [Qodo Merge integrations page](https://app.qodo.ai/qodo-merge/integrations)
+
+2. Navigate to the **Integrations** tab
+
+3. Click on the **Linear** button to connect the Linear app
+
+4. Follow the authentication flow to authorize Qodo Merge to access your Linear workspace
+
+5. Once connected, Qodo Merge will be able to fetch Linear ticket context for your PRs
+
+### How to link a PR to a Linear ticket
+
+Qodo Merge will automatically detect Linear tickets using either of these methods:
+
+**Method 1: Description Reference:**
+
+Include a ticket reference in your PR description using either:
+- The complete Linear ticket URL: `https://linear.app/[ORG_ID]/issue/[TICKET_ID]`
+- The shortened ticket ID: `[TICKET_ID]` (e.g., `ABC-123`) - requires linear_base_url configuration (see below).
+
+**Method 2: Branch Name Detection:**
+
+Name your branch with the ticket ID as a prefix (e.g., `ABC-123-feature-description` or `feature/ABC-123/feature-description`).
+
+!!! note "Linear Base URL"
+    For shortened ticket IDs or branch detection (method 2), you must configure the Linear base URL in your configuration file under the [linear] section:
+    
+    ```toml
+    [linear]
+    linear_base_url = "https://linear.app/[ORG_ID]"
+    ```
+    
+    Replace `[ORG_ID]` with your Linear organization identifier.

docs/docs/core-abilities/impact_evaluation.md

@@ -1,4 +1,6 @@
-# Overview - Impact Evaluation 💎
+# Impact Evaluation 💎
+
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
 
 Demonstrating the return on investment (ROI) of AI-powered initiatives is crucial for modern organizations.
 To address this need, Qodo Merge has developed an AI impact measurement tools and metrics, providing advanced analytics to help businesses quantify the tangible benefits of AI adoption in their PR review process.

docs/docs/core-abilities/incremental_update.md

@@ -0,0 +1,33 @@
+# Incremental Update 💎
+
+`Supported Git Platforms: GitHub, GitLab (Both cloud & server. For server: Version 17 and above)`
+
+## Overview
+The Incremental Update feature helps users focus on feedback for their newest changes, making large PRs more manageable.
+
+### How it works
+
+=== "Update Option on Subsequent Commits"
+    ![code_suggestions_update](https://www.qodo.ai/images/pr_agent/inc_update_before.png){width=512}
+
+=== "Generation of Incremental Update"
+    ![code_suggestions_inc_update_result](https://www.qodo.ai/images/pr_agent/inc_update_shown.png){width=512}
+
+___
+
+Whenever new commits are pushed following a recent code suggestions report for this PR, an Update button appears (as seen above).
+
+Once the user clicks on the button:
+
+- The `improve` tool identifies the new changes (the "delta")
+- Provides suggestions on these recent changes
+- Combines these suggestions with the overall PR feedback, prioritizing delta-related comments
+- Marks delta-related comments with a textual indication followed by an asterisk (*) with a link to this page, so they can easily be identified
+
+### Benefits for Developers
+
+- Focus on what matters: See feedback on newest code first
+- Clearer organization: Comments on recent changes are clearly marked
+- Better workflow: Address feedback more systematically, starting with recent changes
+
+

docs/docs/core-abilities/index.md

@@ -2,12 +2,15 @@
 
 Qodo Merge utilizes a variety of core abilities to provide a comprehensive and efficient code review experience. These abilities include:
 
+- [Auto approval](https://qodo-merge-docs.qodo.ai/core-abilities/auto_approval/)
 - [Auto best practices](https://qodo-merge-docs.qodo.ai/core-abilities/auto_best_practices/)
+- [Chat on code suggestions](https://qodo-merge-docs.qodo.ai/core-abilities/chat_on_code_suggestions/)
 - [Code validation](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)
 - [Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)
 - [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)
 - [Fetching ticket context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/)
 - [Impact evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/)
+- [Incremental Update](https://qodo-merge-docs.qodo.ai/core-abilities/incremental_update/)
 - [Interactivity](https://qodo-merge-docs.qodo.ai/core-abilities/interactivity/)
 - [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/)
 - [RAG context enrichment](https://qodo-merge-docs.qodo.ai/core-abilities/rag_context_enrichment/)

docs/docs/core-abilities/interactivity.md

@@ -1,4 +1,4 @@
-# Interactivity
+# Interactivity 💎
 
 `Supported Git Platforms: GitHub, GitLab`
 

docs/docs/core-abilities/metadata.md

@@ -1,4 +1,6 @@
-## Local and global metadata injection with multi-stage analysis
+# Local and global metadata injection with multi-stage analysis
+
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
 
 1\.
 Qodo Merge initially retrieves for each PR the following data:

docs/docs/core-abilities/rag_context_enrichment.md

@@ -27,7 +27,7 @@ In order to enable the RAG feature, add the following lines to your configuratio
 enable_rag=true
 ```
 
-!!! example "RAG Arguments Options"
+???+ example "RAG Arguments Options"
 
     <table>
       <tr>

docs/docs/core-abilities/self_reflection.md

@@ -1,4 +1,4 @@
-## TL;DR
+`Supported Git Platforms: GitHub, GitLab, Bitbucket`
 
 Qodo Merge implements a **self-reflection** process where the AI model reflects, scores, and re-ranks its own suggestions, eliminating irrelevant or incorrect ones.
 This approach improves the quality and relevance of suggestions, saving users time and enhancing their experience.

docs/docs/core-abilities/static_code_analysis.md

@@ -1,11 +1,14 @@
-## Overview - Static Code Analysis 💎
+# Static Code Analysis 💎
+
+` Supported Git Platforms: GitHub, GitLab, Bitbucket`
+
 
 By combining static code analysis with LLM capabilities, Qodo Merge can provide a comprehensive analysis of the PR code changes on a component level.
 
 It scans the PR code changes, finds all the code components (methods, functions, classes) that changed, and enables to interactively generate tests, docs, code suggestions and similar code search for each component.
 
 !!! note "Language that are currently supported:"
-    Python, Java, C++, JavaScript, TypeScript, C#.
+    Python, Java, C++, JavaScript, TypeScript, C#, Go.
 
 ## Capabilities
 

docs/docs/index.md

@@ -26,47 +26,52 @@ To search the documentation site using natural language:
 
 PR-Agent and Qodo Merge offers extensive pull request functionalities across various git providers:
 
-|       |                                                                                                         | GitHub | GitLab | Bitbucket | Azure DevOps |
-| ----- | ------------------------------------------------------------------------------------------------------- |:------:|:------:|:---------:|:------------:|
-| TOOLS | [Review](https://qodo-merge-docs.qodo.ai/tools/review/)                                                 |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Describe](https://qodo-merge-docs.qodo.ai/tools/describe/)                                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Improve](https://qodo-merge-docs.qodo.ai/tools/improve/)                                               |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Ask](https://qodo-merge-docs.qodo.ai/tools/ask/)                                                       |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | ⮑ [Ask on code lines](https://qodo-merge-docs.qodo.ai/tools/ask/#ask-lines)                             |   ✅   |   ✅   |           |              |
-|       | [Update CHANGELOG](https://qodo-merge-docs.qodo.ai/tools/update_changelog/)                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Help Docs](https://qodo-merge-docs.qodo.ai/tools/help_docs/?h=auto#auto-approval)                      |   ✅   |   ✅   |    ✅     |              |
-|       | [Ticket Context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/) 💎            |   ✅   |   ✅   |    ✅     |              |
-|       | [Utilizing Best Practices](https://qodo-merge-docs.qodo.ai/tools/improve/#best-practices) 💎            |   ✅   |   ✅   |    ✅     |              |
-|       | [PR Chat](https://qodo-merge-docs.qodo.ai/chrome-extension/features/#pr-chat) 💎                        |   ✅   |        |           |              |
-|       | [Suggestion Tracking](https://qodo-merge-docs.qodo.ai/tools/improve/#suggestion-tracking) 💎            |   ✅   |   ✅   |           |              |
-|       | [CI Feedback](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) 💎                                    |   ✅   |        |           |              |
-|       | [PR Documentation](https://qodo-merge-docs.qodo.ai/tools/documentation/) 💎                             |   ✅   |   ✅   |           |              |
-|       | [Custom Labels](https://qodo-merge-docs.qodo.ai/tools/custom_labels/) 💎                                |   ✅   |   ✅   |           |              |
-|       | [Analyze](https://qodo-merge-docs.qodo.ai/tools/analyze/) 💎                                            |   ✅   |   ✅   |           |              |
-|       | [Similar Code](https://qodo-merge-docs.qodo.ai/tools/similar_code/) 💎                                  |   ✅   |        |           |              |
-|       | [Custom Prompt](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/) 💎                                |   ✅   |   ✅   |    ✅     |              |
-|       | [Test](https://qodo-merge-docs.qodo.ai/tools/test/) 💎                                                  |   ✅   |   ✅   |           |              |
-|       | [Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) 💎                                        |   ✅   |   ✅   |    ✅     |              |
-|       | [Scan Repo Discussions](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/) 💎                |   ✅   |        |           |              |
-|       | [Auto-Approve](https://qodo-merge-docs.qodo.ai/tools/improve/?h=auto#auto-approval) 💎                  |   ✅   |   ✅   |    ✅     |              |
-|       |                                                                                                         |        |        |           |              |
-| USAGE | [CLI](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli)                |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [App / webhook](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#github-app)          |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Tagging bot](https://github.com/Codium-ai/pr-agent#try-it-now)                                         |   ✅   |        |           |              |
-|       | [Actions](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action)                  |   ✅   |   ✅   |    ✅     |      ✅      |
-|       |                                                                                                         |        |        |           |              |
-| CORE  | [PR compression](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)                  |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | Adaptive and token-aware file patch fitting                                                             |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Multiple models support](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/)                |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/)                   |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)                      |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Self reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/)                      |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/) 💎         |   ✅   |   ✅   |           |              |
-|       | [Global and wiki configurations](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) 💎 |   ✅   |   ✅   |    ✅     |              |
-|       | [PR interactive actions](https://www.qodo.ai/images/pr_agent/pr-actions.mp4) 💎                         |   ✅   |   ✅   |           |              |
-|       | [Impact Evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/) 💎               |   ✅   |   ✅   |           |              | 
-|       | [Code Validation 💎](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)                   |   ✅   |   ✅   |    ✅     |      ✅      |
-|       | [Auto Best Practices 💎](https://qodo-merge-docs.qodo.ai/core-abilities/auto_best_practices/)                     |   ✅   |      |         |            |
+|       |                                                                                                                     | GitHub | GitLab | Bitbucket | Azure DevOps | Gitea |
+| ----- |---------------------------------------------------------------------------------------------------------------------|:------:|:------:|:---------:|:------------:|:-----:|
+| [TOOLS](https://qodo-merge-docs.qodo.ai/tools/) | [Describe](https://qodo-merge-docs.qodo.ai/tools/describe/)                                                         |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|       | [Review](https://qodo-merge-docs.qodo.ai/tools/review/)                                                             |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|       | [Improve](https://qodo-merge-docs.qodo.ai/tools/improve/)                                                           |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|       | [Ask](https://qodo-merge-docs.qodo.ai/tools/ask/)                                                                   |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | ⮑ [Ask on code lines](https://qodo-merge-docs.qodo.ai/tools/ask/#ask-lines)                                         |   ✅   |   ✅   |           |              |       |
+|       | [Help Docs](https://qodo-merge-docs.qodo.ai/tools/help_docs/?h=auto#auto-approval)                                  |   ✅   |   ✅   |    ✅     |              |       |
+|       | [Update CHANGELOG](https://qodo-merge-docs.qodo.ai/tools/update_changelog/)                                         |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Add Documentation](https://qodo-merge-docs.qodo.ai/tools/documentation/) 💎                                        |   ✅   |   ✅   |           |              |       |
+|       | [Analyze](https://qodo-merge-docs.qodo.ai/tools/analyze/) 💎                                                        |   ✅   |   ✅   |           |              |       |
+|       | [Auto-Approve](https://qodo-merge-docs.qodo.ai/tools/improve/?h=auto#auto-approval) 💎                              |   ✅   |   ✅   |    ✅     |              |       |
+|       | [CI Feedback](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) 💎                                                |   ✅   |        |           |              |       |
+|       | [Custom Prompt](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/) 💎                                            |   ✅   |   ✅   |    ✅     |              |       |
+|       | [Generate Custom Labels](https://qodo-merge-docs.qodo.ai/tools/custom_labels/) 💎                                   |   ✅   |   ✅   |           |              |       |
+|       | [Generate Tests](https://qodo-merge-docs.qodo.ai/tools/test/) 💎                                                    |   ✅   |   ✅   |           |              |       |
+|       | [Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) 💎                                                    |   ✅   |   ✅   |    ✅     |              |       |
+|       | [Scan Repo Discussions](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/) 💎                            |   ✅   |        |           |              |       |
+|       | [Similar Code](https://qodo-merge-docs.qodo.ai/tools/similar_code/) 💎                                              |   ✅   |        |           |              |       |
+|       | [Ticket Context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/) 💎                        |   ✅   |   ✅   |    ✅     |              |       |
+|       | [Utilizing Best Practices](https://qodo-merge-docs.qodo.ai/tools/improve/#best-practices) 💎                        |   ✅   |   ✅   |    ✅     |              |       |
+|       | [PR Chat](https://qodo-merge-docs.qodo.ai/chrome-extension/features/#pr-chat) 💎                                    |   ✅   |        |           |              |       |
+|       | [Suggestion Tracking](https://qodo-merge-docs.qodo.ai/tools/improve/#suggestion-tracking) 💎                        |   ✅   |   ✅   |           |              |       |
+|       |                                                                                                                     |        |        |           |              |       |
+| [USAGE](https://qodo-merge-docs.qodo.ai/usage-guide/) | [CLI](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli)                            |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|       | [App / webhook](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#github-app)                      |   ✅   |   ✅   |    ✅     |      ✅      |  ✅   |
+|       | [Tagging bot](https://github.com/Codium-ai/pr-agent#try-it-now)                                                     |   ✅   |        |           |              |       |
+|       | [Actions](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action)                              |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       |                                                                                                                     |        |        |           |              |       |
+| [CORE](https://qodo-merge-docs.qodo.ai/core-abilities/)  | [Adaptive and token-aware file patch fitting](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/) |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Auto Best Practices 💎](https://qodo-merge-docs.qodo.ai/core-abilities/auto_best_practices/)                       |   ✅   |        |           |              |       |
+|       | [Chat on code suggestions](https://qodo-merge-docs.qodo.ai/core-abilities/chat_on_code_suggestions/)                |   ✅   |  ✅   |           |              |       |
+|       | [Code Validation 💎](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/)                               |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/)                                  |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Fetching ticket context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/)                  |   ✅   |  ✅   |    ✅     |              |       |
+|       | [Global and wiki configurations](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) 💎             |   ✅   |   ✅   |    ✅     |              |       |
+|       | [Impact Evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/) 💎                           |   ✅   |   ✅   |           |              |       |
+|       | [Incremental Update 💎](https://qodo-merge-docs.qodo.ai/core-abilities/incremental_update/)                         |   ✅   |        |           |              |       |
+|       | [Interactivity](https://qodo-merge-docs.qodo.ai/core-abilities/interactivity/)                                      |   ✅   |  ✅   |           |              |       |
+|       | [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/)                               |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Multiple models support](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/)                            |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [PR compression](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/)                              |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [PR interactive actions](https://www.qodo.ai/images/pr_agent/pr-actions.mp4) 💎                                     |   ✅   |   ✅   |           |              |       |
+|       | [RAG context enrichment](https://qodo-merge-docs.qodo.ai/core-abilities/rag_context_enrichment/)                    |   ✅   |        |    ✅     |              |       |
+|       | [Self reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/)                                  |   ✅   |   ✅   |    ✅     |      ✅      |       |
+|       | [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/) 💎                     |   ✅   |   ✅   |           |              |       |
 !!! note "💎 means Qodo Merge only"
       All along the documentation, 💎 marks a feature available only in [Qodo Merge](https://www.codium.ai/pricing/){:target="_blank"}, and not in the open-source version.
 

docs/docs/installation/gitea.md

@@ -0,0 +1,48 @@
+## Run a Gitea webhook server
+
+1. In Gitea create a new user and give it "Reporter" role ("Developer" if using Pro version of the agent) for the intended group or project.
+
+2. For the user from step 1. generate a `personal_access_token` with `api` access.
+
+3. Generate a random secret for your app, and save it for later (`webhook_secret`). For example, you can use:
+
+```bash
+WEBHOOK_SECRET=$(python -c "import secrets; print(secrets.token_hex(10))")
+```
+
+4. Clone this repository:
+
+```bash
+git clone https://github.com/qodo-ai/pr-agent.git
+```
+
+5. Prepare variables and secrets. Skip this step if you plan on setting these as environment variables when running the agent:
+1. In the configuration file/variables:
+    - Set `config.git_provider` to "gitea"
+
+2. In the secrets file/variables:
+    - Set your AI model key in the respective section
+    - In the [Gitea] section, set `personal_access_token` (with token from step 2) and `webhook_secret` (with secret from step 3)
+
+6. Build a Docker image for the app and optionally push it to a Docker repository. We'll use Dockerhub as an example:
+
+```bash
+docker build -f /docker/Dockerfile -t pr-agent:gitea_app --target gitea_app .
+docker push codiumai/pr-agent:gitea_webhook  # Push to your Docker repository
+```
+
+7. Set the environmental variables, the method depends on your docker runtime. Skip this step if you included your secrets/configuration directly in the Docker image.
+
+```bash
+CONFIG__GIT_PROVIDER=gitea
+GITEA__PERSONAL_ACCESS_TOKEN=<personal_access_token>
+GITEA__WEBHOOK_SECRET=<webhook_secret>
+GITEA__URL=https://gitea.com # Or self host
+OPENAI__KEY=<your_openai_api_key>
+GITEA__SKIP_SSL_VERIFICATION=false # or true
+GITEA__SSL_CA_CERT=/path/to/cacert.pem
+```
+
+8. Create a webhook in your Gitea project. Set the URL to `http[s]://<PR_AGENT_HOSTNAME>/api/v1/gitea_webhooks`, the secret token to the generated secret from step 3, and enable the triggers `push`, `comments` and `merge request events`.
+
+9. Test your installation by opening a merge request or commenting on a merge request using one of PR Agent's commands.

docs/docs/installation/github.md

@@ -187,15 +187,15 @@ For example: `GITHUB.WEBHOOK_SECRET` --> `GITHUB__WEBHOOK_SECRET`
 2. Build a docker image that can be used as a lambda function
 
     ```shell
-    docker buildx build --platform=linux/amd64 . -t codiumai/pr-agent:serverless -f docker/Dockerfile.lambda
+    # Note: --target github_lambda is optional as it's the default target
+    docker buildx build --platform=linux/amd64 . -t codiumai/pr-agent:github_lambda --target github_lambda -f docker/Dockerfile.lambda
    ```
 
 3. Push image to ECR
 
     ```shell
-
- docker tag codiumai/pr-agent:serverless <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:serverless
- docker push <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:serverless
+    docker tag codiumai/pr-agent:github_lambda <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:github_lambda
+    docker push <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:github_lambda
     ```
 
 4. Create a lambda function that uses the uploaded image. Set the lambda timeout to be at least 3m.
@@ -204,6 +204,28 @@ For example: `GITHUB.WEBHOOK_SECRET` --> `GITHUB__WEBHOOK_SECRET`
 7. Go back to steps 8-9 of [Method 5](#run-as-a-github-app) with the function url as your Webhook URL.
     The Webhook URL would look like `https://<LAMBDA_FUNCTION_URL>/api/v1/github_webhooks`
 
+### Using AWS Secrets Manager
+
+For production Lambda deployments, use AWS Secrets Manager instead of environment variables:
+
+1. Create a secret in AWS Secrets Manager with JSON format like this:
+
+```json
+{
+  "openai.key": "sk-proj-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx",
+  "github.webhook_secret": "your-webhook-secret-from-step-2",
+  "github.private_key": "-----BEGIN RSA PRIVATE KEY-----\nMIIEpAIBAAKCAQEA...\n-----END RSA PRIVATE KEY-----"
+}
+```
+
+2. Add IAM permission `secretsmanager:GetSecretValue` to your Lambda execution role
+3. Set these environment variables in your Lambda:
+
+```bash
+AWS_SECRETS_MANAGER__SECRET_ARN=arn:aws:secretsmanager:us-east-1:123456789012:secret:pr-agent-secrets-AbCdEf
+CONFIG__SECRET_PROVIDER=aws_secrets_manager
+```
+
 ---
 
 ## AWS CodeCommit Setup

docs/docs/installation/gitlab.md

@@ -61,12 +61,12 @@ git clone https://github.com/qodo-ai/pr-agent.git
 ```
 
 5. Prepare variables and secrets. Skip this step if you plan on setting these as environment variables when running the agent:
-1. In the configuration file/variables:
-    - Set `config.git_provider` to "gitlab"
+    1. In the configuration file/variables:
+        - Set `config.git_provider` to "gitlab"
 
-2. In the secrets file/variables:
-    - Set your AI model key in the respective section
-    - In the [gitlab] section, set `personal_access_token` (with token from step 2) and `shared_secret` (with secret from step 3)
+    2. In the secrets file/variables:
+        - Set your AI model key in the respective section
+        - In the [gitlab] section, set `personal_access_token` (with token from step 2) and `shared_secret` (with secret from step 3)
 
 6. Build a Docker image for the app and optionally push it to a Docker repository. We'll use Dockerhub as an example:
 
@@ -88,3 +88,63 @@ OPENAI__KEY=<your_openai_api_key>
 8. Create a webhook in your GitLab project. Set the URL to `http[s]://<PR_AGENT_HOSTNAME>/webhook`, the secret token to the generated secret from step 3, and enable the triggers `push`, `comments` and `merge request events`.
 
 9. Test your installation by opening a merge request or commenting on a merge request using one of PR Agent's commands.
+
+## Deploy as a Lambda Function
+
+Note that since AWS Lambda env vars cannot have "." in the name, you can replace each "." in an env variable with "__".<br>
+For example: `GITLAB.PERSONAL_ACCESS_TOKEN` --> `GITLAB__PERSONAL_ACCESS_TOKEN`
+
+1. Follow steps 1-5 from [Run a GitLab webhook server](#run-a-gitlab-webhook-server).
+2. Build a docker image that can be used as a lambda function
+
+    ```shell
+    docker buildx build --platform=linux/amd64 . -t codiumai/pr-agent:gitlab_lambda --target gitlab_lambda -f docker/Dockerfile.lambda
+   ```
+
+3. Push image to ECR
+
+    ```shell
+    docker tag codiumai/pr-agent:gitlab_lambda <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:gitlab_lambda
+    docker push <AWS_ACCOUNT>.dkr.ecr.<AWS_REGION>.amazonaws.com/codiumai/pr-agent:gitlab_lambda
+    ```
+
+4. Create a lambda function that uses the uploaded image. Set the lambda timeout to be at least 3m.
+5. Configure the lambda function to have a Function URL.
+6. In the environment variables of the Lambda function, specify `AZURE_DEVOPS_CACHE_DIR` to a writable location such as /tmp. (see [link](https://github.com/Codium-ai/pr-agent/pull/450#issuecomment-1840242269))
+7. Go back to steps 8-9 of [Run a GitLab webhook server](#run-a-gitlab-webhook-server) with the function url as your Webhook URL.
+    The Webhook URL would look like `https://<LAMBDA_FUNCTION_URL>/webhook`
+
+### Using AWS Secrets Manager
+
+For production Lambda deployments, use AWS Secrets Manager instead of environment variables:
+
+1. Create individual secrets for each GitLab webhook with this JSON format (e.g., secret name: `project-webhook-secret-001`)
+
+```json
+{
+  "gitlab_token": "glpat-xxxxxxxxxxxxxxxxxxxxxxxx",
+  "token_name": "project-webhook-001"
+}
+```
+
+2. Create a main configuration secret for common settings (e.g., secret name: `pr-agent-main-config`)
+
+```json
+{
+  "openai.key": "sk-proj-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
+}
+```
+
+3. Set these environment variables in your Lambda:
+
+```bash
+CONFIG__SECRET_PROVIDER=aws_secrets_manager
+AWS_SECRETS_MANAGER__SECRET_ARN=arn:aws:secretsmanager:us-east-1:123456789012:secret:pr-agent-main-config-AbCdEf
+```
+
+4. In your GitLab webhook configuration, set the **Secret Token** to the **Secret name** created in step 1:
+   - Example: `project-webhook-secret-001`
+
+**Important**: When using Secrets Manager, GitLab's webhook secret must be the Secrets Manager secret name.
+
+5. Add IAM permission `secretsmanager:GetSecretValue` to your Lambda execution role

docs/docs/installation/index.md

@@ -9,6 +9,7 @@ There are several ways to use self-hosted PR-Agent:
 - [GitLab integration](./gitlab.md)
 - [BitBucket integration](./bitbucket.md)
 - [Azure DevOps integration](./azure.md)
+- [Gitea integration](./gitea.md)
 
 ## Qodo Merge 💎
 

docs/docs/installation/locally.md

@@ -1,7 +1,7 @@
 To run PR-Agent locally, you first need to acquire two keys:
 
 1. An OpenAI key from [here](https://platform.openai.com/api-keys){:target="_blank"}, with access to GPT-4 and o4-mini (or a key for other [language models](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/), if you prefer).
-2. A personal access token from your Git platform (GitHub, GitLab, BitBucket) with repo scope. GitHub token, for example, can be issued from [here](https://github.com/settings/tokens){:target="_blank"}
+2. A personal access token from your Git platform (GitHub, GitLab, BitBucket,Gitea) with repo scope. GitHub token, for example, can be issued from [here](https://github.com/settings/tokens){:target="_blank"}
 
 ## Using Docker image
 
@@ -40,6 +40,19 @@ To invoke a tool (for example `review`), you can run PR-Agent directly from the
     docker run --rm -it -e CONFIG.GIT_PROVIDER=bitbucket -e OPENAI.KEY=$OPENAI_API_KEY -e BITBUCKET.BEARER_TOKEN=$BITBUCKET_BEARER_TOKEN codiumai/pr-agent:latest --pr_url=<pr_url> review
     ```
 
+- For Gitea:
+
+    ```bash
+    docker run --rm -it -e OPENAI.KEY=<your key> -e CONFIG.GIT_PROVIDER=gitea -e GITEA.PERSONAL_ACCESS_TOKEN=<your token> codiumai/pr-agent:latest --pr_url <pr_url> review
+    ```
+
+    If you have a dedicated Gitea instance, you need to specify the custom url as variable:
+
+    ```bash
+    -e GITEA.URL=<your gitea instance url>
+    ```
+
+
 For other git providers, update `CONFIG.GIT_PROVIDER` accordingly and check the [`pr_agent/settings/.secrets_template.toml`](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/.secrets_template.toml) file for environment variables expected names and values.
 
 ### Utilizing environment variables

docs/docs/installation/qodo_merge.md

@@ -1,20 +1,20 @@
 Qodo Merge is a versatile application compatible with GitHub, GitLab, and BitBucket, hosted by QodoAI.
 See [here](https://qodo-merge-docs.qodo.ai/overview/pr_agent_pro/) for more details about the benefits of using Qodo Merge.
 
-## Trial Period and Licensing
+## Usage and Licensing
 
-### Cloud Users with Teams Account
+### Cloud Users
 
-A complimentary two-week trial is provided to all new users (with three additional grace usages). When the trial period ends, users will stop receiving feedback from Qodo Merge.
+Non-paying users will enjoy feedback on up to 75 PRs per git organization per month. Above this limit, PRs will not receive feedback until a new month begins. 
 
-Following the trial period, user licenses (seats) are required for continued access. Each user requires an individual seat license.
+For unlimited access, user licenses (seats) are required. Each user requires an individual seat license.
 After purchasing seats, the team owner can assign them to specific users through the management portal.
 
-With an assigned seat, users can seamlessly deploy the application across any of their code repositories.
+With an assigned seat, users can seamlessly deploy the application across any of their code repositories in a git organization, and receive feedback on all their PRs.
 
 ### Enterprise Account
 
-For organizations who require an Enterprise account, please [contact](https://www.qodo.ai/contact/#pricing) us to initiate a trial period, and to discuss pricing and licensing options.
+For companies who require an Enterprise account, please [contact](https://www.qodo.ai/contact/#pricing) us to initiate a trial period, and to discuss pricing and licensing options.
 
 
 ## Install Qodo Merge for GitHub
@@ -27,7 +27,9 @@ Qodo Merge for GitHub cloud is available for installation through the [GitHub Ma
 
 ### GitHub Enterprise Server
 
-To use Qodo Merge application on your private GitHub Enterprise Server, you will need to [contact](https://www.qodo.ai/contact/#pricing) Qodo for starting an Enterprise trial.
+To use Qodo Merge on your private GitHub Enterprise Server, you will need to [contact](https://www.qodo.ai/contact/#pricing) Qodo for starting an Enterprise trial.
+
+(Note: The marketplace app is not compatible with GitHub Enterprise Server. Installation requires creating a private GitHub App instead.)
 
 ### GitHub Open Source Projects
 
@@ -95,4 +97,4 @@ Open a new merge request or add a MR comment with one of Qodo Merge’s commands
 
 ### GitLab Server
 
-For a trial period of two weeks on your private GitLab Server, the same [installation steps](#gitlab-cloud) as for GitLab Cloud apply. After the trial period, you will need to [contact](https://www.qodo.ai/contact/#pricing) Qodo for moving to an Enterprise account.
+For [limited free usage](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users) on private GitLab Server, the same [installation steps](#gitlab-cloud) as for GitLab Cloud apply. For unlimited usage, you will need to [contact](https://www.qodo.ai/contact/#pricing) Qodo for moving to an Enterprise account.

docs/docs/overview/pr_agent_pro.md

@@ -1,7 +1,12 @@
 ### Overview
 
-[Qodo Merge](https://www.codium.ai/pricing/){:target="_blank"} is a paid, hosted version of open-source [PR-Agent](https://github.com/Codium-ai/pr-agent){:target="_blank"}. A complimentary two-week trial is offered, followed by a monthly subscription fee.
-Qodo Merge is designed for companies and teams that require additional features and capabilities. It provides the following benefits:
+[Qodo Merge](https://www.codium.ai/pricing/){:target="_blank"} is a hosted version of the open-source [PR-Agent](https://github.com/Codium-ai/pr-agent){:target="_blank"}. 
+It is designed for companies and teams that require additional features and capabilities.
+
+Free users receive a quota of 75 monthly PR feedbacks per git organization. Unlimited usage requires a paid subscription. See [details](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users).
+
+
+Qodo Merge provides the following benefits:
 
 1. **Fully managed** - We take care of everything for you - hosting, models, regular updates, and more. Installation is as simple as signing up and adding the Qodo Merge app to your GitHub\GitLab\BitBucket repo.
 
@@ -45,7 +50,7 @@ Here are additional tools that are available only for Qodo Merge users:
 
 ### Supported languages
 
-Qodo Merge leverages the world's leading code models, such as Claude 3.7 Sonnet and o3-mini.
+Qodo Merge leverages the world's leading code models, such as Claude 4 Sonnet, o4-mini and Gemini-2.5-Pro.
 As a result, its primary tools such as `describe`, `review`, and `improve`, as well as the PR-chat feature, support virtually all programming languages.
 
 For specialized commands that require static code analysis, Qodo Merge offers support for specific languages. For more details about features that require static code analysis, please refer to the [documentation](https://qodo-merge-docs.qodo.ai/tools/analyze/#overview).

docs/docs/pr_benchmark/index.md

@@ -2,200 +2,253 @@
 
 ## Methodology
 
-Qodo Merge PR Benchmark evaluates and compares the performance of two Large Language Models (LLMs) in analyzing pull request code and providing meaningful code suggestions.
+Qodo Merge PR Benchmark evaluates and compares the performance of Large Language Models (LLMs) in analyzing pull request code and providing meaningful code suggestions.
 Our diverse dataset comprises of 400 pull requests from over 100 repositories, spanning various programming languages and frameworks to reflect real-world scenarios.
 
-- For each pull request, two distinct LLMs process the same prompt using the Qodo Merge `improve` tool, each generating two sets of responses. The prompt for response generation can be found [here](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/code_suggestions/pr_code_suggestions_prompts_not_decoupled.toml).
+- For each pull request, we have pre-generated suggestions from [11](https://qodo-merge-docs.qodo.ai/pr_benchmark/#models-used-for-generating-the-benchmark-baseline) different top-performing models using the Qodo Merge `improve` tool. The prompt for response generation can be found [here](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/code_suggestions/pr_code_suggestions_prompts_not_decoupled.toml).
 
-- Subsequently, a high-performing third model (an AI judge) evaluates the responses from the initial two models to determine the superior one. We utilize OpenAI's `o3` model as the judge, though other models have yielded consistent results. The prompt for this comparative judgment is available [here](https://github.com/Codium-ai/pr-agent-settings/tree/main/benchmark).
+- To benchmark a model, we generate its suggestions for the same pull requests and ask a high-performing judge model to **rank** the new model's output against the 11 pre-generated baseline suggestions. We utilize OpenAI's `o3` model as the judge, though other models have yielded consistent results. The prompt for this ranking judgment is available [here](https://github.com/Codium-ai/pr-agent-settings/tree/main/benchmark).
 
-- We aggregate comparison outcomes across all the pull requests, calculating the win rate for each model. We also analyze the qualitative feedback (the "why" explanations from the judge) to identify each model's comparative strengths and weaknesses.
+- We aggregate ranking outcomes across all pull requests, calculating performance metrics for the evaluated model. We also analyze the qualitative feedback from the judge to identify the model's comparative strengths and weaknesses against the established baselines.
 This approach provides not just a quantitative score but also a detailed analysis of each model's strengths and weaknesses.
 
-- For each model we build a "Model Card", comparing it against others. To ensure full transparency and enable community scrutiny, we also share the raw code suggestions generated by each model, and the judge's specific feedback. See example for the full output [here](https://github.com/Codium-ai/pr-agent-settings/blob/main/benchmark/sonnet_37_vs_gemini-2.5-pro-preview-05-06.md)
 
-Note that this benchmark focuses on quality: the ability of an LLM to process complex pull request with multiple files and nuanced task to produce high-quality code suggestions.
-Other factors like speed, cost, and availability, while also relevant for model selection, are outside this benchmark's scope.
+[//]: # (Note that this benchmark focuses on quality: the ability of an LLM to process complex pull request with multiple files and nuanced task to produce high-quality code suggestions.)
 
-## TL;DR
+[//]: # (Other factors like speed, cost, and availability, while also relevant for model selection, are outside this benchmark's scope. We do specify the thinking budget used by each model, which can be a factor in the model's performance.)
 
-Here's a summary of the win rates based on the benchmark:
+[//]: # ()
 
-[//]: # (| Model A                        | Model B                        | Model A Win Rate | Model B Win Rate |)
-
-[//]: # (|:-------------------------------|:-------------------------------|:----------------:|:----------------:|)
-
-[//]: # (| Gemini-2.5-pro-preview-05-06   | GPT-4.1                        |      70.4%       |      29.6%       |)
-
-[//]: # (| Gemini-2.5-pro-preview-05-06   | Sonnet 3.7                     |      78.1%       |      21.9%       |)
-
-[//]: # (| GPT-4.1                        | Sonnet 3.7                     |      61.0%       |      39.0%       |)
+## PR Benchmark Results
 
 <table>
   <thead>
     <tr>
-      <th style="text-align:left;">Model A</th>
-      <th style="text-align:left;">Model B</th>
-      <th style="text-align:center;">Model A Win Rate</th> <th style="text-align:center;">Model B Win Rate</th> </tr>
+      <th style="text-align:left;">Model Name</th>
+      <th style="text-align:left;">Version (Date)</th>
+      <th style="text-align:left;">Thinking budget tokens</th>
+      <th style="text-align:center;">Score</th>
+    </tr>
   </thead>
   <tbody>
     <tr>
-      <td style="text-align:left;">Gemini-2.5-pro-preview-05-06</td>
-      <td style="text-align:left;">GPT-4.1</td>
-      <td style="text-align:center; color: #1E8449;"><b>70.4%</b></td> <td style="text-align:center; color: #D8000C;"><b>29.6%</b></td> </tr>
+      <td style="text-align:left;">o3</td>
+      <td style="text-align:left;">2025-04-16</td>
+      <td style="text-align:left;">'medium' (<a href="https://ai.google.dev/gemini-api/docs/openai">8000</a>)</td>
+      <td style="text-align:center;"><b>62.5</b></td>
+    </tr>
     <tr>
-      <td style="text-align:left;">Gemini-2.5-pro-preview-05-06</td>
-      <td style="text-align:left;">Sonnet 3.7</td>
-      <td style="text-align:center; color: #1E8449;"><b>78.1%</b></td> <td style="text-align:center; color: #D8000C;"><b>21.9%</b></td> </tr>
+      <td style="text-align:left;">o4-mini</td>
+      <td style="text-align:left;">2025-04-16</td>
+      <td style="text-align:left;">'medium' (<a href="https://ai.google.dev/gemini-api/docs/openai">8000</a>)</td>
+      <td style="text-align:center;"><b>57.7</b></td>
+    </tr>
     <tr>
-      <td style="text-align:left;">Gemini-2.5-pro-preview-05-06</td>
-      <td style="text-align:left;">Gemini-2.5-flash-preview-04-17</td>
-      <td style="text-align:center; color: #1E8449;"><b>73.0%</b></td> <td style="text-align:center; color: #D8000C;"><b>27.0%</b></td> </tr>
+      <td style="text-align:left;">Gemini-2.5-pro</td>
+      <td style="text-align:left;">2025-06-05</td>
+      <td style="text-align:left;">4096</td>
+      <td style="text-align:center;"><b>56.3</b></td>
+    </tr>
     <tr>
-      <td style="text-align:left;">Gemini-2.5-flash-preview-04-17</td>
-      <td style="text-align:left;">GPT-4.1</td>
-      <td style="text-align:center; color: #1E8449;"><b>54.6%</b></td> <td style="text-align:center; color: #D8000C;"><b>45.4%</b></td> </tr>
+      <td style="text-align:left;">Gemini-2.5-pro</td>
+      <td style="text-align:left;">2025-06-05</td>
+      <td style="text-align:left;">1024</td>
+      <td style="text-align:center;"><b>44.3</b></td>
+    </tr>
     <tr>
-      <td style="text-align:left;">Gemini-2.5-flash-preview-04-17</td>
-      <td style="text-align:left;">Sonnet 3.7</td>
-      <td style="text-align:center; color: #1E8449;"><b>60.6%</b></td> <td style="text-align:center; color: #D8000C;"><b>39.4%</b></td> </tr>
+      <td style="text-align:left;">Claude-4-sonnet</td>
+      <td style="text-align:left;">2025-05-14</td>
+      <td style="text-align:left;">4096</td>
+      <td style="text-align:center;"><b>39.7</b></td>
+    </tr>
+    <tr>
+      <td style="text-align:left;">Claude-4-sonnet</td>
+      <td style="text-align:left;">2025-05-14</td>
+      <td style="text-align:left;"></td>
+      <td style="text-align:center;"><b>39.0</b></td>
+    </tr>
+    <tr>
+      <td style="text-align:left;">Codex-mini</td>
+      <td style="text-align:left;">2025-06-20</td>
+      <td style="text-align:left;"><a href="https://platform.openai.com/docs/models/codex-mini-latest">unknown</a></td>
+      <td style="text-align:center;"><b>37.2</b></td>
+    </tr>
+    <tr>
+      <td style="text-align:left;">Gemini-2.5-flash</td>
+      <td style="text-align:left;">2025-04-17</td>
+      <td style="text-align:left;"></td>
+      <td style="text-align:center;"><b>33.5</b></td>
+    </tr>
+    <tr>
+      <td style="text-align:left;">Claude-3.7-sonnet</td>
+      <td style="text-align:left;">2025-02-19</td>
+      <td style="text-align:left;"></td>
+      <td style="text-align:center;"><b>32.4</b></td>
+    </tr>
     <tr>
       <td style="text-align:left;">GPT-4.1</td>
-      <td style="text-align:left;">Sonnet 3.7</td>
-      <td style="text-align:center; color: #1E8449;"><b>61.0%</b></td> <td style="text-align:center; color: #D8000C;"><b>39.0%</b></td> </tr>
+      <td style="text-align:left;">2025-04-14</td>
+      <td style="text-align:left;"></td>
+      <td style="text-align:center;"><b>26.5</b></td>
+    </tr>
   </tbody>
 </table>
 
+## Results Analysis
 
-## Gemini-2.5-pro-preview-05-06 - Model Card
+### O3
 
-### Comparison against GPT-4.1
+Final score: **62.5**
 
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/gpt-4.1_vs_gemini-2.5-pro-preview-05-06_judge_o3.png){width=768}
+strengths:
 
-#### Analysis Summary
+- **High precision & compliance:** Generally respects task rules (limits, “added lines” scope, YAML schema) and avoids false-positive advice, often returning an empty list when appropriate.  
+- **Clear, actionable output:** Suggestions are concise, well-explained and include correct before/after patches, so reviewers can apply them directly.  
+- **Good critical-bug detection rate:** Frequently spots compile-breakers or obvious runtime faults (nil / NPE, overflow, race, wrong selector, etc.), putting it at least on par with many peers.  
+- **Consistent formatting:** Produces syntactically valid YAML with correct labels, making automated consumption easy.
 
-Model 'Gemini-2.5-pro-preview-05-06' is generally more useful thanks to wider and more accurate bug detection and concrete patches, but it sacrifices compliance discipline and sometimes oversteps the task rules. Model 'GPT-4.1' is safer and highly rule-abiding, yet often too timid—missing many genuine issues and providing limited insight. An ideal reviewer would combine 'GPT-4.1’ restraint with 'Gemini-2.5-pro-preview-05-06' thoroughness.
+weaknesses:
 
-#### Detailed Analysis
+- **Narrow coverage:** Tends to stop after 1-2 issues; regularly misses additional critical defects that better answers catch, so it is seldom the top-ranked review.  
+- **Occasional inaccuracies:** A few replies introduce new bugs, give partial/duplicate fixes, or (rarely) violate rules (e.g., import suggestions), hurting trust.  
+- **Conservative bias:** Prefers silence over risk; while this keeps precision high, it lowers recall and overall usefulness on larger diffs.  
+- **Little added insight:** Rarely offers broader context, optimisations or holistic improvements, causing it to rank only mid-tier in many comparisons.
 
-Gemini-2.5-pro-preview-05-06 strengths:  
+### O4 Mini ('medium' thinking tokens)
 
-- better_bug_coverage: Detects and explains more critical issues, winning in ~70 % of comparisons and achieving a higher average score.  
-- actionable_fixes: Supplies clear code snippets, correct language labels, and often multiple coherent suggestions per diff.  
-- deeper_reasoning: Shows stronger grasp of logic, edge cases, and cross-file implications, leading to broader, high-impact reviews.  
+Final score: **57.7**
 
-Gemini-2.5-pro-preview-05-06 weaknesses:  
+strengths:
 
-- guideline_violations: More prone to over-eager advice—non-critical tweaks, touching unchanged code, suggesting new imports, or minor format errors.  
-- occasional_overreach: Some fixes are speculative or risky, potentially introducing new bugs.  
-- redundant_or_duplicate: At times repeats the same point or exceeds the required brevity.  
+- **Good rule adherence:** Most answers respect the “new-lines only”, 3-suggestion, and YAML-schema limits, and frequently choose the safe empty list when the diff truly adds no critical bug.
+- **Clear, minimal patches:** When the model does spot a defect it usually supplies terse, valid before/after snippets and short, targeted explanations, making fixes easy to read and apply.
+- **Language & domain breadth:** Demonstrates competence across many ecosystems (C/C++, Java, TS/JS, Go, Rust, Python, Bash, Markdown, YAML, SQL, CSS, translation files, etc.) and can detect both compile-time and runtime mistakes.
+- **Often competitive:** In a sizeable minority of cases the model ties for best or near-best answer, occasionally being the only response to catch a subtle crash or build blocker.
+
+weaknesses:
+
+- **High miss rate:** A large share of examples show the model returning an empty list or only minor advice while other reviewers catch clear, high-impact bugs—indicative of weak defect-detection recall.
+- **False or harmful fixes:** Several answers introduce new compilation errors, propose out-of-scope changes, or violate explicit rules (e.g., adding imports, version bumps, touching untouched lines), reducing trustworthiness.
+- **Shallow coverage:** Even when it identifies one real issue it often stops there, missing additional critical problems found by stronger peers; breadth and depth are inconsistent.
+
+### Gemini-2.5 Pro (4096 thinking tokens)
+
+Final score: **56.3**
+
+strengths:
+
+- **High formatting compliance:** The model almost always produces valid YAML, respects the three-suggestion limit, and supplies clear before/after code snippets and short rationales.
+- **Good “first-bug” detection:** It frequently notices the single most obvious regression (crash, compile error, nil/NPE risk, wrong path, etc.) and gives a minimal, correct patch—often judged “on-par” with other solid answers.
+- **Clear, concise writing:** Explanations are brief yet understandable for reviewers; fixes are scoped to the changed lines and rarely include extraneous context.
+- **Low rate of harmful fixes:** Truly dangerous or build-breaking advice is rare; most mistakes are omissions rather than wrong code.
+
+weaknesses:
+
+- **Limited breadth of review:** The model regularly stops after the first or second issue, missing additional critical problems that stronger answers surface, so it is often out-ranked by more comprehensive peers.
+- **Occasional guideline violations:** A noticeable minority of answers touch unchanged lines, exceed the 3-item cap, suggest adding imports, or drop the required YAML wrapper, leading to automatic downgrades.
+- **False positives / speculative fixes:** In several cases it flags non-issues (style, performance, redundant code) or supplies debatable “improvements”, lowering precision and sometimes breaching the “critical bugs only” rule.
+- **Inconsistent error coverage:** For certain domains (build scripts, schema files, test code) it either returns an empty list when real regressions exist or proposes cosmetic edits, indicating gaps in specialised knowledge.
+
+### Claude-4 Sonnet (4096 thinking tokens)
+
+Final score: **39.7**
+
+strengths:
+
+- **High guideline & format compliance:** Almost always returns valid YAML, keeps ≤ 3 suggestions, avoids forbidden import/boiler-plate changes and provides clear before/after snippets.
+- **Good pinpoint accuracy on single issues:** Frequently spots at least one real critical bug and proposes a concise, technically correct fix that compiles/runs.
+- **Clarity & brevity of patches:** Explanations are short, actionable, and focused on changed lines, making the advice easy for reviewers to apply.
+
+weaknesses:
+
+- **Low coverage / recall:** Regularly surfaces only one minor issue (or none) while missing other, often more severe, problems caught by peer models.
+- **High “empty-list” rate:** In many diffs the model returns no suggestions even when clear critical bugs exist, offering zero reviewer value.
+- **Occasional incorrect or harmful fixes:** A non-trivial number of suggestions are speculative, contradict code intent, or would break compilation/runtime; sometimes duplicates or contradicts itself.
+- **Inconsistent severity labelling & duplication:** Repeats the same point in multiple slots, marks cosmetic edits as “critical”, or leaves `improved_code` identical to original.
 
 
-### Comparison against Sonnet 3.7
+### Claude-4 Sonnet
 
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/sonnet_37_vs_gemini-2.5-pro-preview-05-06_judge_o3.png){width=768}
+Final score: **39.0**
 
-#### Analysis Summary
+strengths:
 
-Model 'Gemini-2.5-pro-preview-05-06' is the stronger reviewer—more frequently identifies genuine, high-impact bugs and provides well-formed, actionable fixes. Model 'Sonnet 3.7' is safer against false positives and tends to be concise but often misses important defects or offers low-value or incorrect suggestions.
+- **Consistently well-formatted & rule-compliant output:** Almost every answer follows the required YAML schema, keeps within the 3-suggestion limit, and returns an empty list when no issues are found, showing good instruction following.
 
-See raw results [here](https://github.com/Codium-ai/pr-agent-settings/blob/main/benchmark/sonnet_37_vs_gemini-2.5-pro-preview-05-06.md)
+- **Actionable, code-level patches:** When it does spot a defect the model usually supplies clear, minimal diffs or replacement snippets that compile / run, making the fix easy to apply.
+
+- **Decent hit-rate on “obvious” bugs:** The model reliably catches the most blatant syntax errors, null-checks, enum / cast problems, and other first-order issues, so it often ties or slightly beats weaker baseline replies.
+
+weaknesses:
+
+- **Shallow coverage:** It frequently stops after one easy bug and overlooks additional, equally-critical problems that stronger reviewers find, leaving significant risks unaddressed.
+
+- **False positives & harmful fixes:** In a noticeable minority of cases it misdiagnoses code, suggests changes that break compilation or behaviour, or flags non-issues, sometimes making its output worse than doing nothing.
+
+- **Drifts into non-critical or out-of-scope advice:** The model regularly proposes style tweaks, documentation edits, or changes to unchanged lines, violating the “critical new-code only” requirement.
 
 
-#### Detailed Analysis
+### Gemini-2.5 Flash
 
-Gemini-2.5-pro-preview-05-06 strengths:  
+strengths:
 
-- higher_accuracy_and_coverage: finds real critical bugs and supplies actionable patches in most examples (better in 78 % of cases).  
-- guideline_awareness: usually respects new-lines-only scope, ≤3 suggestions, proper YAML, and stays silent when no issues exist.  
-- detailed_reasoning_and_patches: explanations tie directly to the diff and fixes are concrete, often catching multiple related defects that 'Sonnet 3.7' overlooks.
+- **High precision / low false-positive rate:** The model often stays silent or gives a single, well-justified fix, so when it does speak the suggestion is usually correct and seldom touches unchanged lines, keeping guideline compliance high.  
+- **Good guideline awareness:** YAML structure is consistently valid; suggestions rarely exceed the 3-item limit and generally restrict themselves to newly-added lines.  
+- **Clear, concise patches:** When a defect is found, the model produces short rationales and tidy “improved_code” blocks that reviewers can apply directly.  
+- **Risk-averse behaviour pays off in “no-bug” PRs:** In examples where the diff truly contained no critical issue, the model’s empty output ranked above peers that offered speculative or stylistic advice.
 
-Gemini-2.5-pro-preview-05-06 weaknesses:  
+weaknesses:
 
-- occasional_rule_violations: sometimes proposes new imports, package-version changes, or edits outside the added lines.  
-- overzealous_suggestions: may add speculative or stylistic fixes that exceed the “critical” scope, or mis-label severity.  
-- sporadic_technical_slips: a few patches contain minor coding errors, oversized snippets, or duplicate/contradicting advice.
+- **Very low recall / shallow coverage:** In a large majority of cases it gives 0-1 suggestions and misses other evident, critical bugs highlighted by peer models, leading to inferior rankings.  
+- **Occasional incorrect or harmful fixes:** A noticeable subset of answers propose changes that break functionality or misunderstand the code (e.g. bad constant, wrong header logic, speculative rollbacks).  
+- **Non-actionable placeholders:** Some “improved_code” sections contain comments or “…” rather than real patches, reducing practical value.  
 
-## GPT-4.1 - Model Card
+### GPT-4.1
 
-### Comparison against Sonnet 3.7
+Final score: **26.5**
 
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/gpt-4.1_vs_sonnet_3.7_judge_o3.png){width=768}
+strengths:
 
-#### Analysis Summary
+- **Consistent format & guideline obedience:** Output is almost always valid YAML, within the 3-suggestion limit, and rarely touches lines not prefixed with “+”.  
+- **Low false-positive rate:** When no real defect exists, the model correctly returns an empty list instead of inventing speculative fixes, avoiding the “noise” many baseline answers add.  
+- **Clear, concise patches when it does act:** In the minority of cases where it detects a bug (e.g., ex-13, 46, 212), the fix is usually correct, minimal, and easy to apply.
 
-Model 'GPT-4.1' is safer and more compliant, preferring silence over speculation, which yields fewer rule breaches and false positives but misses some real bugs.  
-Model 'Sonnet 3.7' is more adventurous and often uncovers important issues that 'GPT-4.1' ignores, yet its aggressive style leads to frequent guideline violations and a higher proportion of incorrect or non-critical advice. 
+weaknesses:
 
-See raw results [here](https://github.com/Codium-ai/pr-agent-settings/blob/main/benchmark/gpt-4.1_vs_sonnet_3.7_judge_o3.md)
+- **Very low recall / coverage:** In a large majority of examples it outputs an empty list or only 1 trivial suggestion while obvious critical issues remain unfixed; it systematically misses circular bugs, null-checks, schema errors, etc.  
+- **Shallow analysis:** Even when it finds one problem it seldom looks deeper, so more severe or additional bugs in the same diff are left unaddressed.  
+- **Occasional technical inaccuracies:** A noticeable subset of suggestions are wrong (mis-ordered assertions, harmful Bash `set` change, false dangling-reference claims) or carry metadata errors (mis-labeling files as “python”).  
+- **Repetitive / derivative fixes:** Many outputs duplicate earlier simplistic ideas (e.g., single null-check) without new insight, showing limited reasoning breadth.
+
+### OpenAI codex-mini
+
+final score: **37.2**
+
+strengths:
+
+- **Can spot high-impact defects:** When it “locks on”, codex-mini often identifies the main runtime or security regression (e.g., race-conditions, logic inversions, blocking I/O, resource leaks) and proposes a minimal, direct patch that compiles and respects neighbouring style.
+- **Produces concise, scoped fixes:** Valid answers usually stay within the allowed 3-suggestion limit, reference only the added lines, and contain clear before/after snippets that reviewers can apply verbatim.
+- **Occasional broad coverage:** In a minority of cases the model catches multiple independent issues (logic + tests + docs) and outperforms every baseline answer, showing good contextual understanding of heterogeneous diffs.
+
+weaknesses:
+
+- **Output instability / format errors:** A very large share of responses are unusable—plain refusals, shell commands, or malformed/empty YAML—indicating brittle adherence to the required schema and tanking overall usefulness.
+- **Critical-miss rate:** Even when the format is correct the model frequently overlooks the single most serious bug the diff introduces, instead focusing on stylistic nits or speculative refactors.
+- **Introduces new problems:** Several suggestions add unsupported APIs, undeclared variables, wrong types, or break compilation, hurting trust in the recommendations.
+- **Rule violations:** It often edits lines outside the diff, exceeds the 3-suggestion cap, or labels cosmetic tweaks as “critical”, showing inconsistent guideline compliance.
+
+## Appendix - models used for generating the benchmark baseline
+
+- anthropic_sonnet_3.7_v1:0
+- claude-4-opus-20250514
+- claude-4-sonnet-20250514
+- claude-4-sonnet-20250514_thinking_2048
+- gemini-2.5-flash-preview-04-17
+- gemini-2.5-pro-preview-05-06
+- gemini-2.5-pro-preview-06-05_1024
+- gemini-2.5-pro-preview-06-05_4096
+- gpt-4.1
+- o3
+- o4-mini_medium
 
 
-#### Detailed Analysis
-
-GPT-4.1 strengths:  
-- Strong guideline adherence: usually stays strictly on `+` lines, avoids non-critical or stylistic advice, and rarely suggests forbidden imports; often outputs an empty list when no real bug exists.  
-- Lower false-positive rate: suggestions are more accurate and seldom introduce new bugs; fixes compile more reliably.  
-- Good schema discipline: YAML is almost always well-formed and fields are populated correctly.  
-
-GPT-4.1 weaknesses:  
-- Misses bugs: often returns an empty list even when a clear critical issue is present, so coverage is narrower.  
-- Sparse feedback: when it does comment, it tends to give fewer suggestions and sometimes lacks depth or completeness.  
-- Occasional metadata/slip-ups (wrong language tags, overly broad code spans), though less harmful than Sonnet 3.7 errors.  
-
-### Comparison against Gemini-2.5-pro-preview-05-06
-
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/gpt-4.1_vs_gemini-2.5-pro-preview-05-06_judge_o3.png){width=768}
-
-#### Analysis Summary
-
-Model 'Gemini-2.5-pro-preview-05-06' is generally more useful thanks to wider and more accurate bug detection and concrete patches, but it sacrifices compliance discipline and sometimes oversteps the task rules. Model 'GPT-4.1' is safer and highly rule-abiding, yet often too timid—missing many genuine issues and providing limited insight. An ideal reviewer would combine 'GPT-4.1’ restraint with 'Gemini-2.5-pro-preview-05-06' thoroughness.
-
-#### Detailed Analysis
-
-GPT-4.1 strengths: 
-- strict_compliance: Usually sticks to the “critical bugs only / new ‘+’ lines only” rule, so outputs rarely violate task constraints.  
-- low_risk: Conservative behaviour avoids harmful or speculative fixes; safer when no obvious issue exists.  
-- concise_formatting: Tends to produce minimal, correctly-structured YAML without extra noise.  
-
-GPT-4.1 weaknesses:
-- under_detection: Frequently returns an empty list even when real bugs are present, missing ~70 % of the time.  
-- shallow_analysis: When it does suggest fixes, coverage is narrow and technical depth is limited, sometimes with wrong language tags or minor format slips.  
-- occasional_inaccuracy: A few suggestions are unfounded or duplicate, and rare guideline breaches (e.g., import advice) still occur.  
-
-
-## Sonnet 3.7 - Model Card
-
-### Comparison against GPT-4.1
-
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/gpt-4.1_vs_sonnet_3.7_judge_o3.png){width=768}
-
-#### Analysis Summary
-
-Model 'GPT-4.1' is safer and more compliant, preferring silence over speculation, which yields fewer rule breaches and false positives but misses some real bugs.  
-Model 'Sonnet 3.7' is more adventurous and often uncovers important issues that 'GPT-4.1' ignores, yet its aggressive style leads to frequent guideline violations and a higher proportion of incorrect or non-critical advice. 
-
-See raw results [here](https://github.com/Codium-ai/pr-agent-settings/blob/main/benchmark/gpt-4.1_vs_sonnet_3.7_judge_o3.md)
-
-#### Detailed Analysis
-
-'Sonnet 3.7' strengths:
-- Better bug discovery breadth: more willing to dive into logic and spot critical problems that 'GPT-4.1' overlooks; often supplies multiple, detailed fixes.  
-- Richer explanations & patches: gives fuller context and, when correct, proposes more functional or user-friendly solutions.  
-- Generally correct language/context tagging and targeted code snippets.  
-
-'Sonnet 3.7' weaknesses:
-- Guideline violations: frequently flags non-critical issues, edits untouched code, or recommends adding imports, breaching task rules.  
-- Higher error rate: suggestions are more speculative and sometimes introduce new defects or duplicate work already done.  
-- Occasional schema or formatting mistakes (missing list value, duplicated suggestions), reducing reliability.  
-
-
-### Comparison against Gemini-2.5-pro-preview-05-06
-
-![Comparison](https://codium.ai/images/qodo_merge_benchmark/sonnet_37_vs_gemini-2.5-pro-preview-05-06_judge_o3.png){width=768}
-
-#### Analysis Summary
-
-Model 'Gemini-2.5-pro-preview-05-06' is the stronger reviewer—more frequently identifies genuine, high-impact bugs and provides well-formed, actionable fixes. Model 'Sonnet 3.7' is safer against false positives and tends to be concise but often misses important defects or offers low-value or incorrect suggestions.
-
-See raw results [here](https://github.com/Codium-ai/pr-agent-settings/blob/main/benchmark/sonnet_37_vs_gemini-2.5-pro-preview-05-06.md)

docs/docs/recent_updates/index.md

@@ -1,21 +1,21 @@
 # Recent Updates and Future Roadmap
 
-`Page last updated: 2025-05-11`
+`Page last updated: 2025-07-01`
 
 This page summarizes recent enhancements to Qodo Merge (last three months).
 
 It also outlines our development roadmap for the upcoming three months. Please note that the roadmap is subject to change, and features may be adjusted, added, or reprioritized.
 
 === "Recent Updates"
-    - **Chat on Suggestions**:  Users can now chat with Qodo Merge code suggestions ([Learn more](https://qodo-merge-docs.qodo.ai/tools/improve/#chat-on-code-suggestions))
-    - **Scan Repo Discussions Tool**: A new tool that analyzes past code discussions to generate a `best_practices.md` file, distilling key insights and recommendations. ([Learn more](https://qodo-merge-docs.qodo.ai/tools/scan_repo_discussions/))
-    - **Enhanced Models**: Qodo Merge now defaults to a combination of top models (Claude Sonnet 3.7 and Gemini 2.5 Pro) and incorporates dedicated code validation logic for improved results. ([Details 1](https://qodo-merge-docs.qodo.ai/usage-guide/qodo_merge_models/), [Details 2](https://qodo-merge-docs.qodo.ai/core-abilities/code_validation/))
-    - **Chrome Extension Update**: Qodo Merge Chrome extension now supports single-tenant users. ([Learn more](https://qodo-merge-docs.qodo.ai/chrome-extension/options/#configuration-options/))
-    - **Help Docs Tool**: The help_docs tool can answer free-text questions based on any git documentation folder. ([Learn more](https://qodo-merge-docs.qodo.ai/tools/help_docs/))
+    - **Receiving Qodo Merge feedback locally**: You can receive automatic feedback from Qodo Merge on your local IDE after each commit. ([Learn more](https://github.com/qodo-ai/agents/tree/main/agents/qodo-merge-post-commit)).
+    - **Mermaid Diagrams**: Qodo Merge now generates by default Mermaid diagrams for PRs, providing a visual representation of code changes. ([Learn more](https://qodo-merge-docs.qodo.ai/tools/describe/#sequence-diagram-support))
+    - **Best Practices Hierarchy**: Introducing support for structured best practices, such as for folders in monorepos or a unified best practice file for a group of repositories. ([Learn more](https://qodo-merge-docs.qodo.ai/tools/improve/#global-hierarchical-best-practices))
+    - **Simplified Free Tier**: Qodo Merge now offers a simplified free tier with a monthly limit of 75 PR reviews per organization, replacing the previous two-week trial. ([Learn more](https://qodo-merge-docs.qodo.ai/installation/qodo_merge/#cloud-users))
+    - **CLI Endpoint**: A new Qodo Merge endpoint that accepts a lists of before/after code changes, executes Qodo Merge commands, and return the results. Currently available for enterprise customers. Contact [Qodo](https://www.qodo.ai/contact/) for more information.
+    - **Linear tickets support**: Qodo Merge now supports Linear tickets. ([Learn more](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/#linear-integration))
+    - **Smart Update**: Upon PR updates, Qodo Merge will offer tailored code suggestions, addressing both the entire PR and the specific incremental changes since the last feedback  ([Learn more](https://qodo-merge-docs.qodo.ai/core-abilities/incremental_update//))
 
 === "Future Roadmap"
-    - **Smart Update**: Upon PR updates, Qodo Merge will offer tailored code suggestions, addressing both the entire PR and the specific incremental changes since the last feedback.
-    - **CLI Endpoint**: A new Qodo Merge endpoint will accept lists of before/after code changes, execute Qodo Merge commands, and return the results.
-    - **Simplified Free Tier**: We plan to transition from a two-week free trial to a free tier offering a limited number of suggestions per month per organization.
-    - **Best Practices Hierarchy**: Introducing support for structured best practices, such as for folders in monorepos or a unified best practice file for a group of repositories.
-    - **Installation Metrics**: Upon installation, Qodo Merge will analyze past PRs for key metrics (e.g., time to merge, time to first reviewer feedback), enabling pre/post-installation comparison to calculate ROI.
+    - **Enhanced `review` tool**: Enhancing the `review` tool validate compliance across multiple categories including security, tickets, and custom best practices.
+    - **Smarter context retrieval**: Leverage AST and LSP analysis to gather relevant context from across the entire repository.
+    - **Enhanced portal experience**: Improved user experience in the Qodo Merge portal with new options and capabilities.

docs/docs/tools/analyze.md

@@ -17,4 +17,4 @@ An example result:
 ![Analyze 1](https://codium.ai/images/pr_agent/analyze_1.png){width=750}
 
 !!! note "Language that are currently supported:"
-    Python, Java, C++, JavaScript, TypeScript, C#.
+    Python, Java, C++, JavaScript, TypeScript, C#, Go.

docs/docs/tools/describe.md

@@ -56,9 +56,31 @@ Everything below this marker is treated as previously auto-generated content and
 
 ![Describe comment](https://codium.ai/images/pr_agent/pr_description_user_description.png){width=512}
 
+## Sequence Diagram Support 
+The `/describe` tool includes a Mermaid sequence diagram showing component/function interactions. 
+
+This option is enabled by default via the `pr_description.enable_pr_diagram` param.
+
+
+[//]: # (### How to enable\disable)
+
+[//]: # ()
+[//]: # (In your configuration:)
+
+[//]: # ()
+[//]: # (```)
+
+[//]: # (toml)
+
+[//]: # ([pr_description])
+
+[//]: # (enable_pr_diagram = true)
+
+[//]: # (```)
+
 ## Configuration options
 
-!!! example "Possible configurations"
+???+ example "Possible configurations"
 
     <table>
       <tr>
@@ -109,6 +131,10 @@ Everything below this marker is treated as previously auto-generated content and
         <td><b>enable_help_text</b></td>
         <td>If set to true, the tool will display a help text in the comment. Default is false.</td>
       </tr>
+      <tr>
+        <td><b>enable_pr_diagram</b></td>
+        <td>If set to true, the tool will generate a horizontal Mermaid flowchart summarizing the main pull request changes. This field remains empty if not applicable. Default is true.</td>
+      </tr>
     </table>
 
 ## Inline file summary 💎

docs/docs/tools/documentation.md

@@ -26,6 +26,26 @@ You can state a name of a specific component in the PR to get documentation only
 /add_docs component_name
 ```
 
+## Manual triggering
+
+Comment `/add_docs` on a PR to invoke it manually.
+
+## Automatic triggering
+
+To automatically run the `add_docs` tool when a pull request is opened, define in a [configuration file](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/):
+
+
+```toml
+[github_app]
+pr_commands = [
+    "/add_docs",
+    ...
+]
+```
+
+The `pr_commands` list defines commands that run automatically when a PR is opened.
+Since this is under the [github_app] section, it only applies when using the Qodo Merge GitHub App in GitHub environments.
+
 ## Configuration options
 
 - `docs_style`: The exact style of the documentation (for python docstring). you can choose between: `google`, `numpy`, `sphinx`, `restructuredtext`, `plain`. Default is `sphinx`.

docs/docs/tools/implement.md

@@ -7,50 +7,50 @@ It leverages LLM technology to transform PR comments and review suggestions into
 
 ## Usage Scenarios
 
-### For Reviewers
+=== "For Reviewers"
 
-Reviewers can request code changes by:
+    Reviewers can request code changes by:
 
-1. Selecting the code block to be modified.
-2. Adding a comment with the syntax:
+    1. Selecting the code block to be modified.
+    2. Adding a comment with the syntax:
 
-```
-/implement <code-change-description>
-```
+    ```
+    /implement <code-change-description>
+    ```
 
-![implement1](https://codium.ai/images/pr_agent/implement1.png){width=640}
+    ![implement1](https://codium.ai/images/pr_agent/implement1.png){width=640}
 
-### For PR Authors
+=== "For PR Authors"
 
-PR authors can implement suggested changes by replying to a review comment using either: <br>
+    PR authors can implement suggested changes by replying to a review comment using either:
 
-1. Add specific implementation details as described above
+    1. Add specific implementation details as described above
 
-```
-/implement <code-change-description>
-```
+    ```
+    /implement <code-change-description>
+    ```
 
-2. Use the original review comment as instructions
+    2. Use the original review comment as instructions
 
-```
-/implement
-```
+    ```
+    /implement
+    ```
 
-![implement2](https://codium.ai/images/pr_agent/implement2.png){width=640}
+    ![implement2](https://codium.ai/images/pr_agent/implement2.png){width=640}
 
-### For Referencing Comments
+=== "For Referencing Comments"
 
-You can reference and implement changes from any comment by:
+    You can reference and implement changes from any comment by:
 
-```
-/implement <link-to-review-comment>
-```
+    ```
+    /implement <link-to-review-comment>
+    ```
 
-![implement3](https://codium.ai/images/pr_agent/implement3.png){width=640}
+    ![implement3](https://codium.ai/images/pr_agent/implement3.png){width=640}
 
-Note that the implementation will occur within the review discussion thread.
+    Note that the implementation will occur within the review discussion thread.
 
-**Configuration options**
+## Configuration options
 
 - Use `/implement` to implement code change within and based on the review discussion.
 - Use `/implement <code-change-description>` inside a review discussion to implement specific instructions.

docs/docs/tools/improve.md

@@ -144,84 +144,216 @@ Use triple quotes to write multi-line instructions. Use bullet points or numbers
 
 > `💎 feature. Platforms supported: GitHub, GitLab, Bitbucket`
 
-Another option to give additional guidance to the AI model is by creating a `best_practices.md` file in your repository's root directory.
-This page can contain a list of best practices, coding standards, and guidelines that are specific to your repo/organization.
+Qodo Merge supports both simple and hierarchical best practices configurations to provide guidance to the AI model for generating relevant code suggestions.
 
-The AI model will use this `best_practices.md` file as a reference, and in case the PR code violates any of the guidelines, it will create additional suggestions, with a dedicated label: `Organization
-best practice`.
+???- tip "Writing effective best practices files"
+    
+    The following guidelines apply to all best practices files:
+    
+    - Write clearly and concisely
+    - Include brief code examples when helpful with before/after patterns
+    - Focus on project-specific guidelines that will result in relevant suggestions you actually want to get
+    - Keep each file relatively short, under 800 lines, since:
+        - AI models may not process effectively very long documents
+        - Long files tend to contain generic guidelines already known to AI
+    - Use pattern-based structure rather than simple bullet points for better clarity
 
-Example for a Python `best_practices.md` content:
+???- tip "Example of a best practices file"
+ 
+    Pattern 1: Add proper error handling with try-except blocks around external function calls.
+    
+    Example code before:
 
-```markdown
-## Project best practices
-- Make sure that I/O operations are encapsulated in a try-except block
-- Use the `logging` module for logging instead of `print` statements
-- Use `is` and `is not` to compare with `None`
-- Use `if __name__ == '__main__':` to run the code only when the script is executed
-- Use `with` statement to open files
-...
-```
+    ```python
+    # Some code that might raise an exception
+    return process_pr_data(data)
+    ```
 
-Tips for writing an effective `best_practices.md` file:
+    Example code after:
 
-- Write clearly and concisely
-- Include brief code examples when helpful
-- Focus on project-specific guidelines, that will result in relevant suggestions you actually want to get
-- Keep the file relatively short, under 800 lines, since:
-  - AI models may not process effectively very long documents
-  - Long files tend to contain generic guidelines already known to AI
+    ```python
+    try:
+        # Some code that might raise an exception
+        return process_pr_data(data)
+    except Exception as e:
+        logger.exception("Failed to process request", extra={"error": e})
+    ```
 
-To control the number of best practices suggestions generated by the `improve` tool, give the following configuration:
+    Pattern 2: Add defensive null/empty checks before accessing object properties or performing operations on potentially null variables to prevent runtime errors.
+    
+    Example code before:
 
-```toml
-[best_practices]
-num_best_practice_suggestions = 2
-```
+    ```python
+    def get_pr_code(pr_data):
+        if "changed_code" in pr_data:
+            return pr_data.get("changed_code", "")
+        return ""
+    ```
 
-#### Local and global best practices
+    Example code after:
 
-By default, Qodo Merge will look for a local `best_practices.md` in the root of the relevant local repo.
+    ```python
+    def get_pr_code(pr_data):
+        if pr_data is None:
+            return ""
+        if "changed_code" in pr_data:
+            return pr_data.get("changed_code", "")
+        return ""
+    ```
 
-If you want to enable also a global `best_practices.md` file, set first in the global configuration file:
+#### Local best practices
 
-```toml
-[best_practices]
-enable_global_best_practices = true
-```
+For basic usage, create a `best_practices.md` file in your repository's root directory containing a list of best practices, coding standards, and guidelines specific to your repository.
 
-Then, create a `best_practices.md` file in the root of [global](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/#global-configuration-file) configuration repository,  `pr-agent-settings`.
+The AI model will use this `best_practices.md` file as a reference, and in case the PR code violates any of the guidelines, it will create additional suggestions, with a dedicated label: `Organization best practice`.
 
-#### Best practices for multiple languages
+#### Global hierarchical best practices
 
-For a git organization working with multiple programming languages, you can maintain a centralized global `best_practices.md` file containing language-specific guidelines.
-When reviewing pull requests, Qodo Merge automatically identifies the programming language and applies the relevant best practices from this file.
 
-To do this, structure your `best_practices.md` file using the following format:
+For organizations managing multiple repositories with different requirements, Qodo Merge supports a hierarchical best practices system using a dedicated global configuration repository.
 
-```
-# [Python]
-...
-# [Java]
-...
-# [JavaScript]
-...
-```
+**Supported scenarios:**
 
-#### Dedicated label for best practices suggestions
+1. **Standalone repositories**: Individual repositories can have their own specific best practices tailored to their unique requirements
+2. **Groups of repositories**: Repositories can be mapped to shared group-level best practices for consistent standards across similar projects
+3. **Monorepos with subprojects**: Large monorepos can have both repository-level and subproject-level best practices, with automatic path-based matching
 
-Best practice suggestions are labeled as `Organization best practice` by default.
-To customize this label, modify it in your configuration file:
+#### Setting up global hierarchical best practices
+    
+1\. Create a new repository named `pr-agent-settings` in your organization/workspace.
 
-```toml
-[best_practices]
-organization_name = "..."
-```
+2\. Build the folder hierarchy in your `pr-agent-settings` repository, for example:
 
-And the label will be: `{organization_name} best practice`.
+   ```bash
+   pr-agent-settings/
+   ├── metadata.yaml                     # Maps repos/folders to best practice paths
+   └── codebase_standards/               # Root for all best practice definitions
+       ├── global/                       # Global rules, inherited widely
+       │   └── best_practices.md
+       ├── groups/                       # For groups of repositories
+       │   ├── frontend_repos/
+       │   │   └── best_practices.md
+       │   ├── backend_repos/
+       │   │   └── best_practices.md
+       │   └── ...
+       ├── qodo-merge/                   # For standalone repositories
+       │   └── best_practices.md
+       ├── qodo-monorepo/                # For monorepo-specific rules 
+       │   ├── best_practices.md         # Root level monorepo rules
+       │   ├── qodo-github/              # Subproject best practices
+       │   │   └── best_practices.md
+       │   └── qodo-gitlab/              # Another subproject
+       │       └── best_practices.md
+       └── ...                           # More repositories
+   ```
 
-#### Example results
+3\. Define the metadata file `metadata.yaml` that maps your repositories to their relevant best practices paths, for example:
 
-![best_practice](https://codium.ai/images/pr_agent/org_best_practice.png){width=512}
+   ```yaml
+   # Standalone repos
+   qodo-merge:
+     best_practices_paths:
+       - "qodo-merge"
+
+   # Group-associated repos
+   repo_b:
+     best_practices_paths:
+       - "groups/backend_repos"
+
+   # Multi-group repos
+   repo_c:
+     best_practices_paths:
+       - "groups/frontend_repos"
+       - "groups/backend_repos"
+
+   # Monorepo with subprojects
+   qodo-monorepo:
+     best_practices_paths:
+       - "qodo-monorepo"
+     monorepo_subprojects:
+       qodo-github:
+         best_practices_paths:
+           - "qodo-monorepo/qodo-github"
+       qodo-gitlab:
+         best_practices_paths:
+           - "qodo-monorepo/qodo-gitlab"
+   ```
+
+4\. Set the following configuration in your global configuration file:
+
+   ```toml
+   [best_practices]
+   enable_global_best_practices = true
+   ```
+
+???- info "Best practices priority and fallback behavior"
+
+    When global best practices are enabled, Qodo Merge follows this priority order:
+    
+    1\. **Primary**: Global hierarchical best practices from `pr-agent-settings` repository:
+    
+        1.1 If the repository is mapped in `metadata.yaml`, it uses the specified paths
+    
+        1.2 For monorepos, it automatically collects best practices matching PR file paths
+    
+        1.3 If no mapping exists, it falls back to the global best practices
+
+    2\. **Fallback**: Local repository `best_practices.md` file:
+
+        2.1 Used when global best practices are not found or configured
+
+        2.2 Acts as a safety net for repositories not yet configured in the global system
+
+        2.3 Local best practices are completely ignored when global best practices are successfully loaded
+
+???- info "Edge cases and behavior"
+
+    - **Missing paths**: If specified paths in `metadata.yaml` don't exist in the file system, those paths are skipped
+    - **Monorepo subproject matching**: For monorepos, Qodo Merge automatically matches PR file paths against subproject paths to apply relevant best practices
+    - **Multiple group inheritance**: Repositories can inherit from multiple groups, and all applicable best practices are combined
+
+[//]: # (#### Best practices for multiple languages)
+
+[//]: # ()
+[//]: # (For a git organization working with multiple programming languages, you can maintain a centralized global `best_practices.md` file containing language-specific guidelines.)
+
+[//]: # (When reviewing pull requests, Qodo Merge automatically identifies the programming language and applies the relevant best practices from this file.)
+
+[//]: # ()
+[//]: # (To do this, structure your `best_practices.md` file using the following format:)
+
+[//]: # ()
+[//]: # (```)
+
+[//]: # (# [Python])
+
+[//]: # (...)
+
+[//]: # (# [Java])
+
+[//]: # (...)
+
+[//]: # (# [JavaScript])
+
+[//]: # (...)
+
+[//]: # (```)
+
+???- info "Dedicated label for best practices suggestions"
+
+    Best practice suggestions are labeled as `Organization best practice` by default.
+    To customize this label, modify it in your configuration file:
+    
+    ```toml
+    [best_practices]
+    organization_name = "..."
+    ```
+    
+    And the label will be: `{organization_name} best practice`.
+    
+    #### Example results
+    
+    ![best_practice](https://codium.ai/images/pr_agent/org_best_practice.png){width=512}
 
 ### Auto best practices
 
@@ -288,45 +420,6 @@ We advise users to apply critical analysis and judgment when implementing the pr
 In addition to mistakes (which may happen, but are rare), sometimes the presented code modification may serve more as an _illustrative example_ than a directly applicable solution.
 In such cases, we recommend prioritizing the suggestion's detailed description, using the diff snippet primarily as a supporting reference.
 
-
-### Chat on code suggestions 
-
-> `💎 feature` Platforms supported: GitHub, GitLab
-
-Qodo Merge implements an orchestrator agent that enables interactive code discussions, listening and responding to comments without requiring explicit tool calls.
-The orchestrator intelligently analyzes your responses to determine if you want to implement a suggestion, ask a question, or request help, then delegates to the appropriate specialized tool.
-
-#### Setup and Activation
-
-Enable interactive code discussions by adding the following to your configuration file (default is `True`):
-
-```toml
-[pr_code_suggestions]
-enable_chat_in_code_suggestions = true
-```
-
-!!! info "Activating Dynamic Responses"
-    To obtain dynamic responses, the following steps are required:
-
-    1. Run the `/improve` command (mostly automatic)
-    2. Tick the `/improve` recommendation checkboxes (_Apply this suggestion_) to have Qodo Merge generate a new inline code suggestion discussion
-    3. The orchestrator agent will then automatically listen and reply to comments within the discussion without requiring additional commands
-
-#### Explore the available interaction patterns:
-
-!!! tip "Tip: Direct the agent with keywords"
-    Use "implement" or "apply" for code generation. Use "explain", "why", or "how" for information and help.
-
-=== "Asking for Details"
-    ![Chat on code suggestions ask](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_ask.png){width=512}
-
-=== "Implementing Suggestions"
-    ![Chat on code suggestions implement](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_implement.png){width=512}
-
-=== "Providing Additional Help"
-    ![Chat on code suggestions help](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_help.png){width=512}
-
-
 ### Dual publishing mode
 
 Our recommended approach for presenting code suggestions is through a [table](https://qodo-merge-docs.qodo.ai/tools/improve/#overview) (`--pr_code_suggestions.commitable_code_suggestions=false`).
@@ -344,9 +437,26 @@ dual_publishing_score_threshold = x
 
 Where x represents the minimum score threshold (>=) for suggestions to be presented as committable PR comments in addition to the table. Default is -1 (disabled).
 
+### Controlling suggestions depth
+
+> `💎 feature`
+
+You can control the depth and comprehensiveness of the code suggestions by using the `pr_code_suggestions.suggestions_depth` parameter.
+
+Available options:
+
+- `selective` - Shows only suggestions above a score threshold of 6
+- `regular` - Default mode with balanced suggestion coverage  
+- `exhaustive` - Provides maximum suggestion comprehensiveness
+
+(Alternatively, use numeric values: 1, 2, or 3 respectively)
+
+We recommend starting with `regular` mode, then exploring `exhaustive` mode, which can provide more comprehensive suggestions and enhanced bug detection.
+
+
 ### Self-review
 
-> `💎 feature` Platforms supported: GitHub, GitLab
+> `💎 feature. Platforms supported: GitHub, GitLab`
 
 If you set in a configuration file:
 
@@ -390,74 +500,6 @@ code_suggestions_self_review_text = "... (your text here) ..."
 
         To prevent unauthorized approvals, this configuration defaults to false, and cannot be altered through online comments; enabling requires a direct update to the configuration file and a commit to the repository. This ensures that utilizing the feature demands a deliberate documented decision by the repository owner.
 
-### Auto-approval
-
-> `💎 feature. Platforms supported: GitHub, GitLab, Bitbucket`
-
-Under specific conditions, Qodo Merge can auto-approve a PR when a specific comment is invoked, or when the PR meets certain criteria.
-
-**To ensure safety, the auto-approval feature is disabled by default.**
-To enable auto-approval features, you need to actively set one or both of the following options in a pre-defined _configuration file_:
-
-```toml
-[config]
-enable_comment_approval = true # For approval via comments
-enable_auto_approval = true   # For criteria-based auto-approval
-```
-
-!!! note "Notes"
-    - Note that this specific flag cannot be set with a command line argument, only in the configuration file, committed to the repository.
-    - Enabling auto-approval must be a deliberate decision by the repository owner.
-
-1\. **Auto-approval by commenting**
-
-To enable auto-approval by commenting, set in the configuration file:
-
-```toml
-[config]
-enable_comment_approval = true
-```
-
-After enabling, by commenting on a PR:
-
-```
-/review auto_approve
-```
-
-Qodo Merge will automatically approve the PR, and add a comment with the approval.
-
-2\. **Auto-approval when the PR meets certain criteria**
-
-To enable auto-approval based on specific criteria, first, you need to enable the top-level flag:
-
-```toml
-[config]
-enable_auto_approval = true
-```
-
-There are two criteria that can be set for auto-approval:
-
-- **Review effort score**
-
-```toml
-[config]
-enable_auto_approval = true
-auto_approve_for_low_review_effort = X # X is a number between 1 to 5
-```
-
-When the [review effort score](https://www.qodo.ai/images/pr_agent/review3.png) is lower or equal to X, the PR will be auto-approved.
-
-___
-
-- **No code suggestions**
-
-```toml
-[config]
-enable_auto_approval = true
-auto_approve_for_no_suggestions = true
-```
-
-When no [code suggestion](https://www.qodo.ai/images/pr_agent/code_suggestions_as_comment_closed.png) were found for the PR, the PR will be auto-approved.
 
 ### How many code suggestions are generated?
 
@@ -481,7 +523,7 @@ Note: Chunking is primarily relevant for large PRs. For most PRs (up to 600 line
 
 ## Configuration options
 
-??? example "General options"
+???+ example "General options"
 
     <table>
       <tr>
@@ -496,6 +538,10 @@ Note: Chunking is primarily relevant for large PRs. For most PRs (up to 600 line
         <td><b>enable_chat_in_code_suggestions</b></td>
         <td>If set to true, QM bot will interact with comments made on code changes it has proposed. Default is true.</td>
       </tr>
+      <tr>
+        <td><b>suggestions_depth 💎</b></td>
+        <td> Controls the depth of the suggestions. Can be set to 'selective', 'regular', or 'exhaustive'. Default is 'regular'.</td>
+      </tr>
       <tr>
         <td><b>dual_publishing_score_threshold</b></td>
         <td>Minimum score threshold for suggestions to be presented as committable PR comments in addition to the table. Default is -1 (disabled).</td>
@@ -541,7 +587,7 @@ Note: Chunking is primarily relevant for large PRs. For most PRs (up to 600 line
       </tr>
     </table>
 
-??? example "Params for number of suggestions and AI calls"
+???+ example "Params for number of suggestions and AI calls"
 
     <table>
       <tr>

docs/docs/tools/index.md

@@ -3,22 +3,23 @@
 Here is a list of Qodo Merge tools, each with a dedicated page that explains how to use it:
 
 | Tool                                                                                     | Description                                                                                                                                 |
-| ---------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------- |
+|------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------|
 | **[PR Description (`/describe`](./describe.md))**                                        | Automatically generating PR description - title, type, summary, code walkthrough and labels                                                 |
 | **[PR Review (`/review`](./review.md))**                                                 | Adjustable feedback about the PR, possible issues, security concerns, review effort and more                                                |
 | **[Code Suggestions (`/improve`](./improve.md))**                                        | Code suggestions for improving the PR                                                                                                       |
 | **[Question Answering (`/ask ...`](./ask.md))**                                          | Answering free-text questions about the PR, or on specific code lines                                                                       |
-| **[Update Changelog (`/update_changelog`](./update_changelog.md))**                      | Automatically updating the CHANGELOG.md file with the PR changes                                                                            |
 | **[Help (`/help`](./help.md))**                                                          | Provides a list of all the available tools. Also enables to trigger them interactively (💎)                                                 |
+| **[Help Docs (`/help_docs`](./help_docs.md))**                                           | Answer a free-text question based on a git documentation folder.                                                                            |
+| **[Update Changelog (`/update_changelog`](./update_changelog.md))**                      | Automatically updating the CHANGELOG.md file with the PR changes                                                                            |
 | **💎 [Add Documentation (`/add_docs`](./documentation.md))**                             | Generates documentation to methods/functions/classes that changed in the PR                                                                 |
-| **💎 [Generate Custom Labels (`/generate_labels`](./custom_labels.md))**                 | Generates custom labels for the PR, based on specific guidelines defined by the user                                                        |
 | **💎 [Analyze (`/analyze`](./analyze.md))**                                              | Identify code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component |
-| **💎 [Test (`/test`](./test.md))**                                                       | generate tests for a selected component, based on the PR code changes                                                                       |
-| **💎 [Custom Prompt (`/custom_prompt`](./custom_prompt.md))**                            | Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user                      |
-| **💎 [Generate Tests (`/test component_name`](./test.md))**                              | Automatically generates unit tests for a selected component, based on the PR code changes                                                   |
-| **💎 [Improve Component (`/improve_component component_name`](./improve_component.md))** | Generates code suggestions for a specific code component that changed in the PR                                                             |
 | **💎 [CI Feedback (`/checks ci_job`](./ci_feedback.md))**                                | Automatically generates feedback and analysis for a failed CI job                                                                           |
+| **💎 [Custom Prompt (`/custom_prompt`](./custom_prompt.md))**                            | Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user                      |
+| **💎 [Generate Custom Labels (`/generate_labels`](./custom_labels.md))**                 | Generates custom labels for the PR, based on specific guidelines defined by the user                                                        |
+| **💎 [Generate Tests (`/test`](./test.md))**                                             | Automatically generates unit tests for a selected component, based on the PR code changes                                                   |
 | **💎 [Implement (`/implement`](./implement.md))**                                        | Generates implementation code from review suggestions                                                                                       |
+| **💎 [Improve Component (`/improve_component component_name`](./improve_component.md))** | Generates code suggestions for a specific code component that changed in the PR                                                             |
 | **💎 [Scan Repo Discussions (`/scan_repo_discussions`](./scan_repo_discussions.md))**    | Generates `best_practices.md` file based on previous discussions in the repository                                                          |
+| **💎 [Similar Code (`/similar_code`](./similar_code.md))**                               | Retrieves the most similar code components from inside the organization's codebase, or from open-source code.                               |
 
-Note that the tools marked with 💎 are available only for Qodo Merge users.
+Note that the tools marked with 💎 are available only for Qodo Merge users.

docs/docs/tools/review.md

@@ -51,7 +51,7 @@ extra_instructions = "..."
 
 ## Configuration options
 
-!!! example "General options"
+???+ example "General options"
 
     <table>
       <tr>
@@ -70,9 +70,13 @@ extra_instructions = "..."
         <td><b>enable_help_text</b></td>
         <td>If set to true, the tool will display a help text in the comment. Default is true.</td>
       </tr>
+      <tr>
+        <td><b>num_max_findings</b></td>
+        <td>Number of maximum returned findings. Default is 3.</td>
+      </tr>
     </table>
 
-!!! example "Enable\\disable specific sub-sections"
+???+ example "Enable\\disable specific sub-sections"
 
     <table>
       <tr>
@@ -94,6 +98,11 @@ extra_instructions = "..."
       <tr>
         <td><b>require_security_review</b></td>
         <td>If set to true, the tool will add a section that checks if the PR contains a possible security or vulnerability issue. Default is true.</td>
+      </tr>
+        <tr>
+        <td><b>require_todo_scan</b></td>
+        <td>If set to true, the tool will add a section that lists TODO comments found in the PR code changes. Default is false.
+        </td>
       </tr>
       <tr>
         <td><b>require_ticket_analysis_review</b></td>
@@ -101,7 +110,7 @@ extra_instructions = "..."
       </tr>
     </table>
 
-!!! example "Adding PR labels"
+???+ example "Adding PR labels"
 
     You can enable\disable the `review` tool to add specific labels to the PR:
 
@@ -112,13 +121,15 @@ extra_instructions = "..."
       </tr>
       <tr>
         <td><b>enable_review_labels_effort</b></td>
-        <td>If set to true, the tool will publish a 'Review effort [1-5]: x' label. Default is true.</td>
+        <td>If set to true, the tool will publish a 'Review effort x/5' label (1–5 scale). Default is true.</td>
       </tr>
     </table>
 
 ## Usage Tips
 
-!!! tip "General guidelines"
+### General guidelines
+
+!!! tip ""
 
     The `review` tool provides a collection of configurable feedbacks about a PR.
     It is recommended to review the [Configuration options](#configuration-options) section, and choose the relevant options for your use case.
@@ -128,7 +139,9 @@ extra_instructions = "..."
 
     On the other hand, if you find one of the enabled features to be irrelevant for your use case, disable it. No default configuration can fit all use cases.
 
-!!! tip "Automation"
+### Automation
+
+!!! tip ""
     When you first install Qodo Merge app, the [default mode](../usage-guide/automations_and_usage.md#github-app-automatic-tools-when-a-new-pr-is-opened) for the `review` tool is:
     ```
     pr_commands = ["/review", ...]
@@ -136,16 +149,30 @@ extra_instructions = "..."
     Meaning the `review` tool will run automatically on every PR, without any additional configurations.
     Edit this field to enable/disable the tool, or to change the configurations used.
 
-!!! tip "Possible labels from the review tool"
+### Auto-generated PR labels by the Review Tool
 
-    The `review` tool can auto-generate two specific types of labels for a PR:
+!!! tip ""
 
-    - a `possible security issue` label that detects if a possible [security issue](https://github.com/Codium-ai/pr-agent/blob/tr/user_description/pr_agent/settings/pr_reviewer_prompts.toml#L136) exists in the PR code (`enable_review_labels_security` flag)
-    - a `Review effort [1-5]: x` label, where x is the estimated effort to review the PR (`enable_review_labels_effort` flag)
+    The `review` can tool automatically add labels to your Pull Requests:
 
-    Both modes are useful, and we recommended to enable them.
+    - **`possible security issue`**: This label is applied if the tool detects a potential [security vulnerability](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/pr_reviewer_prompts.toml#L103) in the PR's code. This feedback is controlled by the 'enable_review_labels_security' flag (default is true).
+    - **`review effort [x/5]`**: This label estimates the [effort](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/pr_reviewer_prompts.toml#L90) required to review the PR on a relative scale of 1 to 5, where 'x' represents the assessed effort. This feedback is controlled by the 'enable_review_labels_effort' flag (default is true).
+    - **`ticket compliance`**: Adds a label indicating code compliance level ("Fully compliant" | "PR Code Verified" | "Partially compliant" | "Not compliant") to any GitHub/Jira/Linea ticket linked in the PR. Controlled by the 'require_ticket_labels' flag (default: false). If 'require_no_ticket_labels' is also enabled, PRs without ticket links will receive a "No ticket found" label.
 
-!!! tip "Extra instructions"
+
+### Auto-blocking PRs from being merged based on the generated labels
+
+!!! tip ""
+
+    You can configure a CI/CD Action to prevent merging PRs with specific labels. For example, implement a dedicated [GitHub Action](https://medium.com/sequra-tech/quick-tip-block-pull-request-merge-using-labels-6cc326936221).
+
+    This approach helps ensure PRs with potential security issues or ticket compliance problems will not be merged without further review.
+
+    Since AI may make mistakes or lack complete context, use this feature judiciously. For flexibility, users with appropriate permissions can remove generated labels when necessary. When a label is removed, this action will be automatically documented in the PR discussion, clearly indicating it was a deliberate override by an authorized user to allow the merge.
+
+### Extra instructions
+
+!!! tip "" 
 
     Extra instructions are important.
     The `review` tool can be configured with extra instructions, which can be used to guide the model to a feedback tailored to the needs of your project.
@@ -164,7 +191,3 @@ extra_instructions = "..."
     """
     ```
     Use triple quotes to write multi-line instructions. Use bullet points to make the instructions more readable.
-
-!!! tip  "Code suggestions"
-
-    The `review` tool previously included a legacy feature for providing code suggestions (controlled by `--pr_reviewer.num_code_suggestion`). This functionality has been deprecated and replaced by the [`improve`](./improve.md) tool, which offers higher quality and more actionable code suggestions.

docs/docs/usage-guide/additional_configurations.md

@@ -50,7 +50,7 @@ glob = ['*.py']
 And to ignore Python files in all PRs using `regex` pattern, set in a configuration file:
 
 ```
-[regex]
+[ignore]
 regex = ['.*\.py$']
 ```
 
@@ -249,4 +249,16 @@ ignore_pr_authors = ["my-special-bot-user", ...]
 Where the `ignore_pr_authors` is a list of usernames that you want to ignore.
 
 !!! note
-    There is one specific case where bots will receive an automatic response - when they generated a PR with a _failed test_. In that case, the [`ci_feedback`](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) tool will be invoked.
+    There is one specific case where bots will receive an automatic response - when they generated a PR with a _failed test_. In that case, the [`ci_feedback`](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) tool will be invoked.
+
+### Ignoring Generated Files by Language/Framework
+
+To automatically exclude files generated by specific languages or frameworks, you can add the following to your `configuration.toml` file:
+
+```
+[config]
+ignore_language_framework = ['protobuf', ...]
+```
+
+You can view the list of auto-generated file patterns in [`generated_code_ignore.toml`](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/generated_code_ignore.toml). 
+Files matching these glob patterns will be automatically excluded from PR Agent analysis.

docs/docs/usage-guide/automations_and_usage.md

@@ -30,7 +30,7 @@ verbosity_level=2
 This is useful for debugging or experimenting with different tools.
 
 3. **git provider**: The [git_provider](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L5) field in a configuration file determines the GIT provider that will be used by Qodo Merge. Currently, the following providers are supported:
-`github` **(default)**, `gitlab`, `bitbucket`, `azure`, `codecommit`, `local`, and `gerrit`.
+`github` **(default)**, `gitlab`, `bitbucket`, `azure`, `codecommit`, `local`,`gitea`, and `gerrit`.
 
 ### CLI Health Check
 
@@ -312,3 +312,16 @@ pr_commands = [
     "/improve",
 ]
 ```
+
+### Gitea Webhook
+
+After setting up a Gitea webhook, to control which commands will run automatically when a new MR is opened, you can set the `pr_commands` parameter in the configuration file, similar to the GitHub App:
+
+```toml
+[gitea]
+pr_commands = [
+    "/describe",
+    "/review",
+    "/improve",
+]
+```

docs/docs/usage-guide/changing_a_model.md

@@ -90,7 +90,7 @@ duplicate_examples=true # will duplicate the examples in the prompt, to help the
 api_base = "http://localhost:11434" # or whatever port you're running Ollama on
 ```
 
-By default, Ollama uses a context window size of 2048 tokens. In most cases this is not enough to cover pr-agent promt and pull-request diff. Context window size can be overridden with the `OLLAMA_CONTEXT_LENGTH` environment variable. For example, to set the default context length to 8K, use: `OLLAMA_CONTEXT_LENGTH=8192 ollama serve`. More information you can find on the [official ollama faq](https://github.com/ollama/ollama/blob/main/docs/faq.md#how-can-i-specify-the-context-window-size).
+By default, Ollama uses a context window size of 2048 tokens. In most cases this is not enough to cover pr-agent prompt and pull-request diff. Context window size can be overridden with the `OLLAMA_CONTEXT_LENGTH` environment variable. For example, to set the default context length to 8K, use: `OLLAMA_CONTEXT_LENGTH=8192 ollama serve`. More information you can find on the [official ollama faq](https://github.com/ollama/ollama/blob/main/docs/faq.md#how-can-i-specify-the-context-window-size).
 
 Please note that the `custom_model_max_tokens` setting should be configured in accordance with the `OLLAMA_CONTEXT_LENGTH`. Failure to do so may result in unexpected model output.
 
@@ -232,6 +232,14 @@ AWS_SECRET_ACCESS_KEY="..."
 AWS_REGION_NAME="..."
 ```
 
+You can also use the new Meta Llama 4 models available on Amazon Bedrock:
+
+```toml
+[config] # in configuration.toml
+model="bedrock/us.meta.llama4-scout-17b-instruct-v1:0"
+fallback_models=["bedrock/us.meta.llama4-maverick-17b-instruct-v1:0"]
+```
+
 See [litellm](https://docs.litellm.ai/docs/providers/bedrock#usage) documentation for more information about the environment variables required for Amazon Bedrock.
 
 ### DeepSeek

docs/docs/usage-guide/configuration_options.md

@@ -1,20 +1,22 @@
-The different tools and sub-tools used by Qodo Merge are adjustable via the **[configuration file](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml)**.
+The different tools and sub-tools used by Qodo Merge are adjustable via a Git configuration file.
+There are three main ways to set persistent configurations:
 
-In addition to general configuration options, each tool has its own configurations. For example, the `review` tool will use parameters from the [pr_reviewer](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L16) section in the configuration file.
-See the [Tools Guide](https://qodo-merge-docs.qodo.ai/tools/) for a detailed description of the different tools and their configurations.
-
-There are three ways to set persistent configurations:
-
-1. Wiki configuration page 💎
-2. Local configuration file
-3. Global configuration file 💎
+1. [Wiki](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/#wiki-configuration-file) configuration page 💎
+2. [Local](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/#local-configuration-file) configuration file
+3. [Global](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/#global-configuration-file) configuration file 💎
 
 In terms of precedence, wiki configurations will override local configurations, and local configurations will override global configurations.
 
-!!! tip "Tip1: edit only what you need"
+
+For a list of all possible configurations, see the [configuration options](https://github.com/qodo-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml/) page.
+In addition to general configuration options, each tool has its own configurations. For example, the `review` tool will use parameters from the [pr_reviewer](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L16) section in the configuration file.
+
+!!! tip "Tip1: Edit only what you need"
     Your configuration file should be minimal, and edit only the relevant values. Don't copy the entire configuration options, since it can lead to legacy problems when something changes.
-!!! tip "Tip2: show relevant configurations"
-    If you set `config.output_relevant_configurations=true`, each tool will also output in a collapsible section its relevant configurations. This can be useful for debugging, or getting to know the configurations better.
+!!! tip "Tip2: Show relevant configurations"
+    If you set `config.output_relevant_configurations` to True, each tool will also output in a collapsible section its relevant configurations. This can be useful for debugging, or getting to know the configurations better.
+
+
 
 ## Wiki configuration file 💎
 
@@ -86,7 +88,7 @@ Create a dedicated project to hold a global configuration file that affects all
 1. Create a new project with both the name and key: PR_AGENT_SETTINGS.
 2. Inside the PR_AGENT_SETTINGS project, create a repository named pr-agent-settings.
 3. In this repository, add a `.pr_agent.toml` configuration file—structured similarly to the global configuration file described above.
-4. Optionally, you can add organizational-level [global best practices file](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/#global-configuration-file).
+4. Optionally, you can add organizational-level [global best practices](https://qodo-merge-docs.qodo.ai/tools/improve/#global-hierarchical-best-practices).
 
 Repositories across your entire Bitbucket organization will inherit the configuration from this file.
 

docs/docs/usage-guide/index.md

@@ -12,6 +12,7 @@ It includes information on how to adjust Qodo Merge configurations, define which
     - [GitHub App](./automations_and_usage.md#github-app)
     - [GitHub Action](./automations_and_usage.md#github-action)
     - [GitLab Webhook](./automations_and_usage.md#gitlab-webhook)
+    - [Gitea Webhook](./automations_and_usage.md#gitea-webhook)
     - [BitBucket App](./automations_and_usage.md#bitbucket-app)
     - [Azure DevOps Provider](./automations_and_usage.md#azure-devops-provider)
 - [Managing Mail Notifications](./mail_notifications.md)

docs/docs/usage-guide/qodo_merge_models.md

@@ -1,12 +1,12 @@
 
-The default models used by Qodo Merge (April 2025) are a combination of Claude Sonnet 3.7 and Gemini 2.5 Pro.
+The default models used by Qodo Merge (June 2025) are a combination of Claude Sonnet 4 and Gemini 2.5 Pro.
 
 ### Selecting a Specific Model
 
 Users can configure Qodo Merge to use only a specific model by editing the [configuration](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) file.
 The models supported by Qodo Merge are:
 
-- `claude-3-7-sonnet`
+- `claude-4-sonnet`
 - `o4-mini`
 - `gpt-4.1`
 - `gemini-2.5-pro`

docs/mkdocs.yml

@@ -23,32 +23,35 @@ nav:
     - Frequently Asked Questions: 'faq/index.md'
     - 💎 Qodo Merge Models: 'usage-guide/qodo_merge_models.md'
   - Tools:
-    - 'tools/index.md'
-    - Describe: 'tools/describe.md'
-    - Review: 'tools/review.md'
-    - Improve: 'tools/improve.md'
-    - Ask: 'tools/ask.md'
-    - Update Changelog: 'tools/update_changelog.md'
-    - Help Docs: 'tools/help_docs.md'
-    - Help: 'tools/help.md'
-    - 💎 Analyze: 'tools/analyze.md'
-    - 💎 Test: 'tools/test.md'
-    - 💎 Improve Component: 'tools/improve_component.md'
-    - 💎 Documentation: 'tools/documentation.md'
-    - 💎 Custom Labels: 'tools/custom_labels.md'
-    - 💎 Custom Prompt: 'tools/custom_prompt.md'
-    - 💎 CI Feedback: 'tools/ci_feedback.md'
-    - 💎 Similar Code: 'tools/similar_code.md'
-    - 💎 Implement: 'tools/implement.md'
-    - 💎 Scan Repo Discussions: 'tools/scan_repo_discussions.md'
+     - 'tools/index.md'
+     - Describe: 'tools/describe.md'
+     - Review: 'tools/review.md'
+     - Improve: 'tools/improve.md'
+     - Ask: 'tools/ask.md'
+     - Help: 'tools/help.md'
+     - Help Docs: 'tools/help_docs.md'
+     - Update Changelog: 'tools/update_changelog.md'
+     - 💎 Add Documentation: 'tools/documentation.md'
+     - 💎 Analyze: 'tools/analyze.md'
+     - 💎 CI Feedback: 'tools/ci_feedback.md'
+     - 💎 Custom Prompt: 'tools/custom_prompt.md'
+     - 💎 Generate Labels: 'tools/custom_labels.md'
+     - 💎 Generate Tests: 'tools/test.md'
+     - 💎 Implement: 'tools/implement.md'
+     - 💎 Improve Components: 'tools/improve_component.md'
+     - 💎 Scan Repo Discussions: 'tools/scan_repo_discussions.md'
+     - 💎 Similar Code: 'tools/similar_code.md'
   - Core Abilities:
       - 'core-abilities/index.md'
+      - Auto approval: 'core-abilities/auto_approval.md'
       - Auto best practices: 'core-abilities/auto_best_practices.md'
+      - Chat on code suggestions: 'core-abilities/chat_on_code_suggestions.md'
       - Code validation: 'core-abilities/code_validation.md'
-      - Compression strategy: 'core-abilities/compression_strategy.md'
+#      - Compression strategy: 'core-abilities/compression_strategy.md'
       - Dynamic context: 'core-abilities/dynamic_context.md'
       - Fetching ticket context: 'core-abilities/fetching_ticket_context.md'
       - Impact evaluation: 'core-abilities/impact_evaluation.md'
+      - Incremental Update: 'core-abilities/incremental_update.md'
       - Interactivity: 'core-abilities/interactivity.md'
       - Local and global metadata: 'core-abilities/metadata.md'
       - RAG context enrichment: 'core-abilities/rag_context_enrichment.md'

pr_agent/agent/pr_agent.py

@@ -51,7 +51,7 @@ class PRAgent:
     def __init__(self, ai_handler: partial[BaseAiHandler,] = LiteLLMAIHandler):
         self.ai_handler = ai_handler  # will be initialized in run_action
 
-    async def handle_request(self, pr_url, request, notify=None) -> bool:
+    async def _handle_request(self, pr_url, request, notify=None) -> bool:
         # First, apply repo specific settings if exists
         apply_repo_settings(pr_url)
 
@@ -117,3 +117,10 @@ class PRAgent:
             else:
                 return False
             return True
+
+    async def handle_request(self, pr_url, request, notify=None) -> bool:
+        try:
+            return await self._handle_request(pr_url, request, notify)
+        except:
+            get_logger().exception("Failed to process the command.")
+            return False

pr_agent/algo/__init__.py

@@ -53,46 +53,68 @@ MAX_TOKENS = {
     'vertex_ai/claude-3-5-haiku@20241022': 100000,
     'vertex_ai/claude-3-sonnet@20240229': 100000,
     'vertex_ai/claude-3-opus@20240229': 100000,
+    'vertex_ai/claude-opus-4@20250514': 200000,
     'vertex_ai/claude-3-5-sonnet@20240620': 100000,
     'vertex_ai/claude-3-5-sonnet-v2@20241022': 100000,
     'vertex_ai/claude-3-7-sonnet@20250219': 200000,
+    'vertex_ai/claude-sonnet-4@20250514': 200000,
     'vertex_ai/gemini-1.5-pro': 1048576,
     'vertex_ai/gemini-2.5-pro-preview-03-25': 1048576,
     'vertex_ai/gemini-2.5-pro-preview-05-06': 1048576,
+    'vertex_ai/gemini-2.5-pro-preview-06-05': 1048576,
+    'vertex_ai/gemini-2.5-pro': 1048576,
     'vertex_ai/gemini-1.5-flash': 1048576,
     'vertex_ai/gemini-2.0-flash': 1048576,
     'vertex_ai/gemini-2.5-flash-preview-04-17': 1048576,
+    'vertex_ai/gemini-2.5-flash-preview-05-20': 1048576,
+    'vertex_ai/gemini-2.5-flash': 1048576,
     'vertex_ai/gemma2': 8200,
     'gemini/gemini-1.5-pro': 1048576,
     'gemini/gemini-1.5-flash': 1048576,
     'gemini/gemini-2.0-flash': 1048576,
+    'gemini/gemini-2.5-flash-preview-04-17': 1048576,
+    'gemini/gemini-2.5-flash-preview-05-20': 1048576,
+    'gemini/gemini-2.5-flash': 1048576,
     'gemini/gemini-2.5-pro-preview-03-25': 1048576,
     'gemini/gemini-2.5-pro-preview-05-06': 1048576,
+    'gemini/gemini-2.5-pro-preview-06-05': 1048576,
+    'gemini/gemini-2.5-pro': 1048576,
     'codechat-bison': 6144,
     'codechat-bison-32k': 32000,
     'anthropic.claude-instant-v1': 100000,
     'anthropic.claude-v1': 100000,
     'anthropic.claude-v2': 100000,
     'anthropic/claude-3-opus-20240229': 100000,
+    'anthropic/claude-opus-4-20250514': 200000,
     'anthropic/claude-3-5-sonnet-20240620': 100000,
     'anthropic/claude-3-5-sonnet-20241022': 100000,
     'anthropic/claude-3-7-sonnet-20250219': 200000,
+    'anthropic/claude-sonnet-4-20250514': 200000,
     'claude-3-7-sonnet-20250219': 200000,
     'anthropic/claude-3-5-haiku-20241022': 100000,
     'bedrock/anthropic.claude-instant-v1': 100000,
     'bedrock/anthropic.claude-v2': 100000,
     'bedrock/anthropic.claude-v2:1': 100000,
     'bedrock/anthropic.claude-3-sonnet-20240229-v1:0': 100000,
+    'bedrock/anthropic.claude-opus-4-20250514-v1:0': 200000,
     'bedrock/anthropic.claude-3-haiku-20240307-v1:0': 100000,
     'bedrock/anthropic.claude-3-5-haiku-20241022-v1:0': 100000,
     'bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0': 100000,
     'bedrock/anthropic.claude-3-5-sonnet-20241022-v2:0': 100000,
     'bedrock/anthropic.claude-3-7-sonnet-20250219-v1:0': 200000,
+    'bedrock/anthropic.claude-sonnet-4-20250514-v1:0': 200000,
+    "bedrock/us.anthropic.claude-opus-4-20250514-v1:0": 200000,
     "bedrock/us.anthropic.claude-3-5-sonnet-20241022-v2:0": 100000,
     "bedrock/us.anthropic.claude-3-7-sonnet-20250219-v1:0": 200000,
+    "bedrock/us.anthropic.claude-sonnet-4-20250514-v1:0": 200000,
+    "bedrock/apac.anthropic.claude-3-5-sonnet-20241022-v2:0": 100000,
+    "bedrock/apac.anthropic.claude-3-7-sonnet-20250219-v1:0": 200000,
+    "bedrock/apac.anthropic.claude-sonnet-4-20250514-v1:0": 200000,
     'claude-3-5-sonnet': 100000,
     'groq/meta-llama/llama-4-scout-17b-16e-instruct': 131072,
     'groq/meta-llama/llama-4-maverick-17b-128e-instruct': 131072,
+    'bedrock/us.meta.llama4-scout-17b-instruct-v1:0': 128000,
+    'bedrock/us.meta.llama4-maverick-17b-instruct-v1:0': 128000,
     'groq/llama3-8b-8192': 8192,
     'groq/llama3-70b-8192': 8192,
     'groq/llama-3.1-8b-instant': 8192,
@@ -102,9 +124,13 @@ MAX_TOKENS = {
     'xai/grok-2': 131072,
     'xai/grok-2-1212': 131072,
     'xai/grok-2-latest': 131072,
+    'xai/grok-3': 131072,
     'xai/grok-3-beta': 131072,
+    'xai/grok-3-fast': 131072,
     'xai/grok-3-fast-beta': 131072,
+    'xai/grok-3-mini': 131072,
     'xai/grok-3-mini-beta': 131072,
+    'xai/grok-3-mini-fast': 131072,
     'xai/grok-3-mini-fast-beta': 131072,
     'ollama/llama3': 4096,
     'watsonx/meta-llama/llama-3-8b-instruct': 4096,

pr_agent/algo/ai_handlers/langchain_ai_handler.py

@@ -1,13 +1,17 @@
+_LANGCHAIN_INSTALLED = False
+
 try:
     from langchain_core.messages import HumanMessage, SystemMessage
     from langchain_openai import AzureChatOpenAI, ChatOpenAI
+    _LANGCHAIN_INSTALLED = True
 except:  # we don't enforce langchain as a dependency, so if it's not installed, just move on
     pass
 
 import functools
 
-from openai import APIError, RateLimitError, Timeout
-from retry import retry
+import openai
+from tenacity import retry, retry_if_exception_type, retry_if_not_exception_type, stop_after_attempt
+from langchain_core.runnables import Runnable
 
 from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
 from pr_agent.config_loader import get_settings
@@ -18,17 +22,14 @@ OPENAI_RETRIES = 5
 
 class LangChainOpenAIHandler(BaseAiHandler):
     def __init__(self):
-        # Initialize OpenAIHandler specific attributes here
+        if not _LANGCHAIN_INSTALLED:
+            error_msg = "LangChain is not installed. Please install it with `pip install langchain`."
+            get_logger().error(error_msg)
+            raise ImportError(error_msg)
+        
         super().__init__()
         self.azure = get_settings().get("OPENAI.API_TYPE", "").lower() == "azure"
 
-        # Create a default unused chat object to trigger early validation
-        self._create_chat(self.deployment_id)
-
-    def chat(self, messages: list, model: str, temperature: float):
-        chat = self._create_chat(self.deployment_id)
-        return chat.invoke(input=messages, model=model, temperature=temperature)
-
     @property
     def deployment_id(self):
         """
@@ -36,26 +37,10 @@ class LangChainOpenAIHandler(BaseAiHandler):
         """
         return get_settings().get("OPENAI.DEPLOYMENT_ID", None)
 
-    @retry(exceptions=(APIError, Timeout, AttributeError, RateLimitError),
-           tries=OPENAI_RETRIES, delay=2, backoff=2, jitter=(1, 3))
-    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2):
-        try:
-            messages = [SystemMessage(content=system), HumanMessage(content=user)]
-
-            # get a chat completion from the formatted messages
-            resp = self.chat(messages, model=model, temperature=temperature)
-            finish_reason = "completed"
-            return resp.content, finish_reason
-
-        except (Exception) as e:
-            get_logger().error("Unknown error during OpenAI inference: ", e)
-            raise e
-
-    def _create_chat(self, deployment_id=None):
+    async def _create_chat_async(self, deployment_id=None):
         try:
             if self.azure:
-                # using a partial function so we can set the deployment_id later to support fallback_deployments
-                # but still need to access the other settings now so we can raise a proper exception if they're missing
+                # Using Azure OpenAI service
                 return AzureChatOpenAI(
                     openai_api_key=get_settings().openai.key,
                     openai_api_version=get_settings().openai.api_version,
@@ -63,14 +48,64 @@ class LangChainOpenAIHandler(BaseAiHandler):
                     azure_endpoint=get_settings().openai.api_base,
                 )
             else:
-                # for llms that compatible with openai, should use custom api base
+                # Using standard OpenAI or other LLM services
                 openai_api_base = get_settings().get("OPENAI.API_BASE", None)
                 if openai_api_base is None or len(openai_api_base) == 0:
                     return ChatOpenAI(openai_api_key=get_settings().openai.key)
                 else:
-                    return ChatOpenAI(openai_api_key=get_settings().openai.key, openai_api_base=openai_api_base)
+                    return ChatOpenAI(
+                        openai_api_key=get_settings().openai.key, 
+                        openai_api_base=openai_api_base
+                    )
         except AttributeError as e:
-            if getattr(e, "name"):
-                raise ValueError(f"OpenAI {e.name} is required") from e
+            # Handle configuration errors
+            error_msg = f"OpenAI {e.name} is required" if getattr(e, "name") else str(e)
+            get_logger().error(error_msg)
+            raise ValueError(error_msg) from e
+
+    @retry(
+        retry=retry_if_exception_type(openai.APIError) & retry_if_not_exception_type(openai.RateLimitError),
+        stop=stop_after_attempt(OPENAI_RETRIES),
+    )
+    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2, img_path: str = None):
+        if img_path:
+            get_logger().warning(f"Image path is not supported for LangChainOpenAIHandler. Ignoring image path: {img_path}")
+        try:
+            messages = [SystemMessage(content=system), HumanMessage(content=user)]
+            llm = await self._create_chat_async(deployment_id=self.deployment_id)
+            
+            if not isinstance(llm, Runnable):
+                error_message = (
+                    f"The Langchain LLM object ({type(llm)}) does not implement the Runnable interface. "
+                    f"Please update your Langchain library to the latest version or "
+                    f"check your LLM configuration to support async calls. "
+                    f"PR-Agent is designed to utilize Langchain's async capabilities."
+                )
+                get_logger().error(error_message)
+                raise NotImplementedError(error_message)
+
+            # Handle parameters based on LLM type
+            if isinstance(llm, (ChatOpenAI, AzureChatOpenAI)):
+                # OpenAI models support all parameters
+                resp = await llm.ainvoke(
+                    input=messages,
+                    model=model,
+                    temperature=temperature
+                )
             else:
-                raise e
+                # Other LLMs (like Gemini) only support input parameter
+                get_logger().info(f"Using simplified ainvoke for {type(llm)}")
+                resp = await llm.ainvoke(input=messages)
+
+            finish_reason = "completed"
+            return resp.content, finish_reason
+
+        except openai.RateLimitError as e:
+            get_logger().error(f"Rate limit error during LLM inference: {e}")
+            raise
+        except openai.APIError as e:
+            get_logger().warning(f"Error during LLM inference: {e}")
+            raise
+        except Exception as e:
+            get_logger().warning(f"Unknown error during LLM inference: {e}")
+            raise openai.APIError from e

pr_agent/algo/ai_handlers/litellm_ai_handler.py

@@ -3,7 +3,7 @@ import litellm
 import openai
 import requests
 from litellm import acompletion
-from tenacity import retry, retry_if_exception_type, stop_after_attempt
+from tenacity import retry, retry_if_exception_type, retry_if_not_exception_type, stop_after_attempt
 
 from pr_agent.algo import CLAUDE_EXTENDED_THINKING_MODELS, NO_SUPPORT_TEMPERATURE_MODELS, SUPPORT_REASONING_EFFORT_MODELS, USER_MESSAGE_ONLY_MODELS
 from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
@@ -131,7 +131,7 @@ class LiteLLMAIHandler(BaseAiHandler):
             self.api_base = openrouter_api_base
             litellm.api_base = openrouter_api_base
 
-        # Models that only use user meessage
+        # Models that only use user message
         self.user_message_only_models = USER_MESSAGE_ONLY_MODELS
 
         # Model that doesn't support temperature argument
@@ -212,7 +212,7 @@ class LiteLLMAIHandler(BaseAiHandler):
 
         return kwargs
 
-    def add_litellm_callbacks(selfs, kwargs) -> dict:
+    def add_litellm_callbacks(self, kwargs) -> dict:
         captured_extra = []
 
         def capture_logs(message):
@@ -274,8 +274,8 @@ class LiteLLMAIHandler(BaseAiHandler):
         return get_settings().get("OPENAI.DEPLOYMENT_ID", None)
 
     @retry(
-        retry=retry_if_exception_type((openai.APIError, openai.APIConnectionError, openai.APITimeoutError)), # No retry on RateLimitError
-        stop=stop_after_attempt(OPENAI_RETRIES)
+        retry=retry_if_exception_type(openai.APIError) & retry_if_not_exception_type(openai.RateLimitError),
+        stop=stop_after_attempt(OPENAI_RETRIES),
     )
     async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2, img_path: str = None):
         try:
@@ -371,13 +371,13 @@ class LiteLLMAIHandler(BaseAiHandler):
                 get_logger().info(f"\nUser prompt:\n{user}")
 
             response = await acompletion(**kwargs)
-        except (openai.APIError, openai.APITimeoutError) as e:
-            get_logger().warning(f"Error during LLM inference: {e}")
-            raise
-        except (openai.RateLimitError) as e:
+        except openai.RateLimitError as e:
             get_logger().error(f"Rate limit error during LLM inference: {e}")
             raise
-        except (Exception) as e:
+        except openai.APIError as e:
+            get_logger().warning(f"Error during LLM inference: {e}")
+            raise
+        except Exception as e:
             get_logger().warning(f"Unknown error during LLM inference: {e}")
             raise openai.APIError from e
         if response is None or len(response["choices"]) == 0:

pr_agent/algo/ai_handlers/openai_ai_handler.py

@@ -1,8 +1,8 @@
 from os import environ
 from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
 import openai
-from openai import APIError, AsyncOpenAI, RateLimitError, Timeout
-from retry import retry
+from openai import AsyncOpenAI
+from tenacity import retry, retry_if_exception_type, retry_if_not_exception_type, stop_after_attempt
 
 from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
 from pr_agent.config_loader import get_settings
@@ -38,10 +38,14 @@ class OpenAIHandler(BaseAiHandler):
         """
         return get_settings().get("OPENAI.DEPLOYMENT_ID", None)
 
-    @retry(exceptions=(APIError, Timeout, AttributeError, RateLimitError),
-           tries=OPENAI_RETRIES, delay=2, backoff=2, jitter=(1, 3))
-    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2):
+    @retry(
+        retry=retry_if_exception_type(openai.APIError) & retry_if_not_exception_type(openai.RateLimitError),
+        stop=stop_after_attempt(OPENAI_RETRIES),
+    )
+    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2, img_path: str = None):
         try:
+            if img_path:
+                get_logger().warning(f"Image path is not supported for OpenAIHandler. Ignoring image path: {img_path}")
             get_logger().info("System: ", system)
             get_logger().info("User: ", user)
             messages = [{"role": "system", "content": system}, {"role": "user", "content": user}]
@@ -57,12 +61,12 @@ class OpenAIHandler(BaseAiHandler):
             get_logger().info("AI response", response=resp, messages=messages, finish_reason=finish_reason,
                               model=model, usage=usage)
             return resp, finish_reason
-        except (APIError, Timeout) as e:
-            get_logger().error("Error during OpenAI inference: ", e)
+        except openai.RateLimitError as e:
+            get_logger().error(f"Rate limit error during LLM inference: {e}")
             raise
-        except (RateLimitError) as e:
-            get_logger().error("Rate limit error during OpenAI inference: ", e)
-            raise
-        except (Exception) as e:
-            get_logger().error("Unknown error during OpenAI inference: ", e)
+        except openai.APIError as e:
+            get_logger().warning(f"Error during LLM inference: {e}")
             raise
+        except Exception as e:
+            get_logger().warning(f"Unknown error during LLM inference: {e}")
+            raise openai.APIError from e

pr_agent/algo/file_filter.py

@@ -2,6 +2,7 @@ import fnmatch
 import re
 
 from pr_agent.config_loader import get_settings
+from pr_agent.log import get_logger
 
 
 def filter_ignored(files, platform = 'github'):
@@ -17,7 +18,17 @@ def filter_ignored(files, platform = 'github'):
         glob_setting = get_settings().ignore.glob
         if isinstance(glob_setting, str):  # --ignore.glob=[.*utils.py], --ignore.glob=.*utils.py
             glob_setting = glob_setting.strip('[]').split(",")
-        patterns += [fnmatch.translate(glob) for glob in glob_setting]
+        patterns += translate_globs_to_regexes(glob_setting)
+
+        code_generators = get_settings().config.get('ignore_language_framework', [])
+        if isinstance(code_generators, str):
+            get_logger().warning("'ignore_language_framework' should be a list. Skipping language framework filtering.")
+            code_generators = []
+        for cg in code_generators:
+            glob_patterns = get_settings().generated_code.get(cg, [])
+            if isinstance(glob_patterns, str):
+                glob_patterns = [glob_patterns]
+            patterns += translate_globs_to_regexes(glob_patterns)
 
         # compile all valid patterns
         compiled_patterns = []
@@ -58,8 +69,19 @@ def filter_ignored(files, platform = 'github'):
                     files = files_o
                 elif platform == 'azure':
                     files = [f for f in files if not r.match(f)]
+                elif platform == 'gitea':
+                    files = [f for f in files if not r.match(f.get("filename", ""))]
+
 
     except Exception as e:
         print(f"Could not filter file list: {e}")
 
     return files
+
+def translate_globs_to_regexes(globs: list):
+    regexes = []
+    for pattern in globs:
+        regexes.append(fnmatch.translate(pattern))
+        if pattern.startswith("**/"): # cover root-level files
+            regexes.append(fnmatch.translate(pattern[3:]))
+    return regexes

pr_agent/algo/token_handler.py

@@ -1,4 +1,6 @@
 from threading import Lock
+from math import ceil
+import re
 
 from jinja2 import Environment, StrictUndefined
 from tiktoken import encoding_for_model, get_encoding
@@ -7,6 +9,16 @@ from pr_agent.config_loader import get_settings
 from pr_agent.log import get_logger
 
 
+class ModelTypeValidator:
+    @staticmethod
+    def is_openai_model(model_name: str) -> bool:
+        return 'gpt' in model_name or re.match(r"^o[1-9](-mini|-preview)?$", model_name)
+    
+    @staticmethod
+    def is_anthropic_model(model_name: str) -> bool:
+        return 'claude' in model_name
+
+
 class TokenEncoder:
     _encoder_instance = None
     _model = None
@@ -40,6 +52,10 @@ class TokenHandler:
       method.
     """
 
+    # Constants
+    CLAUDE_MODEL = "claude-3-7-sonnet-20250219"
+    CLAUDE_MAX_CONTENT_SIZE = 9_000_000 # Maximum allowed content size (9MB) for Claude API
+
     def __init__(self, pr=None, vars: dict = {}, system="", user=""):
         """
         Initializes the TokenHandler object.
@@ -51,6 +67,7 @@ class TokenHandler:
         - user: The user string.
         """
         self.encoder = TokenEncoder.get_token_encoder()
+        
         if pr is not None:
             self.prompt_tokens = self._get_system_user_tokens(pr, self.encoder, vars, system, user)
 
@@ -79,22 +96,22 @@ class TokenHandler:
             get_logger().error(f"Error in _get_system_user_tokens: {e}")
             return 0
 
-    def calc_claude_tokens(self, patch):
+    def _calc_claude_tokens(self, patch: str) -> int:
         try:
             import anthropic
             from pr_agent.algo import MAX_TOKENS
+            
             client = anthropic.Anthropic(api_key=get_settings(use_context=False).get('anthropic.key'))
-            MaxTokens = MAX_TOKENS[get_settings().config.model]
+            max_tokens = MAX_TOKENS[get_settings().config.model]
 
-            # Check if the content size is too large (9MB limit)
-            if len(patch.encode('utf-8')) > 9_000_000:
+            if len(patch.encode('utf-8')) > self.CLAUDE_MAX_CONTENT_SIZE:
                 get_logger().warning(
                     "Content too large for Anthropic token counting API, falling back to local tokenizer"
                 )
-                return MaxTokens
+                return max_tokens
 
             response = client.messages.count_tokens(
-                model="claude-3-7-sonnet-20250219",
+                model=self.CLAUDE_MODEL,
                 system="system",
                 messages=[{
                     "role": "user",
@@ -104,42 +121,51 @@ class TokenHandler:
             return response.input_tokens
 
         except Exception as e:
-            get_logger().error( f"Error in Anthropic token counting: {e}")
-            return MaxTokens
+            get_logger().error(f"Error in Anthropic token counting: {e}")
+            return max_tokens
 
-    def estimate_token_count_for_non_anth_claude_models(self, model, default_encoder_estimate):
-        from math import ceil
-        import re
+    def _apply_estimation_factor(self, model_name: str, default_estimate: int) -> int:
+        factor = 1 + get_settings().get('config.model_token_count_estimate_factor', 0)
+        get_logger().warning(f"{model_name}'s token count cannot be accurately estimated. Using factor of {factor}")
+        
+        return ceil(factor * default_estimate)
 
-        model_is_from_o_series = re.match(r"^o[1-9](-mini|-preview)?$", model)
-        if ('gpt' in get_settings().config.model.lower() or model_is_from_o_series) and get_settings(use_context=False).get('openai.key'):
-            return default_encoder_estimate
-        #else: Model is not an OpenAI one - therefore, cannot provide an accurate token count and instead, return a higher number as best effort.
+    def _get_token_count_by_model_type(self, patch: str, default_estimate: int) -> int:
+        """
+        Get token count based on model type.
 
-        elbow_factor = 1 + get_settings().get('config.model_token_count_estimate_factor', 0)
-        get_logger().warning(f"{model}'s expected token count cannot be accurately estimated. Using {elbow_factor} of encoder output as best effort estimate")
-        return ceil(elbow_factor * default_encoder_estimate)
+        Args:
+            patch: The text to count tokens for.
+            default_estimate: The default token count estimate.
 
-    def count_tokens(self, patch: str, force_accurate=False) -> int:
+        Returns:
+            int: The calculated token count.
+        """
+        model_name = get_settings().config.model.lower()
+        
+        if ModelTypeValidator.is_openai_model(model_name) and get_settings(use_context=False).get('openai.key'):
+            return default_estimate
+
+        if ModelTypeValidator.is_anthropic_model(model_name) and get_settings(use_context=False).get('anthropic.key'):
+            return self._calc_claude_tokens(patch)
+        
+        return self._apply_estimation_factor(model_name, default_estimate)
+    
+    def count_tokens(self, patch: str, force_accurate: bool = False) -> int:
         """
         Counts the number of tokens in a given patch string.
 
         Args:
         - patch: The patch string.
+        - force_accurate: If True, uses a more precise calculation method.
 
         Returns:
         The number of tokens in the patch string.
         """
         encoder_estimate = len(self.encoder.encode(patch, disallowed_special=()))
 
-        #If an estimate is enough (for example, in cases where the maximal allowed tokens is way below the known limits), return it.
+        # If an estimate is enough (for example, in cases where the maximal allowed tokens is way below the known limits), return it.
         if not force_accurate:
             return encoder_estimate
 
-        #else, force_accurate==True: User requested providing an accurate estimation:
-        model = get_settings().config.model.lower()
-        if 'claude' in model and get_settings(use_context=False).get('anthropic.key'):
-            return self.calc_claude_tokens(patch) # API call to Anthropic for accurate token counting for Claude models
-
-        #else: Non Anthropic provided model:
-        return self.estimate_token_count_for_non_anth_claude_models(model, encoder_estimate)
+        return self._get_token_count_by_model_type(patch, encoder_estimate)

pr_agent/algo/utils.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import ast
 import copy
 import difflib
 import hashlib
@@ -14,7 +15,7 @@ import traceback
 from datetime import datetime
 from enum import Enum
 from importlib.metadata import PackageNotFoundError, version
-from typing import Any, List, Tuple
+from typing import Any, List, Tuple, TypedDict
 
 import html2text
 import requests
@@ -37,21 +38,31 @@ def get_model(model_type: str = "model_weak") -> str:
         return get_settings().config.model_reasoning
     return get_settings().config.model
 
+
 class Range(BaseModel):
     line_start: int  # should be 0-indexed
     line_end: int
     column_start: int = -1
     column_end: int = -1
 
+
 class ModelType(str, Enum):
     REGULAR = "regular"
     WEAK = "weak"
     REASONING = "reasoning"
 
+
+class TodoItem(TypedDict):
+    relevant_file: str
+    line_range: Tuple[int, int]
+    content: str
+
+
 class PRReviewHeader(str, Enum):
     REGULAR = "## PR Reviewer Guide"
     INCREMENTAL = "## Incremental PR Reviewer Guide"
 
+
 class ReasoningEffort(str, Enum):
     HIGH = "high"
     MEDIUM = "medium"
@@ -109,6 +120,7 @@ def unique_strings(input_list: List[str]) -> List[str]:
             seen.add(item)
     return unique_list
 
+
 def convert_to_markdown_v2(output_data: dict,
                            gfm_supported: bool = True,
                            incremental_review=None,
@@ -131,6 +143,7 @@ def convert_to_markdown_v2(output_data: dict,
         "Focused PR": "✨",
         "Relevant ticket": "🎫",
         "Security concerns": "🔒",
+        "Todo sections": "📝",
         "Insights from user's answers": "📝",
         "Code feedback": "🤖",
         "Estimated effort to review [1-5]": "⏱️",
@@ -151,6 +164,7 @@ def convert_to_markdown_v2(output_data: dict,
     if gfm_supported:
         markdown_text += "<table>\n"
 
+    todo_summary = output_data['review'].pop('todo_summary', '')
     for key, value in output_data['review'].items():
         if value is None or value == '' or value == {} or value == []:
             if key.lower() not in ['can_be_split', 'key_issues_to_review']:
@@ -209,6 +223,23 @@ def convert_to_markdown_v2(output_data: dict,
                     markdown_text += f"### {emoji} Security concerns\n\n"
                     value = emphasize_header(value.strip(), only_markdown=True)
                     markdown_text += f"{value}\n\n"
+        elif 'todo sections' in key_nice.lower():
+            if gfm_supported:
+                markdown_text += "<tr><td>"
+                if is_value_no(value):
+                    markdown_text += f"✅&nbsp;<strong>No TODO sections</strong>"
+                else:
+                    markdown_todo_items = format_todo_items(value, git_provider, gfm_supported)
+                    markdown_text += f"{emoji}&nbsp;<strong>TODO sections</strong>\n<br><br>\n"
+                    markdown_text += markdown_todo_items
+                markdown_text += "</td></tr>\n"
+            else:
+                if is_value_no(value):
+                    markdown_text += f"### ✅ No TODO sections\n\n"
+                else:
+                    markdown_todo_items = format_todo_items(value, git_provider, gfm_supported)
+                    markdown_text += f"### {emoji} TODO sections\n\n"
+                    markdown_text += markdown_todo_items
         elif 'can be split' in key_nice.lower():
             if gfm_supported:
                 markdown_text += f"<tr><td>"
@@ -945,12 +976,66 @@ def clip_tokens(text: str, max_tokens: int, add_three_dots=True, num_input_token
     """
     Clip the number of tokens in a string to a maximum number of tokens.
 
+    This function limits text to a specified token count by calculating the approximate
+    character-to-token ratio and truncating the text accordingly. A safety factor of 0.9
+    (10% reduction) is applied to ensure the result stays within the token limit.
+
     Args:
-        text (str): The string to clip.
+        text (str): The string to clip. If empty or None, returns the input unchanged.
         max_tokens (int): The maximum number of tokens allowed in the string.
-        add_three_dots (bool, optional): A boolean indicating whether to add three dots at the end of the clipped
+                         If negative, returns an empty string.
+        add_three_dots (bool, optional): Whether to add "\\n...(truncated)" at the end
+                                       of the clipped text to indicate truncation.
+                                       Defaults to True.
+        num_input_tokens (int, optional): Pre-computed number of tokens in the input text.
+                                        If provided, skips token encoding step for efficiency.
+                                        If None, tokens will be counted using TokenEncoder.
+                                        Defaults to None.
+        delete_last_line (bool, optional): Whether to remove the last line from the
+                                         clipped content before adding truncation indicator.
+                                         Useful for ensuring clean breaks at line boundaries.
+                                         Defaults to False.
+
     Returns:
-        str: The clipped string.
+        str: The clipped string. Returns original text if:
+             - Text is empty/None
+             - Token count is within limit
+             - An error occurs during processing
+
+             Returns empty string if max_tokens <= 0.
+
+    Examples:
+        Basic usage:
+        >>> text = "This is a sample text that might be too long"
+        >>> result = clip_tokens(text, max_tokens=10)
+        >>> print(result)
+        This is a sample...
+        (truncated)
+
+        Without truncation indicator:
+        >>> result = clip_tokens(text, max_tokens=10, add_three_dots=False)
+        >>> print(result)
+        This is a sample
+
+        With pre-computed token count:
+        >>> result = clip_tokens(text, max_tokens=5, num_input_tokens=15)
+        >>> print(result)
+        This...
+        (truncated)
+
+        With line deletion:
+        >>> multiline_text = "Line 1\\nLine 2\\nLine 3"
+        >>> result = clip_tokens(multiline_text, max_tokens=3, delete_last_line=True)
+        >>> print(result)
+        Line 1
+        Line 2
+        ...
+        (truncated)
+
+    Notes:
+        The function uses a safety factor of 0.9 (10% reduction) to ensure the
+        result stays within the token limit, as character-to-token ratios can vary.
+        If token encoding fails, the original text is returned with a warning logged.
     """
     if not text:
         return text
@@ -1235,7 +1320,7 @@ def process_description(description_full: str) -> Tuple[str, List]:
                         pattern_back = r'<details>\s*<summary><strong>(.*?)</strong><dd><code>(.*?)</code>.*?</summary>\s*<hr>\s*(.*?)\n\n\s*(.*?)</details>'
                         res = re.search(pattern_back, file_data, re.DOTALL)
                     if not res or res.lastindex != 4:
-                        pattern_back = r'<details>\s*<summary><strong>(.*?)</strong>\s*<dd><code>(.*?)</code>.*?</summary>\s*<hr>\s*(.*?)\s*-\s*(.*?)\s*</details>' # looking for hypen ('- ')
+                        pattern_back = r'<details>\s*<summary><strong>(.*?)</strong>\s*<dd><code>(.*?)</code>.*?</summary>\s*<hr>\s*(.*?)\s*-\s*(.*?)\s*</details>' # looking for hyphen ('- ')
                         res = re.search(pattern_back, file_data, re.DOTALL)
                     if res and res.lastindex == 4:
                         short_filename = res.group(1).strip()
@@ -1313,3 +1398,47 @@ def set_file_languages(diff_files) -> List[FilePatchInfo]:
         get_logger().exception(f"Failed to set file languages: {e}")
 
     return diff_files
+
+def format_todo_item(todo_item: TodoItem, git_provider, gfm_supported) -> str:
+    relevant_file = todo_item.get('relevant_file', '').strip()
+    line_number = todo_item.get('line_number', '')
+    content = todo_item.get('content', '')
+    reference_link = git_provider.get_line_link(relevant_file, line_number, line_number)
+    file_ref = f"{relevant_file} [{line_number}]"
+    if reference_link:
+        if gfm_supported:
+            file_ref = f"<a href='{reference_link}'>{file_ref}</a>"
+        else:
+            file_ref = f"[{file_ref}]({reference_link})"
+
+    if content:
+        return f"{file_ref}: {content.strip()}"
+    else:
+        # if content is empty, return only the file reference
+        return file_ref
+
+
+def format_todo_items(value: list[TodoItem] | TodoItem, git_provider, gfm_supported) -> str:
+    markdown_text = ""
+    MAX_ITEMS = 5 # limit the number of items to display
+    if gfm_supported:
+        if isinstance(value, list):
+            markdown_text += "<ul>\n"
+            if len(value) > MAX_ITEMS:
+                get_logger().debug(f"Truncating todo items to {MAX_ITEMS} items")
+                value = value[:MAX_ITEMS]
+            for todo_item in value:
+                markdown_text += f"<li>{format_todo_item(todo_item, git_provider, gfm_supported)}</li>\n"
+            markdown_text += "</ul>\n"
+        else:
+            markdown_text += f"<p>{format_todo_item(value, git_provider, gfm_supported)}</p>\n"
+    else:
+        if isinstance(value, list):
+            if len(value) > MAX_ITEMS:
+                get_logger().debug(f"Truncating todo items to {MAX_ITEMS} items")
+                value = value[:MAX_ITEMS]
+            for todo_item in value:
+                markdown_text += f"- {format_todo_item(todo_item, git_provider, gfm_supported)}\n"
+        else:
+            markdown_text += f"- {format_todo_item(value, git_provider, gfm_supported)}\n"
+    return markdown_text

pr_agent/config_loader.py

@@ -14,6 +14,7 @@ global_settings = Dynaconf(
     settings_files=[join(current_dir, f) for f in [
         "settings/configuration.toml",
         "settings/ignore.toml",
+        "settings/generated_code_ignore.toml",
         "settings/language_extensions.toml",
         "settings/pr_reviewer_prompts.toml",
         "settings/pr_questions_prompts.toml",
@@ -81,3 +82,62 @@ def _find_pyproject() -> Optional[Path]:
 pyproject_path = _find_pyproject()
 if pyproject_path is not None:
     get_settings().load_file(pyproject_path, env=f'tool.{PR_AGENT_TOML_KEY}')
+
+
+def apply_secrets_manager_config():
+    """
+    Retrieve configuration from AWS Secrets Manager and override existing settings
+    """
+    try:
+        # Dynamic imports to avoid circular dependency (secret_providers imports config_loader)
+        from pr_agent.secret_providers import get_secret_provider
+        from pr_agent.log import get_logger
+
+        secret_provider = get_secret_provider()
+        if not secret_provider:
+            return
+
+        if (hasattr(secret_provider, 'get_all_secrets') and
+            get_settings().get("CONFIG.SECRET_PROVIDER") == 'aws_secrets_manager'):
+            try:
+                secrets = secret_provider.get_all_secrets()
+                if secrets:
+                    apply_secrets_to_config(secrets)
+                    get_logger().info("Applied AWS Secrets Manager configuration")
+            except Exception as e:
+                get_logger().error(f"Failed to apply AWS Secrets Manager config: {e}")
+    except Exception as e:
+        try:
+            from pr_agent.log import get_logger
+            get_logger().debug(f"Secret provider not configured: {e}")
+        except:
+            # Fail completely silently if log module is not available
+            pass
+
+
+def apply_secrets_to_config(secrets: dict):
+    """
+    Apply secret dictionary to configuration
+    """
+    try:
+        # Dynamic import to avoid potential circular dependency
+        from pr_agent.log import get_logger
+    except:
+        def get_logger():
+            class DummyLogger:
+                def debug(self, msg): pass
+            return DummyLogger()
+
+    for key, value in secrets.items():
+        if '.' in key:  # nested key like "openai.key"
+            parts = key.split('.')
+            if len(parts) == 2:
+                section, setting = parts
+                section_upper = section.upper()
+                setting_upper = setting.upper()
+
+                # Set only when no existing value (prioritize environment variables)
+                current_value = get_settings().get(f"{section_upper}.{setting_upper}")
+                if current_value is None or current_value == "":
+                    get_settings().set(f"{section_upper}.{setting_upper}", value)
+                    get_logger().debug(f"Set {section}.{setting} from AWS Secrets Manager")

pr_agent/git_providers/__init__.py

@@ -8,9 +8,11 @@ from pr_agent.git_providers.bitbucket_server_provider import \
 from pr_agent.git_providers.codecommit_provider import CodeCommitProvider
 from pr_agent.git_providers.gerrit_provider import GerritProvider
 from pr_agent.git_providers.git_provider import GitProvider
+from pr_agent.git_providers.gitea_provider import GiteaProvider
 from pr_agent.git_providers.github_provider import GithubProvider
 from pr_agent.git_providers.gitlab_provider import GitLabProvider
 from pr_agent.git_providers.local_git_provider import LocalGitProvider
+from pr_agent.git_providers.gitea_provider import GiteaProvider
 
 _GIT_PROVIDERS = {
     'github': GithubProvider,
@@ -21,6 +23,7 @@ _GIT_PROVIDERS = {
     'codecommit': CodeCommitProvider,
     'local': LocalGitProvider,
     'gerrit': GerritProvider,
+    'gitea': GiteaProvider
 }
 
 

pr_agent/git_providers/azuredevops_provider.py

@@ -22,6 +22,7 @@ try:
     from azure.devops.connection import Connection
     # noinspection PyUnresolvedReferences
     from azure.devops.released.git import (Comment, CommentThread, GitPullRequest, GitVersionDescriptor, GitClient, CommentThreadContext, CommentPosition)
+    from azure.devops.released.work_item_tracking import WorkItemTrackingClient
     # noinspection PyUnresolvedReferences
     from azure.identity import DefaultAzureCredential
     from msrest.authentication import BasicAuthentication
@@ -39,7 +40,7 @@ class AzureDevopsProvider(GitProvider):
                 "Azure DevOps provider is not available. Please install the required dependencies."
             )
 
-        self.azure_devops_client = self._get_azure_devops_client()
+        self.azure_devops_client, self.azure_devops_board_client = self._get_azure_devops_client()
         self.diff_files = None
         self.workspace_slug = None
         self.repo_slug = None
@@ -566,7 +567,7 @@ class AzureDevopsProvider(GitProvider):
         return workspace_slug, repo_slug, pr_number
 
     @staticmethod
-    def _get_azure_devops_client() -> GitClient:
+    def _get_azure_devops_client() -> Tuple[GitClient, WorkItemTrackingClient]:
         org = get_settings().azure_devops.get("org", None)
         pat = get_settings().azure_devops.get("pat", None)
 
@@ -588,13 +589,12 @@ class AzureDevopsProvider(GitProvider):
                 get_logger().error(f"No PAT found in settings, and Azure Default Authentication failed, error: {e}")
                 raise
 
-        credentials = BasicAuthentication("", auth_token)
-
         credentials = BasicAuthentication("", auth_token)
         azure_devops_connection = Connection(base_url=org, creds=credentials)
         azure_devops_client = azure_devops_connection.clients.get_git_client()
+        azure_devops_board_client = azure_devops_connection.clients.get_work_item_tracking_client()
 
-        return azure_devops_client
+        return azure_devops_client, azure_devops_board_client
 
     def _get_repo(self):
         if self.repo is None:
@@ -618,7 +618,7 @@ class AzureDevopsProvider(GitProvider):
             return pr_id
         except Exception as e:
             if get_settings().config.verbosity_level >= 2:
-                get_logger().info(f"Failed to get pr id, error: {e}")
+                get_logger().info(f"Failed to get PR id, error: {e}")
             return ""
 
     def publish_file_comments(self, file_comments: list) -> bool:
@@ -635,4 +635,50 @@ class AzureDevopsProvider(GitProvider):
         last = commits[0]
         url = self.azure_devops_client.normalized_url + "/" + self.workspace_slug + "/_git/" + self.repo_slug + "/commit/" + last.commit_id
         return url
-    
+
+    def get_linked_work_items(self) -> list:
+        """
+        Get linked work items from the PR.
+        """
+        try:
+            work_items = self.azure_devops_client.get_pull_request_work_item_refs(
+                project=self.workspace_slug,
+                repository_id=self.repo_slug,
+                pull_request_id=self.pr_num,
+            )
+            ids = [work_item.id for work_item in work_items]
+            if not work_items:
+                return []
+            items = self.get_work_items(ids)
+            return items
+        except Exception as e:
+            get_logger().exception(f"Failed to get linked work items, error: {e}")
+            return []
+
+    def get_work_items(self, work_item_ids: list) -> list:
+        """
+        Get work items by their IDs.
+        """
+        try:
+            raw_work_items = self.azure_devops_board_client.get_work_items(
+                project=self.workspace_slug,
+                ids=work_item_ids,
+            )
+            work_items = []
+            for item in raw_work_items:
+                work_items.append(
+                    {
+                        "id": item.id,
+                        "title": item.fields.get("System.Title", ""),
+                        "url": item.url,
+                        "body": item.fields.get("System.Description", ""),
+                        "acceptance_criteria": item.fields.get(
+                            "Microsoft.VSTS.Common.AcceptanceCriteria", ""
+                        ),
+                        "tags": item.fields.get("System.Tags", "").split("; ") if item.fields.get("System.Tags") else [],
+                    }
+                )
+            return work_items
+        except Exception as e:
+            get_logger().exception(f"Failed to get work items, error: {e}")
+            return []

pr_agent/git_providers/bitbucket_server_provider.py

@@ -86,7 +86,7 @@ class BitbucketServerProvider(GitProvider):
 
     def get_repo_settings(self):
         try:
-            content = self.bitbucket_client.get_content_of_file(self.workspace_slug, self.repo_slug, ".pr_agent.toml", self.get_pr_branch())
+            content = self.bitbucket_client.get_content_of_file(self.workspace_slug, self.repo_slug, ".pr_agent.toml")
 
             return content
         except Exception as e:

pr_agent/git_providers/gitea_provider.py

@@ -0,0 +1,998 @@
+import hashlib
+import json
+from typing import Any, Dict, List, Optional, Set, Tuple
+from urllib.parse import urlparse
+
+import giteapy
+from giteapy.rest import ApiException
+
+from pr_agent.algo.file_filter import filter_ignored
+from pr_agent.algo.language_handler import is_valid_file
+from pr_agent.algo.types import EDIT_TYPE
+from pr_agent.algo.utils import (clip_tokens,
+                                 find_line_number_of_relevant_line_in_file)
+from pr_agent.config_loader import get_settings
+from pr_agent.git_providers.git_provider import (MAX_FILES_ALLOWED_FULL,
+                                                 FilePatchInfo, GitProvider,
+                                                 IncrementalPR)
+from pr_agent.log import get_logger
+
+
+class GiteaProvider(GitProvider):
+    def __init__(self, url: Optional[str] = None):
+        super().__init__()
+        self.logger = get_logger()
+
+        if not url:
+            self.logger.error("PR URL not provided.")
+            raise ValueError("PR URL not provided.")
+
+        self.base_url = get_settings().get("GITEA.URL", "https://gitea.com").rstrip("/")
+        self.pr_url = ""
+        self.issue_url = ""
+
+        gitea_access_token = get_settings().get("GITEA.PERSONAL_ACCESS_TOKEN", None)
+        if not gitea_access_token:
+            self.logger.error("Gitea access token not found in settings.")
+            raise ValueError("Gitea access token not found in settings.")
+
+        self.repo_settings = get_settings().get("GITEA.REPO_SETTING", None)
+        configuration = giteapy.Configuration()
+        configuration.host = "{}/api/v1".format(self.base_url)
+        configuration.api_key['Authorization'] = f'token {gitea_access_token}'
+
+        if get_settings().get("GITEA.SKIP_SSL_VERIFICATION", False):
+            configuration.verify_ssl = False
+
+        # Use custom cert (self-signed)
+        configuration.ssl_ca_cert = get_settings().get("GITEA.SSL_CA_CERT", None)
+
+        client = giteapy.ApiClient(configuration)
+        self.repo_api = RepoApi(client)
+        self.owner = None
+        self.repo = None
+        self.pr_number = None
+        self.issue_number = None
+        self.max_comment_chars = 65000
+        self.enabled_pr = False
+        self.enabled_issue = False
+        self.temp_comments = []
+        self.pr = None
+        self.git_files = []
+        self.file_contents = {}
+        self.file_diffs = {}
+        self.sha = None
+        self.diff_files = []
+        self.incremental = IncrementalPR(False)
+        self.comments_list = []
+        self.unreviewed_files_set = dict()
+
+        if "pulls" in url:
+            self.pr_url = url
+            self.__set_repo_and_owner_from_pr()
+            self.enabled_pr = True
+            self.pr = self.repo_api.get_pull_request(
+                owner=self.owner,
+                repo=self.repo,
+                pr_number=self.pr_number
+            )
+            self.git_files = self.repo_api.get_change_file_pull_request(
+                owner=self.owner,
+                repo=self.repo,
+                pr_number=self.pr_number
+            )
+            # Optional ignore with user custom
+            self.git_files = filter_ignored(self.git_files, platform="gitea")
+
+            self.sha = self.pr.head.sha if self.pr.head.sha else ""
+            self.__add_file_content()
+            self.__add_file_diff()
+            self.pr_commits = self.repo_api.list_all_commits(
+                owner=self.owner,
+                repo=self.repo
+            )
+            self.last_commit = self.pr_commits[-1]
+            self.base_sha = self.pr.base.sha if self.pr.base.sha else ""
+            self.base_ref = self.pr.base.ref if self.pr.base.ref else ""
+        elif "issues" in url:
+            self.issue_url = url
+            self.__set_repo_and_owner_from_issue()
+            self.enabled_issue = True
+        else:
+            self.pr_commits = None
+
+    def __add_file_content(self):
+        for file in self.git_files:
+            file_path = file.get("filename")
+            # Ignore file from default settings
+            if not is_valid_file(file_path):
+                continue
+
+            if file_path and self.sha:
+                try:
+                    content = self.repo_api.get_file_content(
+                        owner=self.owner,
+                        repo=self.repo,
+                        commit_sha=self.sha,
+                        filepath=file_path
+                    )
+                    self.file_contents[file_path] = content
+                except ApiException as e:
+                    self.logger.error(f"Error getting file content for {file_path}: {str(e)}")
+                    self.file_contents[file_path] = ""
+
+    def __add_file_diff(self):
+        try:
+            diff_contents = self.repo_api.get_pull_request_diff(
+                    owner=self.owner,
+                    repo=self.repo,
+                    pr_number=self.pr_number
+            )
+
+            lines = diff_contents.splitlines()
+            current_file = None
+            current_patch = []
+            file_patches = {}
+            for line in lines:
+                if line.startswith('diff --git'):
+                    if current_file and current_patch:
+                        file_patches[current_file] = '\n'.join(current_patch)
+                        current_patch = []
+                    current_file = line.split(' b/')[-1]
+                elif line.startswith('@@'):
+                    current_patch = [line]
+                elif current_patch:
+                    current_patch.append(line)
+
+            if current_file and current_patch:
+                file_patches[current_file] = '\n'.join(current_patch)
+
+            self.file_diffs = file_patches
+        except Exception as e:
+            self.logger.error(f"Error getting diff content: {str(e)}")
+
+    def _parse_pr_url(self, pr_url: str) -> Tuple[str, str, int]:
+        parsed_url = urlparse(pr_url)
+
+        if parsed_url.path.startswith('/api/v1'):
+            parsed_url = urlparse(pr_url.replace("/api/v1", ""))
+
+        path_parts = parsed_url.path.strip('/').split('/')
+        if len(path_parts) < 4 or path_parts[2] != 'pulls':
+            raise ValueError("The provided URL does not appear to be a Gitea PR URL")
+
+        try:
+            pr_number = int(path_parts[3])
+        except ValueError as e:
+            raise ValueError("Unable to convert PR number to integer") from e
+
+        owner = path_parts[0]
+        repo = path_parts[1]
+
+        return owner, repo, pr_number
+
+    def _parse_issue_url(self, issue_url: str) -> Tuple[str, str, int]:
+        parsed_url = urlparse(issue_url)
+
+        if parsed_url.path.startswith('/api/v1'):
+            parsed_url = urlparse(issue_url.replace("/api/v1", ""))
+
+        path_parts = parsed_url.path.strip('/').split('/')
+        if len(path_parts) < 4 or path_parts[2] != 'issues':
+            raise ValueError("The provided URL does not appear to be a Gitea issue URL")
+
+        try:
+            issue_number = int(path_parts[3])
+        except ValueError as e:
+            raise ValueError("Unable to convert issue number to integer") from e
+
+        owner = path_parts[0]
+        repo = path_parts[1]
+
+        return owner, repo, issue_number
+
+    def __set_repo_and_owner_from_pr(self):
+        """Extract owner and repo from the PR URL"""
+        try:
+            owner, repo, pr_number = self._parse_pr_url(self.pr_url)
+            self.owner = owner
+            self.repo = repo
+            self.pr_number = pr_number
+            self.logger.info(f"Owner: {self.owner}, Repo: {self.repo}, PR Number: {self.pr_number}")
+        except ValueError as e:
+            self.logger.error(f"Error parsing PR URL: {str(e)}")
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {str(e)}")
+
+    def __set_repo_and_owner_from_issue(self):
+        """Extract owner and repo from the issue URL"""
+        try:
+            owner, repo, issue_number = self._parse_issue_url(self.issue_url)
+            self.owner = owner
+            self.repo = repo
+            self.issue_number = issue_number
+            self.logger.info(f"Owner: {self.owner}, Repo: {self.repo}, Issue Number: {self.issue_number}")
+        except ValueError as e:
+            self.logger.error(f"Error parsing issue URL: {str(e)}")
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {str(e)}")
+
+    def get_pr_url(self) -> str:
+        return self.pr_url
+
+    def get_issue_url(self) -> str:
+        return self.issue_url
+
+    def publish_comment(self, comment: str,is_temporary: bool = False) -> None:
+        """Publish a comment to the pull request"""
+        if is_temporary and not get_settings().config.publish_output_progress:
+            get_logger().debug(f"Skipping publish_comment for temporary comment")
+            return None
+
+        if self.enabled_issue:
+            index = self.issue_number
+        elif self.enabled_pr:
+            index = self.pr_number
+        else:
+            self.logger.error("Neither PR nor issue URL provided.")
+            return None
+
+        comment = self.limit_output_characters(comment, self.max_comment_chars)
+        response = self.repo_api.create_comment(
+            owner=self.owner,
+            repo=self.repo,
+            index=index,
+            comment=comment
+        )
+
+        if not response:
+            self.logger.error("Failed to publish comment")
+            return None
+
+        if is_temporary:
+            self.temp_comments.append(comment)
+
+        comment_obj = {
+            "is_temporary": is_temporary,
+            "comment": comment,
+            "comment_id": response.id if isinstance(response, tuple) else response.id
+        }
+        self.comments_list.append(comment_obj)
+        self.logger.info("Comment published")
+        return comment_obj
+
+    def edit_comment(self, comment, body : str):
+        body = self.limit_output_characters(body, self.max_comment_chars)
+        try:
+            self.repo_api.edit_comment(
+                owner=self.owner,
+                repo=self.repo,
+                comment_id=comment.get("comment_id") if isinstance(comment, dict) else comment.id,
+                comment=body
+            )
+        except ApiException as e:
+            self.logger.error(f"Error editing comment: {e}")
+            return None
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return None
+
+
+    def publish_inline_comment(self,body: str, relevant_file: str, relevant_line_in_file: str, original_suggestion=None):
+        """Publish an inline comment on a specific line"""
+        body = self.limit_output_characters(body, self.max_comment_chars)
+        position, absolute_position = find_line_number_of_relevant_line_in_file(self.diff_files,
+                                                                                relevant_file.strip('`'),
+                                                                                relevant_line_in_file,
+                                                                                )
+        if position == -1:
+            get_logger().info(f"Could not find position for {relevant_file} {relevant_line_in_file}")
+            subject_type = "FILE"
+        else:
+            subject_type = "LINE"
+
+        path = relevant_file.strip()
+        payload = dict(body=body, path=path, old_position=position,new_position = absolute_position) if subject_type == "LINE" else {}
+        self.publish_inline_comments([payload])
+
+
+    def publish_inline_comments(self, comments: List[Dict[str, Any]],body : str = "Inline comment") -> None:
+        response = self.repo_api.create_inline_comment(
+            owner=self.owner,
+            repo=self.repo,
+            pr_number=self.pr_number if self.enabled_pr else self.issue_number,
+            body=body,
+            commit_id=self.last_commit.sha if self.last_commit else "",
+            comments=comments
+        )
+
+        if not response:
+            self.logger.error("Failed to publish inline comment")
+            return None
+
+        self.logger.info("Inline comment published")
+
+    def publish_code_suggestions(self, suggestions: List[Dict[str, Any]]):
+        """Publish code suggestions"""
+        for suggestion in suggestions:
+            body = suggestion.get("body","")
+            if not body:
+                self.logger.error("No body provided for the suggestion")
+                continue
+
+            path = suggestion.get("relevant_file","")
+            new_position = suggestion.get("relevant_lines_start",0)
+            old_position = suggestion.get("relevant_lines_start",0) if "original_suggestion" not in suggestion else suggestion["original_suggestion"].get("relevant_lines_start",0)
+            title_body = suggestion["original_suggestion"].get("suggestion_content","") if "original_suggestion" in suggestion else ""
+            payload = dict(body=body, path=path, old_position=old_position,new_position = new_position)
+            if title_body:
+                title_body = f"**Suggestion:** {title_body}"
+                self.publish_inline_comments([payload],title_body)
+            else:
+                self.publish_inline_comments([payload])
+
+    def add_eyes_reaction(self, issue_comment_id: int, disable_eyes: bool = False) -> Optional[int]:
+        """Add eyes reaction to a comment"""
+        try:
+            if disable_eyes:
+                return None
+
+            comments = self.repo_api.list_all_comments(
+                owner=self.owner,
+                repo=self.repo,
+                index=self.pr_number if self.enabled_pr else self.issue_number
+            )
+
+            comment_ids = [comment.id for comment in comments]
+            if issue_comment_id not in comment_ids:
+                self.logger.error(f"Comment ID {issue_comment_id} not found. Available IDs: {comment_ids}")
+                return None
+
+            response = self.repo_api.add_reaction_comment(
+                owner=self.owner,
+                repo=self.repo,
+                comment_id=issue_comment_id,
+                reaction="eyes"
+            )
+
+            if not response:
+                self.logger.error("Failed to add eyes reaction")
+                return None
+
+            return response[0].id if isinstance(response, tuple) else response.id
+
+        except ApiException as e:
+            self.logger.error(f"Error adding eyes reaction: {e}")
+            return None
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return None
+
+    def remove_reaction(self, comment_id: int) -> None:
+        """Remove reaction from a comment"""
+        try:
+            response = self.repo_api.remove_reaction_comment(
+                owner=self.owner,
+                repo=self.repo,
+                comment_id=comment_id
+            )
+            if not response:
+                self.logger.error("Failed to remove reaction")
+        except ApiException as e:
+            self.logger.error(f"Error removing reaction: {e}")
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+
+    def get_commit_messages(self)-> str:
+        """Get commit messages for the PR"""
+        max_tokens = get_settings().get("CONFIG.MAX_COMMITS_TOKENS", None)
+        pr_commits = self.repo_api.get_pr_commits(
+            owner=self.owner,
+            repo=self.repo,
+            pr_number=self.pr_number
+        )
+
+        if not pr_commits:
+            self.logger.error("Failed to get commit messages")
+            return ""
+
+        try:
+            commit_messages = [commit["commit"]["message"] for commit in pr_commits if commit]
+
+            if not commit_messages:
+                self.logger.error("No commit messages found")
+                return ""
+
+            commit_message = "".join(commit_messages)
+            if max_tokens:
+                commit_message = clip_tokens(commit_message, max_tokens)
+
+            return commit_message
+        except Exception as e:
+            self.logger.error(f"Error processing commit messages: {str(e)}")
+            return ""
+
+    def _get_file_content_from_base(self, filename: str) -> str:
+        return self.repo_api.get_file_content(
+            owner=self.owner,
+            repo=self.repo,
+            commit_sha=self.base_sha,
+            filepath=filename
+        )
+
+    def _get_file_content_from_latest_commit(self, filename: str) -> str:
+        return self.repo_api.get_file_content(
+            owner=self.owner,
+            repo=self.repo,
+            commit_sha=self.last_commit.sha,
+            filepath=filename
+        )
+
+    def get_diff_files(self) -> List[FilePatchInfo]:
+        """Get files that were modified in the PR"""
+        if self.diff_files:
+            return self.diff_files
+
+        invalid_files_names = []
+        counter_valid = 0
+        diff_files = []
+        for file in self.git_files:
+            filename = file.get("filename")
+            if not filename:
+                continue
+
+            if not is_valid_file(filename):
+                invalid_files_names.append(filename)
+                continue
+
+            counter_valid += 1
+            avoid_load = False
+            patch = self.file_diffs.get(filename,"")
+            head_file = ""
+            base_file = ""
+
+            if counter_valid >= MAX_FILES_ALLOWED_FULL and patch and not self.incremental.is_incremental:
+                avoid_load = True
+                if counter_valid == MAX_FILES_ALLOWED_FULL:
+                    self.logger.info("Too many files in PR, will avoid loading full content for rest of files")
+
+            if avoid_load:
+                head_file = ""
+            else:
+                # Get file content from this pr
+                head_file = self.file_contents.get(filename,"")
+
+            if self.incremental.is_incremental and self.unreviewed_files_set:
+                base_file = self._get_file_content_from_latest_commit(filename)
+                self.unreviewed_files_set[filename] = patch
+            else:
+                if avoid_load:
+                    base_file = ""
+                else:
+                    base_file = self._get_file_content_from_base(filename)
+
+            num_plus_lines = file.get("additions",0)
+            num_minus_lines = file.get("deletions",0)
+            status = file.get("status","")
+
+            if status == 'added':
+                edit_type = EDIT_TYPE.ADDED
+            elif status == 'removed' or status == 'deleted':
+                edit_type = EDIT_TYPE.DELETED
+            elif status == 'renamed':
+                edit_type = EDIT_TYPE.RENAMED
+            elif status == 'modified' or status == 'changed':
+                edit_type = EDIT_TYPE.MODIFIED
+            else:
+                self.logger.error(f"Unknown edit type: {status}")
+                edit_type = EDIT_TYPE.UNKNOWN
+
+            file_patch_info = FilePatchInfo(
+                base_file=base_file,
+                head_file=head_file,
+                patch=patch,
+                filename=filename,
+                num_minus_lines=num_minus_lines,
+                num_plus_lines=num_plus_lines,
+                edit_type=edit_type
+            )
+            diff_files.append(file_patch_info)
+
+        if invalid_files_names:
+            self.logger.info(f"Filtered out files with invalid extensions: {invalid_files_names}")
+
+        self.diff_files = diff_files
+        return diff_files
+
+    def get_line_link(self, relevant_file, relevant_line_start, relevant_line_end = None) -> str:
+        if relevant_line_start == -1:
+            link = f"{self.base_url}/{self.owner}/{self.repo}/src/branch/{self.get_pr_branch()}/{relevant_file}"
+        elif relevant_line_end:
+            link = f"{self.base_url}/{self.owner}/{self.repo}/src/branch/{self.get_pr_branch()}/{relevant_file}#L{relevant_line_start}-L{relevant_line_end}"
+        else:
+            link = f"{self.base_url}/{self.owner}/{self.repo}/src/branch/{self.get_pr_branch()}/{relevant_file}#L{relevant_line_start}"
+
+        self.logger.info(f"Generated link: {link}")
+        return link
+
+    def get_files(self) -> List[Dict[str, Any]]:
+        """Get all files in the PR"""
+        return [file.get("filename","") for file in self.git_files]
+
+    def get_num_of_files(self) -> int:
+        """Get number of files changed in the PR"""
+        return len(self.git_files)
+
+    def get_issue_comments(self) -> List[Dict[str, Any]]:
+        """Get all comments in the PR"""
+        index = self.issue_number if self.enabled_issue else self.pr_number
+        comments = self.repo_api.list_all_comments(
+            owner=self.owner,
+            repo=self.repo,
+            index=index
+        )
+        if not comments:
+            self.logger.error("Failed to get comments")
+            return []
+
+        return comments
+
+    def get_languages(self) -> Set[str]:
+        """Get programming languages used in the repository"""
+        languages = self.repo_api.get_languages(
+            owner=self.owner,
+            repo=self.repo
+        )
+
+        return languages
+
+    def get_pr_branch(self) -> str:
+        """Get the branch name of the PR"""
+        if not self.pr:
+            self.logger.error("Failed to get PR branch")
+            return ""
+        
+        if not self.pr.head:
+            self.logger.error("PR head not found")
+            return ""
+
+        return self.pr.head.ref if self.pr.head.ref else ""
+
+    def get_pr_description_full(self) -> str:
+        """Get full PR description with metadata"""
+        if not self.pr:
+            self.logger.error("Failed to get PR description")
+            return ""
+
+        return self.pr.body if self.pr.body else ""
+
+    def get_pr_labels(self,update=False) -> List[str]:
+        """Get labels assigned to the PR"""
+        if not update:
+            if not self.pr.labels:
+                self.logger.error("Failed to get PR labels")
+                return []
+            return [label.name for label in self.pr.labels]
+
+        labels = self.repo_api.get_issue_labels(
+            owner=self.owner,
+            repo=self.repo,
+            issue_number=self.pr_number
+        )
+        if not labels:
+            self.logger.error("Failed to get PR labels")
+            return []
+
+        return [label.name for label in labels]
+
+    def get_repo_settings(self) -> str:
+        """Get repository settings"""
+        if not self.repo_settings:
+            self.logger.error("Repository settings not found")
+            return ""
+
+        response = self.repo_api.get_file_content(
+            owner=self.owner,
+            repo=self.repo,
+            commit_sha=self.sha,
+            filepath=self.repo_settings
+        )
+        if not response:
+            self.logger.error("Failed to get repository settings")
+            return ""
+
+        return response
+
+    def get_user_id(self) -> str:
+        """Get the ID of the authenticated user"""
+        return f"{self.pr.user.id}" if self.pr else ""
+
+    def is_supported(self, capability) -> bool:
+        """Check if the provider is supported"""
+        return True
+
+    def publish_description(self, pr_title: str, pr_body: str) -> None:
+        """Publish PR description"""
+        response = self.repo_api.edit_pull_request(
+            owner=self.owner,
+            repo=self.repo,
+            pr_number=self.pr_number if self.enabled_pr else self.issue_number,
+            title=pr_title,
+            body=pr_body
+        )
+
+        if not response:
+            self.logger.error("Failed to publish PR description")
+            return None
+
+        self.logger.info("PR description published successfully")
+        if self.enabled_pr:
+            self.pr = self.repo_api.get_pull_request(
+                owner=self.owner,
+                repo=self.repo,
+                pr_number=self.pr_number
+            )
+
+    def publish_labels(self, labels: List[int]) -> None:
+        """Publish labels to the PR"""
+        if not labels:
+            self.logger.error("No labels provided to publish")
+            return None
+
+        response = self.repo_api.add_labels(
+            owner=self.owner,
+            repo=self.repo,
+            issue_number=self.pr_number if self.enabled_pr else self.issue_number,
+            labels=labels
+        )
+
+        if response:
+            self.logger.info("Labels added successfully")
+
+    def remove_comment(self, comment) -> None:
+        """Remove a specific comment"""
+        if not comment:
+            return
+
+        try:
+            comment_id = comment.get("comment_id") if isinstance(comment, dict) else comment.id
+            if not comment_id:
+                self.logger.error("Comment ID not found")
+                return None
+            self.repo_api.remove_comment(
+                owner=self.owner,
+                repo=self.repo,
+                comment_id=comment_id
+            )
+
+            if self.comments_list and comment in self.comments_list:
+                self.comments_list.remove(comment)
+
+            self.logger.info(f"Comment removed successfully: {comment}")
+        except ApiException as e:
+            self.logger.error(f"Error removing comment: {e}")
+            raise e
+
+    def remove_initial_comment(self) -> None:
+        """Remove the initial comment"""
+        for comment in self.comments_list:
+            try:
+                if not comment.get("is_temporary"):
+                    continue
+                self.remove_comment(comment)
+            except Exception as e:
+                self.logger.error(f"Error removing comment: {e}")
+                continue
+            self.logger.info(f"Removed initial comment: {comment.get('comment_id')}")
+
+
+class RepoApi(giteapy.RepositoryApi):
+    def __init__(self, client: giteapy.ApiClient):
+        self.repository = giteapy.RepositoryApi(client)
+        self.issue = giteapy.IssueApi(client)
+        self.logger = get_logger()
+        super().__init__(client)
+
+    def create_inline_comment(self, owner: str, repo: str, pr_number: int, body : str ,commit_id : str, comments: List[Dict[str, Any]]) -> None:
+        body = {
+            "body": body,
+            "comments": comments,
+            "commit_id": commit_id,
+        }
+        return self.api_client.call_api(
+            '/repos/{owner}/{repo}/pulls/{pr_number}/reviews',
+            'POST',
+            path_params={'owner': owner, 'repo': repo, 'pr_number': pr_number},
+            body=body,
+            response_type='Repository',
+            auth_settings=['AuthorizationHeaderToken']
+        )
+
+    def create_comment(self, owner: str, repo: str, index: int, comment: str):
+        body = {
+            "body": comment
+        }
+        return self.issue.issue_create_comment(
+            owner=owner,
+            repo=repo,
+            index=index,
+            body=body
+        )
+
+    def edit_comment(self, owner: str, repo: str, comment_id: int, comment: str):
+        body = {
+            "body": comment
+        }
+        return self.issue.issue_edit_comment(
+            owner=owner,
+            repo=repo,
+            id=comment_id,
+            body=body
+        )
+
+    def remove_comment(self, owner: str, repo: str, comment_id: int):
+        return self.issue.issue_delete_comment(
+            owner=owner,
+            repo=repo,
+            id=comment_id
+        )
+
+    def list_all_comments(self, owner: str, repo: str, index: int):
+        return self.issue.issue_get_comments(
+            owner=owner,
+            repo=repo,
+            index=index
+        )
+
+    def get_pull_request_diff(self, owner: str, repo: str, pr_number: int) -> str:
+        """Get the diff content of a pull request using direct API call"""
+        try:
+            token = self.api_client.configuration.api_key.get('Authorization', '').replace('token ', '')
+            url = f'/repos/{owner}/{repo}/pulls/{pr_number}.diff'
+            if token:
+                url = f'{url}?token={token}'
+
+            response = self.api_client.call_api(
+                url,
+                'GET',
+                path_params={},
+                response_type=None,
+                _return_http_data_only=False,
+                _preload_content=False
+            )
+
+            if hasattr(response, 'data'):
+                raw_data = response.data.read()
+                return raw_data.decode('utf-8')
+            elif isinstance(response, tuple):
+                raw_data = response[0].read()
+                return raw_data.decode('utf-8')
+            else:
+                error_msg = f"Unexpected response format received from API: {type(response)}"
+                self.logger.error(error_msg)
+                raise RuntimeError(error_msg)
+
+        except ApiException as e:
+            self.logger.error(f"Error getting diff: {str(e)}")
+            raise e
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {str(e)}")
+            raise e
+
+    def get_pull_request(self, owner: str, repo: str, pr_number: int):
+        """Get pull request details including description"""
+        return self.repository.repo_get_pull_request(
+            owner=owner,
+            repo=repo,
+            index=pr_number
+        )
+
+    def edit_pull_request(self, owner: str, repo: str, pr_number: int,title : str, body: str):
+        """Edit pull request description"""
+        body = {
+            "body": body,
+            "title" : title
+        }
+        return self.repository.repo_edit_pull_request(
+            owner=owner,
+            repo=repo,
+            index=pr_number,
+            body=body
+        )
+
+    def get_change_file_pull_request(self, owner: str, repo: str, pr_number: int):
+        """Get changed files in the pull request"""
+        try:
+            token = self.api_client.configuration.api_key.get('Authorization', '').replace('token ', '')
+            url = f'/repos/{owner}/{repo}/pulls/{pr_number}/files'
+            if token:
+                url = f'{url}?token={token}'
+
+            response = self.api_client.call_api(
+                url,
+                'GET',
+                path_params={},
+                response_type=None,
+                _return_http_data_only=False,
+                _preload_content=False
+            )
+
+            if hasattr(response, 'data'):
+                raw_data = response.data.read()
+                diff_content = raw_data.decode('utf-8')
+                return json.loads(diff_content) if isinstance(diff_content, str) else diff_content
+            elif isinstance(response, tuple):
+                raw_data = response[0].read()
+                diff_content = raw_data.decode('utf-8')
+                return json.loads(diff_content) if isinstance(diff_content, str) else diff_content
+
+            return []
+
+        except ApiException as e:
+            self.logger.error(f"Error getting changed files: {e}")
+            return []
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return []
+
+    def get_languages(self, owner: str, repo: str):
+        """Get programming languages used in the repository"""
+        try:
+            token = self.api_client.configuration.api_key.get('Authorization', '').replace('token ', '')
+            url = f'/repos/{owner}/{repo}/languages'
+            if token:
+                url = f'{url}?token={token}'
+
+            response = self.api_client.call_api(
+                url,
+                'GET',
+                path_params={},
+                response_type=None,
+                _return_http_data_only=False,
+                _preload_content=False
+            )
+
+            if hasattr(response, 'data'):
+                raw_data = response.data.read()
+                return json.loads(raw_data.decode('utf-8'))
+            elif isinstance(response, tuple):
+                raw_data = response[0].read()
+                return json.loads(raw_data.decode('utf-8'))
+
+            return {}
+
+        except ApiException as e:
+            self.logger.error(f"Error getting languages: {e}")
+            return {}
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return {}
+
+    def get_file_content(self, owner: str, repo: str, commit_sha: str, filepath: str) -> str:
+        """Get raw file content from a specific commit"""
+
+        try:
+            token = self.api_client.configuration.api_key.get('Authorization', '').replace('token ', '')
+            url = f'/repos/{owner}/{repo}/raw/{filepath}'
+            if token:
+                url = f'{url}?token={token}&ref={commit_sha}'
+
+            response = self.api_client.call_api(
+                url,
+                'GET',
+                path_params={},
+                response_type=None,
+                _return_http_data_only=False,
+                _preload_content=False
+            )
+
+            if hasattr(response, 'data'):
+                raw_data = response.data.read()
+                return raw_data.decode('utf-8')
+            elif isinstance(response, tuple):
+                raw_data = response[0].read()
+                return raw_data.decode('utf-8')
+
+            return ""
+
+        except ApiException as e:
+            self.logger.error(f"Error getting file: {filepath}, content: {e}")
+            return ""
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return ""
+
+    def get_issue_labels(self, owner: str, repo: str, issue_number: int):
+        """Get labels assigned to the issue"""
+        return self.issue.issue_get_labels(
+            owner=owner,
+            repo=repo,
+            index=issue_number
+        )
+
+    def list_all_commits(self, owner: str, repo: str):
+        return self.repository.repo_get_all_commits(
+            owner=owner,
+            repo=repo
+        )
+
+    def add_reviewer(self, owner: str, repo: str, pr_number: int, reviewers: List[str]):
+        body = {
+            "reviewers": reviewers
+        }
+        return self.api_client.call_api(
+            '/repos/{owner}/{repo}/pulls/{pr_number}/requested_reviewers',
+            'POST',
+            path_params={'owner': owner, 'repo': repo, 'pr_number': pr_number},
+            body=body,
+            response_type='Repository',
+            auth_settings=['AuthorizationHeaderToken']
+        )
+
+    def add_reaction_comment(self, owner: str, repo: str, comment_id: int, reaction: str):
+        body = {
+            "content": reaction
+        }
+        return self.api_client.call_api(
+            '/repos/{owner}/{repo}/issues/comments/{id}/reactions',
+            'POST',
+            path_params={'owner': owner, 'repo': repo, 'id': comment_id},
+            body=body,
+            response_type='Repository',
+            auth_settings=['AuthorizationHeaderToken']
+        )
+
+    def remove_reaction_comment(self, owner: str, repo: str, comment_id: int):
+        return self.api_client.call_api(
+            '/repos/{owner}/{repo}/issues/comments/{id}/reactions',
+            'DELETE',
+            path_params={'owner': owner, 'repo': repo, 'id': comment_id},
+            response_type='Repository',
+            auth_settings=['AuthorizationHeaderToken']
+        )
+
+    def add_labels(self, owner: str, repo: str, issue_number: int, labels: List[int]):
+        body = {
+            "labels": labels
+        }
+        return self.issue.issue_add_label(
+            owner=owner,
+            repo=repo,
+            index=issue_number,
+            body=body
+        )
+
+    def get_pr_commits(self, owner: str, repo: str, pr_number: int):
+        """Get all commits in a pull request"""
+        try:
+            token = self.api_client.configuration.api_key.get('Authorization', '').replace('token ', '')
+            url = f'/repos/{owner}/{repo}/pulls/{pr_number}/commits'
+            if token:
+                url = f'{url}?token={token}'
+
+            response = self.api_client.call_api(
+                url,
+                'GET',
+                path_params={},
+                response_type=None,
+                _return_http_data_only=False,
+                _preload_content=False
+            )
+
+            if hasattr(response, 'data'):
+                raw_data = response.data.read()
+                commits_data = json.loads(raw_data.decode('utf-8'))
+                return commits_data
+            elif isinstance(response, tuple):
+                raw_data = response[0].read()
+                commits_data = json.loads(raw_data.decode('utf-8'))
+                return commits_data
+
+            return []
+
+        except ApiException as e:
+            self.logger.error(f"Error getting PR commits: {e}")
+            return []
+        except Exception as e:
+            self.logger.error(f"Unexpected error: {e}")
+            return []

pr_agent/git_providers/github_provider.py

@@ -96,7 +96,7 @@ class GithubProvider(GitProvider):
                 parsed_url = urlparse(given_url)
                 repo_path = (parsed_url.path.split('.git')[0])[1:] # /<owner>/<repo>.git -> <owner>/<repo>
             if not repo_path:
-                get_logger().error(f"url is neither an issues url nor a pr url nor a valid git url: {given_url}. Returning empty result.")
+                get_logger().error(f"url is neither an issues url nor a PR url nor a valid git url: {given_url}. Returning empty result.")
                 return ""
             return repo_path
         except Exception as e:

pr_agent/git_providers/gitlab_provider.py

@@ -1,16 +1,17 @@
 import difflib
 import hashlib
 import re
-from typing import Optional, Tuple
-from urllib.parse import urlparse
+from typing import Optional, Tuple, Any, Union
+from urllib.parse import urlparse, parse_qs
 
 import gitlab
 import requests
-from gitlab import GitlabGetError
+from gitlab import GitlabGetError, GitlabAuthenticationError, GitlabCreateError, GitlabUpdateError
 
 from pr_agent.algo.types import EDIT_TYPE, FilePatchInfo
 
 from ..algo.file_filter import filter_ignored
+from ..algo.git_patch_processing import decode_if_bytes
 from ..algo.language_handler import is_valid_file
 from ..algo.utils import (clip_tokens,
                           find_line_number_of_relevant_line_in_file,
@@ -112,14 +113,50 @@ class GitLabProvider(GitProvider):
             get_logger().error(f"Could not get diff for merge request {self.id_mr}")
             raise DiffNotFoundError(f"Could not get diff for merge request {self.id_mr}") from e
 
-
     def get_pr_file_content(self, file_path: str, branch: str) -> str:
         try:
-            return self.gl.projects.get(self.id_project).files.get(file_path, branch).decode()
+            file_obj = self.gl.projects.get(self.id_project).files.get(file_path, branch)
+            content = file_obj.decode()
+            return decode_if_bytes(content)
         except GitlabGetError:
             # In case of file creation the method returns GitlabGetError (404 file not found).
             # In this case we return an empty string for the diff.
             return ''
+        except Exception as e:
+            get_logger().warning(f"Error retrieving file {file_path} from branch {branch}: {e}")
+            return ''
+
+    def create_or_update_pr_file(self, file_path: str, branch: str, contents="", message="") -> None:
+        """Create or update a file in the GitLab repository."""
+        try:
+            project = self.gl.projects.get(self.id_project)
+            
+            if not message:
+                action = "Update" if contents else "Create"
+                message = f"{action} {file_path}"
+            
+            try:
+                existing_file = project.files.get(file_path, branch)
+                existing_file.content = contents
+                existing_file.save(branch=branch, commit_message=message)
+                get_logger().debug(f"Updated file {file_path} in branch {branch}")
+            except GitlabGetError:
+                project.files.create({
+                    'file_path': file_path,
+                    'branch': branch,
+                    'content': contents,
+                    'commit_message': message
+                })
+                get_logger().debug(f"Created file {file_path} in branch {branch}")
+        except GitlabAuthenticationError as e:
+            get_logger().error(f"Authentication failed while creating/updating file {file_path} in branch {branch}: {e}")
+            raise
+        except (GitlabCreateError, GitlabUpdateError) as e:
+            get_logger().error(f"Permission denied or validation error for file {file_path} in branch {branch}: {e}")
+            raise
+        except Exception as e:
+            get_logger().exception(f"Unexpected error creating/updating file {file_path} in branch {branch}: {e}")
+            raise
 
     def get_diff_files(self) -> list[FilePatchInfo]:
         """
@@ -167,14 +204,9 @@ class GitLabProvider(GitProvider):
                 original_file_content_str = ''
                 new_file_content_str = ''
 
-            try:
-                if isinstance(original_file_content_str, bytes):
-                    original_file_content_str = bytes.decode(original_file_content_str, 'utf-8')
-                if isinstance(new_file_content_str, bytes):
-                    new_file_content_str = bytes.decode(new_file_content_str, 'utf-8')
-            except UnicodeDecodeError:
-                get_logger().warning(
-                    f"Cannot decode file {diff['old_path']} or {diff['new_path']} in merge request {self.id_mr}")
+            # Ensure content is properly decoded
+            original_file_content_str = decode_if_bytes(original_file_content_str)
+            new_file_content_str = decode_if_bytes(new_file_content_str)
 
             edit_type = EDIT_TYPE.MODIFIED
             if diff['new_file']:

pr_agent/secret_providers/__init__.py

@@ -13,5 +13,12 @@ def get_secret_provider():
             return GoogleCloudStorageSecretProvider()
         except Exception as e:
             raise ValueError(f"Failed to initialize google_cloud_storage secret provider {provider_id}") from e
+    elif provider_id == 'aws_secrets_manager':
+        try:
+            from pr_agent.secret_providers.aws_secrets_manager_provider import \
+                AWSSecretsManagerProvider
+            return AWSSecretsManagerProvider()
+        except Exception as e:
+            raise ValueError(f"Failed to initialize aws_secrets_manager secret provider {provider_id}") from e
     else:
         raise ValueError("Unknown SECRET_PROVIDER")

pr_agent/secret_providers/aws_secrets_manager_provider.py

@@ -0,0 +1,57 @@
+import json
+import boto3
+from botocore.exceptions import ClientError
+
+from pr_agent.config_loader import get_settings
+from pr_agent.log import get_logger
+from pr_agent.secret_providers.secret_provider import SecretProvider
+
+
+class AWSSecretsManagerProvider(SecretProvider):
+    def __init__(self):
+        try:
+            region_name = get_settings().get("aws_secrets_manager.region_name") or \
+                         get_settings().get("aws.AWS_REGION_NAME")
+            if region_name:
+                self.client = boto3.client('secretsmanager', region_name=region_name)
+            else:
+                self.client = boto3.client('secretsmanager')
+
+            self.secret_arn = get_settings().get("aws_secrets_manager.secret_arn")
+            if not self.secret_arn:
+                raise ValueError("AWS Secrets Manager ARN is not configured")
+        except Exception as e:
+            get_logger().error(f"Failed to initialize AWS Secrets Manager Provider: {e}")
+            raise e
+
+    def get_secret(self, secret_name: str) -> str:
+        """
+        Retrieve individual secret by name (for webhook tokens)
+        """
+        try:
+            response = self.client.get_secret_value(SecretId=secret_name)
+            return response['SecretString']
+        except Exception as e:
+            get_logger().warning(f"Failed to get secret {secret_name} from AWS Secrets Manager: {e}")
+            return ""
+
+    def get_all_secrets(self) -> dict:
+        """
+        Retrieve all secrets for configuration override
+        """
+        try:
+            response = self.client.get_secret_value(SecretId=self.secret_arn)
+            return json.loads(response['SecretString'])
+        except Exception as e:
+            get_logger().error(f"Failed to get secrets from AWS Secrets Manager {self.secret_arn}: {e}")
+            return {}
+
+    def store_secret(self, secret_name: str, secret_value: str):
+        try:
+            self.client.put_secret_value(
+                SecretId=secret_name,
+                SecretString=secret_value
+            )
+        except Exception as e:
+            get_logger().error(f"Failed to store secret {secret_name} in AWS Secrets Manager: {e}")
+            raise e 

pr_agent/servers/atlassian-connect-qodo-merge.json

@@ -0,0 +1,38 @@
+{
+  "name": "Qodo Merge",
+  "description": "Qodo Merge",
+  "key": "app_key",
+  "vendor": {
+    "name": "Qodo",
+    "url": "https://qodo.ai"
+  },
+  "authentication": {
+    "type": "jwt"
+  },
+  "baseUrl": "base_url",
+  "lifecycle": {
+    "installed": "/installed",
+    "uninstalled": "/uninstalled"
+  },
+  "scopes": [
+    "account",
+    "repository:write",
+    "pullrequest:write",
+    "wiki"
+  ],
+  "contexts": [
+    "account"
+  ],
+  "modules": {
+    "webhooks": [
+      {
+        "event": "*",
+        "url": "/webhook"
+      }
+    ]
+  },
+  "links": {
+    "privacy": "https://qodo.ai/privacy-policy",
+    "terms": "https://qodo.ai/terms"
+  }
+}

pr_agent/servers/atlassian-connect.json

@@ -30,5 +30,9 @@
         "url": "/webhook"
       }
     ]
+  },
+  "links": {
+    "privacy": "https://qodo.ai/privacy-policy",
+    "terms": "https://qodo.ai/terms"
   }
 }

pr_agent/servers/gitea_app.py

@@ -0,0 +1,128 @@
+import asyncio
+import copy
+import os
+from typing import Any, Dict
+
+from fastapi import APIRouter, FastAPI, HTTPException, Request, Response
+from starlette.background import BackgroundTasks
+from starlette.middleware import Middleware
+from starlette_context import context
+from starlette_context.middleware import RawContextMiddleware
+
+from pr_agent.agent.pr_agent import PRAgent
+from pr_agent.config_loader import get_settings, global_settings
+from pr_agent.log import LoggingFormat, get_logger, setup_logger
+from pr_agent.servers.utils import verify_signature
+
+# Setup logging and router
+setup_logger(fmt=LoggingFormat.JSON, level=get_settings().get("CONFIG.LOG_LEVEL", "DEBUG"))
+router = APIRouter()
+
+@router.post("/api/v1/gitea_webhooks")
+async def handle_gitea_webhooks(background_tasks: BackgroundTasks, request: Request, response: Response):
+    """Handle incoming Gitea webhook requests"""
+    get_logger().debug("Received a Gitea webhook")
+
+    body = await get_body(request)
+
+    # Set context for the request
+    context["settings"] = copy.deepcopy(global_settings)
+    context["git_provider"] = {}
+
+    # Handle the webhook in background
+    background_tasks.add_task(handle_request, body, event=request.headers.get("X-Gitea-Event", None))
+    return {}
+
+async def get_body(request: Request):
+    """Parse and verify webhook request body"""
+    try:
+        body = await request.json()
+    except Exception as e:
+        get_logger().error("Error parsing request body", artifact={'error': e})
+        raise HTTPException(status_code=400, detail="Error parsing request body") from e
+
+
+    # Verify webhook signature
+    webhook_secret = getattr(get_settings().gitea, 'webhook_secret', None)
+    if webhook_secret:
+        body_bytes = await request.body()
+        signature_header = request.headers.get('x-gitea-signature', None)
+        if not signature_header:
+            get_logger().error("Missing signature header")
+            raise HTTPException(status_code=400, detail="Missing signature header")
+        
+        try:
+            verify_signature(body_bytes, webhook_secret, f"sha256={signature_header}")
+        except Exception as ex:
+            get_logger().error(f"Invalid signature: {ex}")
+            raise HTTPException(status_code=401, detail="Invalid signature")
+
+    return body
+
+async def handle_request(body: Dict[str, Any], event: str):
+    """Process Gitea webhook events"""
+    action = body.get("action")
+    if not action:
+        get_logger().debug("No action found in request body")
+        return {}
+
+    agent = PRAgent()
+
+    # Handle different event types
+    if event == "pull_request":
+        if action in ["opened", "reopened", "synchronized"]:
+            await handle_pr_event(body, event, action, agent)
+    elif event == "issue_comment":
+        if action == "created":
+            await handle_comment_event(body, event, action, agent)
+
+    return {}
+
+async def handle_pr_event(body: Dict[str, Any], event: str, action: str, agent: PRAgent):
+    """Handle pull request events"""
+    pr = body.get("pull_request", {})
+    if not pr:
+        return
+
+    api_url = pr.get("url")
+    if not api_url:
+        return
+
+    # Handle PR based on action
+    if action in ["opened", "reopened"]:
+        commands = get_settings().get("gitea.pr_commands", [])
+        for command in commands:
+            await agent.handle_request(api_url, command)
+    elif action == "synchronized":
+        # Handle push to PR
+        await agent.handle_request(api_url, "/review --incremental")
+
+async def handle_comment_event(body: Dict[str, Any], event: str, action: str, agent: PRAgent):
+    """Handle comment events"""
+    comment = body.get("comment", {})
+    if not comment:
+        return
+
+    comment_body = comment.get("body", "")
+    if not comment_body or not comment_body.startswith("/"):
+        return
+
+    pr_url = body.get("pull_request", {}).get("url")
+    if not pr_url:
+        return
+
+    await agent.handle_request(pr_url, comment_body)
+
+# FastAPI app setup
+middleware = [Middleware(RawContextMiddleware)]
+app = FastAPI(middleware=middleware)
+app.include_router(router)
+
+def start():
+    """Start the Gitea webhook server"""
+    port = int(os.environ.get("PORT", "3000"))
+    import uvicorn
+    uvicorn.run(app, host="0.0.0.0", port=port)
+
+if __name__ == "__main__":
+    start()

pr_agent/servers/github_action_runner.py

@@ -80,6 +80,30 @@ async def run_action():
     except Exception as e:
         get_logger().info(f"github action: failed to apply repo settings: {e}")
 
+    # Append the response language in the extra instructions
+    try:
+        response_language = get_settings().config.get('response_language', 'en-us')
+        if response_language.lower() != 'en-us':
+            get_logger().info(f'User has set the response language to: {response_language}')
+
+            lang_instruction_text = f"Your response MUST be written in the language corresponding to locale code: '{response_language}'. This is crucial."
+            separator_text = "\n======\n\nIn addition, "
+
+            for key in get_settings():
+                setting = get_settings().get(key)
+                if str(type(setting)) == "<class 'dynaconf.utils.boxing.DynaBox'>":
+                    if key.lower() in ['pr_description', 'pr_code_suggestions', 'pr_reviewer']:
+                        if hasattr(setting, 'extra_instructions'):
+                            extra_instructions = setting.extra_instructions
+
+                            if lang_instruction_text not in str(extra_instructions):
+                                updated_instructions = (
+                                    str(extra_instructions) + separator_text + lang_instruction_text
+                                    if extra_instructions else lang_instruction_text
+                                )
+                                setting.extra_instructions = updated_instructions
+    except Exception as e:
+        get_logger().info(f"github action: failed to apply language-specific instructions: {e}")
     # Handle pull request opened event
     if GITHUB_EVENT_NAME == "pull_request" or GITHUB_EVENT_NAME == "pull_request_target":
         action = event_payload.get("action")
@@ -102,7 +126,7 @@ async def run_action():
                     auto_improve = get_setting_or_env("GITHUB_ACTION_CONFIG.AUTO_IMPROVE", None)
 
                 # Set the configuration for auto actions
-                get_settings().config.is_auto_command = True # Set the flag to indicate that the command is auto
+                get_settings().config.is_auto_command = True  # Set the flag to indicate that the command is auto
                 get_settings().pr_description.final_update_message = False  # No final update message when auto_describe is enabled
                 get_logger().info(f"Running auto actions: auto_describe={auto_describe}, auto_review={auto_review}, auto_improve={auto_improve}")
 

pr_agent/servers/github_lambda_webhook.py

@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from mangum import Mangum
+from starlette.middleware import Middleware
+from starlette_context.middleware import RawContextMiddleware
+
+from pr_agent.servers.github_app import router
+
+try:
+    from pr_agent.config_loader import apply_secrets_manager_config
+    apply_secrets_manager_config()
+except Exception as e:
+    try:
+        from pr_agent.log import get_logger
+        get_logger().debug(f"AWS Secrets Manager initialization failed, falling back to environment variables: {e}")
+    except:
+        # Fail completely silently if log module is not available
+        pass
+
+middleware = [Middleware(RawContextMiddleware)]
+app = FastAPI(middleware=middleware)
+app.include_router(router)
+
+handler = Mangum(app, lifespan="off")
+
+
+def lambda_handler(event, context):
+    return handler(event, context)

pr_agent/servers/gitlab_lambda_webhook.py

@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from mangum import Mangum
+from starlette.middleware import Middleware
+from starlette_context.middleware import RawContextMiddleware
+
+from pr_agent.servers.gitlab_webhook import router
+
+try:
+    from pr_agent.config_loader import apply_secrets_manager_config
+    apply_secrets_manager_config()
+except Exception as e:
+    try:
+        from pr_agent.log import get_logger
+        get_logger().debug(f"AWS Secrets Manager initialization failed, falling back to environment variables: {e}")
+    except:
+        # Fail completely silently if log module is not available
+        pass
+
+middleware = [Middleware(RawContextMiddleware)]
+app = FastAPI(middleware=middleware)
+app.include_router(router)
+
+handler = Mangum(app, lifespan="off")
+
+
+def lambda_handler(event, context):
+    return handler(event, context)

pr_agent/servers/serverless.py

@@ -1,16 +0,0 @@
-from fastapi import FastAPI
-from mangum import Mangum
-from starlette.middleware import Middleware
-from starlette_context.middleware import RawContextMiddleware
-
-from pr_agent.servers.github_app import router
-
-middleware = [Middleware(RawContextMiddleware)]
-app = FastAPI(middleware=middleware)
-app.include_router(router)
-
-handler = Mangum(app, lifespan="off")
-
-
-def serverless(event, context):
-    return handler(event, context)

pr_agent/settings/.secrets_template.toml

@@ -68,6 +68,11 @@ webhook_secret = "<WEBHOOK SECRET>"  # Optional, may be commented out.
 personal_access_token = ""
 shared_secret = ""  # webhook secret
 
+[gitea]
+# Gitea personal access token
+personal_access_token=""
+webhook_secret="" # webhook secret
+
 [bitbucket]
 # For Bitbucket authentication
 auth_type = "bearer"  # "bearer" or "basic"
@@ -111,4 +116,13 @@ api_base = ""  # Your Azure OpenAI service base URL (e.g., https://openai.xyz.co
 
 [openrouter]
 key = ""
-api_base = ""
+api_base = ""
+
+[aws]
+AWS_ACCESS_KEY_ID = ""
+AWS_SECRET_ACCESS_KEY = ""
+AWS_REGION_NAME = ""
+
+[aws_secrets_manager]
+secret_arn = ""         # The ARN of the AWS Secrets Manager secret containing PR-Agent configuration
+region_name = ""        # Optional: specific AWS region (defaults to AWS_REGION_NAME or Lambda region)

pr_agent/settings/configuration.toml

@@ -39,7 +39,7 @@ allow_dynamic_context=true
 max_extra_lines_before_dynamic_context = 10 # will try to include up to 10 extra lines before the hunk in the patch, until we reach an enclosing function or class
 patch_extra_lines_before = 5 # Number of extra lines (+3 default ones) to include before each hunk in the patch
 patch_extra_lines_after = 1 # Number of extra lines (+3 default ones) to include after each hunk in the patch
-secret_provider=""
+secret_provider="" # "" (disabled), "google_cloud_storage", or "aws_secrets_manager" for secure secret management
 cli_mode=false
 ai_disclaimer_title=""  # Pro feature, title for a collapsible disclaimer to AI outputs
 ai_disclaimer=""  # Pro feature, full text for the AI disclaimer
@@ -56,6 +56,7 @@ ignore_pr_source_branches = [] # a list of regular expressions of source branche
 ignore_pr_labels = [] # labels to ignore from PR agent when an PR is created
 ignore_pr_authors = [] # authors to ignore from PR agent when an PR is created
 ignore_repositories = [] # a list of regular expressions of repository full names (e.g. "org/repo") to ignore from PR agent processing
+ignore_language_framework = [] # a list of code-generation languages or frameworks (e.g. 'protobuf', 'go_gen') whose auto-generated source files will be excluded from analysis
 #
 is_auto_command = false # will be auto-set to true if the command is triggered by an automation
 enable_ai_metadata = false # will enable adding ai metadata
@@ -64,6 +65,7 @@ reasoning_effort = "medium" # "low", "medium", "high"
 enable_auto_approval=false # Set to true to enable auto-approval of PRs under certain conditions
 auto_approve_for_low_review_effort=-1 # -1 to disable, [1-5] to set the threshold for auto-approval
 auto_approve_for_no_suggestions=false # If true, the PR will be auto-approved if there are no suggestions
+ensure_ticket_compliance=false # Set to true to disable auto-approval of PRs if the ticket is not compliant
 # extended thinking for Claude reasoning models
 enable_claude_extended_thinking = false # Set to true to enable extended thinking feature
 extended_thinking_budget_tokens = 2048
@@ -77,10 +79,13 @@ require_tests_review=true
 require_estimate_effort_to_review=true
 require_can_be_split_review=false
 require_security_review=true
+require_todo_scan=false
 require_ticket_analysis_review=true
 # general options
+publish_output_no_suggestions=true # Set to "false" if you only need the reviewer's remarks (not labels, not "security audit", etc.) and want to avoid noisy "No major issues detected" comments.
 persistent_comment=true
 extra_instructions = ""
+num_max_findings = 3
 final_update_message = true
 # review labels
 enable_review_labels_security=true
@@ -102,6 +107,7 @@ enable_pr_type=true
 final_update_message = true
 enable_help_text=false
 enable_help_comment=true
+enable_pr_diagram=true # adds a section with a diagram of the PR changes
 # describe as comment
 publish_description_as_comment=false
 publish_description_as_comment_persistent=true
@@ -278,6 +284,15 @@ push_commands = [
     "/review",
 ]
 
+[gitea_app]
+url = "https://gitea.com"
+handle_push_trigger = false
+pr_commands = [
+    "/describe",
+    "/review",
+    "/improve",
+]
+
 [bitbucket_app]
 pr_commands = [
     "/describe --pr_description.final_update_message=false",

pr_agent/settings/generated_code_ignore.toml

@@ -0,0 +1,42 @@
+[generated_code]
+
+# Protocol Buffers
+protobuf = [
+  "**/*.pb.go",
+  "**/*.pb.cc",
+  "**/*_pb2.py",
+  "**/*.pb.swift",
+  "**/*.pb.rb",
+  "**/*.pb.php",
+  "**/*.pb.h"
+]
+
+# OpenAPI / Swagger stubs
+openapi = [
+  "**/__generated__/**",
+  "**/openapi_client/**",
+  "**/openapi_server/**"
+]
+swagger = [
+  "**/swagger.json",
+  "**/swagger.yaml"
+]
+
+# GraphQL codegen
+graphql = [
+  "**/*.graphql.ts",
+  "**/*.generated.ts",
+  "**/*.graphql.js"
+]
+
+# RPC / gRPC Generators 
+grpc_python      = ["**/*_grpc.py"]
+grpc_java        = ["**/*Grpc.java"]
+grpc_csharp      = ["**/*Grpc.cs"]
+grpc_typescript  = ["**/*_grpc.ts", "**/*_grpc.js"]
+
+# Go code generators
+go_gen = [
+  "**/*_gen.go",
+  "**/*generated.go"
+]

pr_agent/settings/pr_description_prompts.toml

@@ -1,11 +1,12 @@
 [pr_description_prompt]
 system="""You are PR-Reviewer, a language model designed to review a Git Pull Request (PR).
-Your task is to provide a full description for the PR content - type, description, title and files walkthrough.
+Your task is to provide a full description for the PR content: type, description, title, and files walkthrough.
 - Focus on the new PR code (lines starting with '+' in the 'PR Git Diff' section).
 - Keep in mind that the 'Previous title', 'Previous description' and 'Commit messages' sections may be partial, simplistic, non-informative or out of date. Hence, compare them to the PR diff code, and use them only as a reference.
 - The generated title and description should prioritize the most significant changes.
 - If needed, each YAML output should be in block scalar indicator ('|')
 - When quoting variables, names or file paths from the code, use backticks (`) instead of single quote (').
+- When needed, use '- ' as bullets
 
 {%- if extra_instructions %}
 
@@ -46,6 +47,9 @@ class PRDescription(BaseModel):
     type: List[PRType] = Field(description="one or more types that describe the PR content. Return the label member value (e.g. 'Bug fix', not 'bug_fix')")
     description: str = Field(description="summarize the PR changes in up to four bullet points, each up to 8 words. For large PRs, add sub-bullets if needed. Order bullets by importance, with each bullet highlighting a key change group.")
     title: str = Field(description="a concise and descriptive title that captures the PR's main theme")
+{%- if enable_pr_diagram %}
+    changes_diagram: str = Field(description="a horizontal diagram that represents the main PR changes, in the format of a valid mermaid LR flowchart. The diagram should be concise and easy to read. Leave empty if no diagram is relevant. To create robust Mermaid diagrams, follow this two-step process: (1) Declare the nodes: nodeID["node description"]. (2) Then define the links: nodeID1 -- "link text" --> nodeID2. Node description must always be surrounded with quotation marks.")
+{%- endif %}
 {%- if enable_semantic_files_types %}
     pr_files: List[FileDescription] = Field(max_items=20, description="a list of all the files that were changed in the PR, and summary of their changes. Each file must be analyzed regardless of change size.")
 {%- endif %}
@@ -62,6 +66,13 @@ description: |
   ...
 title: |
   ...
+{%- if enable_pr_diagram %}
+  changes_diagram: |
+    ```mermaid
+    flowchart LR
+      ...
+    ```
+{%- endif %}
 {%- if enable_semantic_files_types %}
 pr_files:
 - filename: |
@@ -143,6 +154,13 @@ description: |
   ...
 title: |
   ...
+{%- if enable_pr_diagram %}
+  changes_diagram: |
+    ```mermaid
+    flowchart LR
+      ...
+    ```
+{%- endif %}
 {%- if enable_semantic_files_types %}
 pr_files:
 - filename: |

pr_agent/settings/pr_help_prompts.toml

@@ -1,12 +1,12 @@
 [pr_help_prompts]
 system="""You are Doc-helper, a language models designed to answer questions about a documentation website for an open-soure project called "PR-Agent" (recently renamed to "Qodo Merge").
-You will recieve a question, and the full documentation website content.
+You will receive a question, and the full documentation website content.
 Your goal is to provide the best answer to the question using the documentation provided.
 
 Additional instructions:
 - Try to be short and concise in your answers. Try to give examples if needed.
 - The main tools of PR-Agent are 'describe', 'review', 'improve'. If there is ambiguity to which tool the user is referring to, prioritize snippets of these tools over others.
-- If the question has ambiguity and can relate to different tools or platfroms, provide the best answer possible based on what is available, but also state in your answer what additional information would be needed to give a more accurate answer.
+- If the question has ambiguity and can relate to different tools or platforms, provide the best answer possible based on what is available, but also state in your answer what additional information would be needed to give a more accurate answer.
 
 
 The output must be a YAML object equivalent to type $DocHelper, according to the following Pydantic definitions:

pr_agent/settings/pr_information_from_user_prompts.toml

@@ -2,7 +2,7 @@
 system="""You are PR-Reviewer, a language model designed to review a Git Pull Request (PR).
 Given the PR Info and the PR Git Diff, generate 3 short questions about the PR code for the PR author.
 The goal of the questions is to help the language model understand the PR better, so the questions should be insightful, informative, non-trivial, and relevant to the PR.
-You should prefer asking yes\\no questions, or multiple choice questions. Also add at least one open-ended question, but make sure they are not too difficult, and can be answered in a sentence or two.
+You should prefer asking yes/no questions, or multiple choice questions. Also add at least one open-ended question, but make sure they are not too difficult, and can be answered in a sentence or two.
 
 
 Example output:

pr_agent/settings/pr_reviewer_prompts.toml

@@ -37,9 +37,9 @@ __new hunk__
 ======
 
 - In the format above, the diff is organized into separate '__new hunk__' and '__old hunk__' sections for each code chunk. '__new hunk__' contains the updated code, while '__old hunk__' shows the removed code. If no code was removed in a specific chunk, the __old hunk__ section will be omitted.
-- We also added line numbers for the '__new hunk__' code, to help you refer to the code lines in your suggestions. These line numbers are not part of the actual code, and should only used for reference.
+- We also added line numbers for the '__new hunk__' code, to help you refer to the code lines in your suggestions. These line numbers are not part of the actual code, and should only be used for reference.
 - Code lines are prefixed with symbols ('+', '-', ' '). The '+' symbol indicates new code added in the PR, the '-' symbol indicates code removed in the PR, and the ' ' symbol indicates unchanged code. \
- The review should address new code added in the PR code diff (lines starting with '+')
+ The review should address new code added in the PR code diff (lines starting with '+').
 {%- if is_ai_metadata %}
 - If available, an AI-generated summary will appear and provide a high-level overview of the file changes. Note that this summary may not be fully accurate or complete.
 {%- endif %}
@@ -72,6 +72,13 @@ class KeyIssuesComponentLink(BaseModel):
     start_line: int = Field(description="The start line that corresponds to this issue in the relevant file")
     end_line: int = Field(description="The end line that corresponds to this issue in the relevant file")
 
+{%- if require_todo_scan %}
+class TodoSection(BaseModel):
+    relevant_file: str = Field(description="The full path of the file containing the TODO comment")
+    line_number: int = Field(description="The line number where the TODO comment starts")
+    content: str = Field(description="The content of the TODO comment. Only include actual TODO comments within code comments (e.g., comments starting with '#', '//', '/*', '<!--', ...).  Remove leading 'TODO' prefixes. If more than 10 words, summarize the TODO comment to a single short sentence up to 10 words.")
+{%- endif %}
+
 {%- if related_tickets %}
 
 class TicketCompliance(BaseModel):
@@ -93,14 +100,17 @@ class Review(BaseModel):
     score: str = Field(description="Rate this PR on a scale of 0-100 (inclusive), where 0 means the worst possible PR code, and 100 means PR code of the highest quality, without any bugs or performance issues, that is ready to be merged immediately and run in production at scale.")
 {%- endif %}
 {%- if require_tests %}
-    relevant_tests: str = Field(description="yes\\no question: does this PR have relevant tests added or updated ?")
+    relevant_tests: str = Field(description="yes/no question: does this PR have relevant tests added or updated ?")
 {%- endif %}
 {%- if question_str %}
     insights_from_user_answers: str = Field(description="shortly summarize the insights you gained from the user's answers to the questions")
 {%- endif %}
-    key_issues_to_review: List[KeyIssuesComponentLink] = Field("A short and diverse list (0-3 issues) of high-priority bugs, problems or performance concerns introduced in the PR code, which the PR reviewer should further focus on and validate during the review process.")
+    key_issues_to_review: List[KeyIssuesComponentLink] = Field("A short and diverse list (0-{{ num_max_findings }} issues) of high-priority bugs, problems or performance concerns introduced in the PR code, which the PR reviewer should further focus on and validate during the review process.")
 {%- if require_security_review %}
-    security_concerns: str = Field(description="Does this PR code introduce possible vulnerabilities such as exposure of sensitive information (e.g., API keys, secrets, passwords), or security concerns like SQL injection, XSS, CSRF, and others ? Answer 'No' (without explaining why) if there are no possible issues. If there are security concerns or issues, start your answer with a short header, such as: 'Sensitive information exposure: ...', 'SQL injection: ...' etc. Explain your answer. Be specific and give examples if possible")
+    security_concerns: str = Field(description="Does this PR code introduce vulnerabilities such as exposure of sensitive information (e.g., API keys, secrets, passwords), or security concerns like SQL injection, XSS, CSRF, and others ? Answer 'No' (without explaining why) if there are no possible issues. If there are security concerns or issues, start your answer with a short header, such as: 'Sensitive information exposure: ...', 'SQL injection: ...', etc. Explain your answer. Be specific and give examples if possible")
+{%- endif %}
+{%- if require_todo_scan %}
+    todo_sections: Union[List[TodoSection], str] = Field(description="A list of TODO comments found in the PR code. Return 'No' (as a string) if there are no TODO comments in the PR")
 {%- endif %}
 {%- if require_can_be_split_review %}
     can_be_split: List[SubPR] = Field(min_items=0, max_items=3, description="Can this PR, which contains {{ num_pr_files }} changed files in total, be divided into smaller sub-PRs with distinct tasks that can be reviewed and merged independently, regardless of the order ? Make sure that the sub-PRs are indeed independent, with no code dependencies between them, and that each sub-PR represent a meaningful independent task. Output an empty list if the PR code does not need to be split.")
@@ -148,6 +158,10 @@ review:
     - ...
   security_concerns: |
     No
+{%- if require_todo_scan %}
+  todo_sections: |
+    No
+{%- endif %} 
 {%- if require_can_be_split_review %}
   can_be_split:
   - relevant_files:
@@ -182,6 +196,13 @@ Ticket Description:
 {{ ticket.body }}
 #####
 {%- endif %}
+
+{%- if ticket.requirements %}
+Ticket Requirements:
+#####
+{{ ticket.requirements }}
+#####
+{%- endif %}
 =====
 {% endfor %}
 {%- endif %}
@@ -266,6 +287,10 @@ review:
     - ...
   security_concerns: |
     No
+{%- if require_todo_scan %}
+  todo_sections: |
+    No
+{%- endif %}
 {%- if require_can_be_split_review %}
   can_be_split:
   - relevant_files:

pr_agent/tools/pr_code_suggestions.py

@@ -614,11 +614,13 @@ class PRCodeSuggestions:
                     break
             if original_initial_line:
                 suggested_initial_line = new_code_snippet.splitlines()[0]
-                original_initial_spaces = len(original_initial_line) - len(original_initial_line.lstrip())
+                original_initial_spaces = len(original_initial_line) - len(original_initial_line.lstrip()) # lstrip works both for spaces and tabs
                 suggested_initial_spaces = len(suggested_initial_line) - len(suggested_initial_line.lstrip())
                 delta_spaces = original_initial_spaces - suggested_initial_spaces
                 if delta_spaces > 0:
-                    new_code_snippet = textwrap.indent(new_code_snippet, delta_spaces * " ").rstrip('\n')
+                    # Detect indentation character from original line
+                    indent_char = '\t' if original_initial_line.startswith('\t') else ' '
+                    new_code_snippet = textwrap.indent(new_code_snippet, delta_spaces * indent_char).rstrip('\n')
         except Exception as e:
             get_logger().error(f"Error when dedenting code snippet for file {relevant_file}, error: {e}")
 

pr_agent/tools/pr_description.py

@@ -59,6 +59,7 @@ class PRDescription:
 
         # Initialize the variables dictionary
         self.COLLAPSIBLE_FILE_LIST_THRESHOLD = get_settings().pr_description.get("collapsible_file_list_threshold", 8)
+        enable_pr_diagram = get_settings().pr_description.get("enable_pr_diagram", False) and self.git_provider.is_supported("gfm_markdown") # github and gitlab support gfm_markdown
         self.vars = {
             "title": self.git_provider.pr.title,
             "branch": self.git_provider.get_pr_branch(),
@@ -72,7 +73,8 @@ class PRDescription:
             "enable_semantic_files_types": get_settings().pr_description.enable_semantic_files_types,
             "related_tickets": "",
             "include_file_summary_changes": len(self.git_provider.get_diff_files()) <= self.COLLAPSIBLE_FILE_LIST_THRESHOLD,
-            'duplicate_prompt_examples': get_settings().config.get('duplicate_prompt_examples', False),
+            "duplicate_prompt_examples": get_settings().config.get("duplicate_prompt_examples", False),
+            "enable_pr_diagram": enable_pr_diagram,
         }
 
         self.user_description = self.git_provider.get_user_description()
@@ -199,7 +201,7 @@ class PRDescription:
 
     async def _prepare_prediction(self, model: str) -> None:
         if get_settings().pr_description.use_description_markers and 'pr_agent:' not in self.user_description:
-            get_logger().info("Markers were enabled, but user description does not contain markers. skipping AI prediction")
+            get_logger().info("Markers were enabled, but user description does not contain markers. Skipping AI prediction")
             return None
 
         large_pr_handling = get_settings().pr_description.enable_large_pr_handling and "pr_description_only_files_prompts" in get_settings()
@@ -456,6 +458,12 @@ class PRDescription:
             self.data['labels'] = self.data.pop('labels')
         if 'description' in self.data:
             self.data['description'] = self.data.pop('description')
+        if 'changes_diagram' in self.data:
+            changes_diagram = self.data.pop('changes_diagram').strip()
+            if changes_diagram.startswith('```'):
+                if not changes_diagram.endswith('```'):  # fallback for missing closing
+                    changes_diagram += '\n```'
+                self.data['changes_diagram'] = '\n'+ changes_diagram
         if 'pr_files' in self.data:
             self.data['pr_files'] = self.data.pop('pr_files')
 
@@ -707,7 +715,7 @@ class PRDescription:
             pr_body += """</tr></tbody></table>"""
 
         except Exception as e:
-            get_logger().error(f"Error processing pr files to markdown {self.pr_id}: {str(e)}")
+            get_logger().error(f"Error processing PR files to markdown {self.pr_id}: {str(e)}")
             pass
         return pr_body, pr_comments
 
@@ -820,4 +828,4 @@ def replace_code_tags(text):
     parts = text.split('`')
     for i in range(1, len(parts), 2):
         parts[i] = '<code>' + parts[i] + '</code>'
-    return ''.join(parts)
+    return ''.join(parts)

pr_agent/tools/pr_help_docs.py

@@ -21,7 +21,7 @@ from pr_agent.servers.help import HelpMessage
 
 #Common code that can be called from similar tools:
 def modify_answer_section(ai_response: str) -> str | None:
-    # Gets the model's answer and relevant sources section, repacing the heading of the answer section with:
+    # Gets the model's answer and relevant sources section, replacing the heading of the answer section with:
     # :bulb: Auto-generated documentation-based answer:
     """
     For example: The following input:

pr_agent/tools/pr_reviewer.py

@@ -81,11 +81,13 @@ class PRReviewer:
             "language": self.main_language,
             "diff": "",  # empty diff for initial calculation
             "num_pr_files": self.git_provider.get_num_of_files(),
+            "num_max_findings": get_settings().pr_reviewer.num_max_findings,
             "require_score": get_settings().pr_reviewer.require_score_review,
             "require_tests": get_settings().pr_reviewer.require_tests_review,
             "require_estimate_effort_to_review": get_settings().pr_reviewer.require_estimate_effort_to_review,
             'require_can_be_split_review': get_settings().pr_reviewer.require_can_be_split_review,
             'require_security_review': get_settings().pr_reviewer.require_security_review,
+            'require_todo_scan': get_settings().pr_reviewer.get("require_todo_scan", False),
             'question_str': question_str,
             'answer_str': answer_str,
             "extra_instructions": get_settings().pr_reviewer.extra_instructions,
@@ -157,25 +159,32 @@ class PRReviewer:
             pr_review = self._prepare_pr_review()
             get_logger().debug(f"PR output", artifact=pr_review)
 
-            if get_settings().config.publish_output:
-                # publish the review
-                if get_settings().pr_reviewer.persistent_comment and not self.incremental.is_incremental:
-                    final_update_message = get_settings().pr_reviewer.final_update_message
-                    self.git_provider.publish_persistent_comment(pr_review,
-                                                                 initial_header=f"{PRReviewHeader.REGULAR.value} 🔍",
-                                                                 update_header=True,
-                                                                 final_update_message=final_update_message, )
-                else:
-                    self.git_provider.publish_comment(pr_review)
-
-                self.git_provider.remove_initial_comment()
-            else:
-                get_logger().info("Review output is not published")
+            should_publish = get_settings().config.publish_output and self._should_publish_review_no_suggestions(pr_review)
+            if not should_publish:
+                reason = "Review output is not published"
+                if get_settings().config.publish_output:
+                    reason += ": no major issues detected."
+                get_logger().info(reason)
                 get_settings().data = {"artifact": pr_review}
                 return
+
+            # publish the review
+            if get_settings().pr_reviewer.persistent_comment and not self.incremental.is_incremental:
+                final_update_message = get_settings().pr_reviewer.final_update_message
+                self.git_provider.publish_persistent_comment(pr_review,
+                                                            initial_header=f"{PRReviewHeader.REGULAR.value} 🔍",
+                                                            update_header=True,
+                                                            final_update_message=final_update_message, )
+            else:
+                self.git_provider.publish_comment(pr_review)
+
+            self.git_provider.remove_initial_comment()
         except Exception as e:
             get_logger().error(f"Failed to review PR: {e}")
 
+    def _should_publish_review_no_suggestions(self, pr_review: str) -> bool:
+        return get_settings().pr_reviewer.get('publish_output_no_suggestions', True) or "No major issues detected" not in pr_review
+
     async def _prepare_prediction(self, model: str) -> None:
         self.patches_diff = get_pr_diff(self.git_provider,
                                         self.token_handler,
@@ -316,7 +325,9 @@ class PRReviewer:
             get_logger().exception(f"Failed to remove previous review comment, error: {e}")
 
     def _can_run_incremental_review(self) -> bool:
-        """Checks if we can run incremental review according the various configurations and previous review"""
+        """
+        Checks if we can run incremental review according the various configurations and previous review.
+        """
         # checking if running is auto mode but there are no new commits
         if self.is_auto and not self.incremental.first_new_commit_sha:
             get_logger().info(f"Incremental review is enabled for {self.pr_url} but there are no new commits")

pr_agent/tools/pr_update_changelog.py

@@ -58,7 +58,7 @@ class PRUpdateChangelog:
                             'config': dict(get_settings().config)}
         get_logger().debug("Relevant configs", artifacts=relevant_configs)
 
-        # currently only GitHub is supported for pushing changelog changes
+        # check if the git provider supports pushing changelog changes
         if get_settings().pr_update_changelog.push_changelog_changes and not hasattr(
             self.git_provider, "create_or_update_pr_file"
         ):
@@ -128,6 +128,7 @@ class PRUpdateChangelog:
             existing_content = self.changelog_file
         else:
             existing_content = ""
+        
         if existing_content:
             new_file_content = answer + "\n\n" + self.changelog_file
         else:
@@ -186,12 +187,18 @@ Example:
             self.changelog_file = self.git_provider.get_pr_file_content(
                 "CHANGELOG.md", self.git_provider.get_pr_branch()
             )
+            
+            if isinstance(self.changelog_file, bytes):
+                self.changelog_file = self.changelog_file.decode('utf-8')
+            
             changelog_file_lines = self.changelog_file.splitlines()
             changelog_file_lines = changelog_file_lines[:CHANGELOG_LINES]
             self.changelog_file_str = "\n".join(changelog_file_lines)
-        except Exception:
+        except Exception as e:
+            get_logger().warning(f"Error getting changelog file: {e}")
             self.changelog_file_str = ""
             self.changelog_file = ""
+            return
 
         if not self.changelog_file_str:
             self.changelog_file_str = self._get_default_changelog()

pr_agent/tools/ticket_pr_compliance_check.py

@@ -3,6 +3,7 @@ import traceback
 
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers import GithubProvider
+from pr_agent.git_providers import AzureDevopsProvider
 from pr_agent.log import get_logger
 
 # Compile the regex pattern once, outside the function
@@ -131,6 +132,32 @@ async def extract_tickets(git_provider):
 
                 return tickets_content
 
+        elif isinstance(git_provider, AzureDevopsProvider):
+            tickets_info = git_provider.get_linked_work_items()
+            tickets_content = []
+            for ticket in tickets_info:
+                try:
+                    ticket_body_str = ticket.get("body", "")
+                    if len(ticket_body_str) > MAX_TICKET_CHARACTERS:
+                        ticket_body_str = ticket_body_str[:MAX_TICKET_CHARACTERS] + "..."
+
+                    tickets_content.append(
+                        {
+                            "ticket_id": ticket.get("id"),
+                            "ticket_url": ticket.get("url"),
+                            "title": ticket.get("title"),
+                            "body": ticket_body_str,
+                            "requirements": ticket.get("acceptance_criteria", ""),
+                            "labels": ", ".join(ticket.get("labels", [])),
+                        }
+                    )
+                except Exception as e:
+                    get_logger().error(
+                        f"Error processing Azure DevOps ticket: {e}",
+                        artifact={"traceback": traceback.format_exc()},
+                    )
+            return tickets_content
+
     except Exception as e:
         get_logger().error(f"Error extracting tickets error= {e}",
                            artifact={"traceback": traceback.format_exc()})

pyproject.toml

@@ -1,10 +1,10 @@
 [build-system]
-requires = ["setuptools>=61.0"]
+requires = ["setuptools>=61.0", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [project]
 name = "pr-agent"
-version = "0.2.7"
+version = "0.3.0"
 
 authors = [{ name = "QodoAI", email = "tal.r@qodo.ai" }]
 
@@ -16,7 +16,7 @@ description = "QodoAI PR-Agent aims to help efficiently review and handle pull r
 readme = "README.md"
 requires-python = ">=3.12"
 keywords = ["AI", "Agents", "Pull Request", "Automation", "Code Review"]
-license = "Apache-2.0"
+license = { file = "LICENSE" }
 
 classifiers = [
   "Intended Audience :: Developers",
@@ -34,7 +34,6 @@ dependencies = { file = ["requirements.txt"] }
 
 [tool.setuptools]
 include-package-data = true
-license-files = ["LICENSE"]
 
 [tool.setuptools.packages.find]
 where = ["."]

requirements.txt

@@ -1,5 +1,5 @@
 aiohttp==3.9.5
-anthropic>=0.48
+anthropic>=0.52.0
 #anthropic[vertex]==0.47.1
 atlassian-python-api==3.41.4
 azure-devops==7.1.0b3
@@ -13,7 +13,7 @@ google-cloud-aiplatform==1.38.0
 google-generativeai==0.8.3
 google-cloud-storage==2.10.0
 Jinja2==3.1.2
-litellm==1.69.3
+litellm==1.70.4
 loguru==0.7.2
 msrest==0.7.1
 openai>=1.55.3
@@ -31,6 +31,7 @@ gunicorn==22.0.0
 pytest-cov==5.0.0
 pydantic==2.8.2
 html2text==2024.2.26
+giteapy==1.0.8
 # Uncomment the following lines to enable the 'similar issue' tool
 # pinecone-client
 # pinecone-datasets @ git+https://github.com/mrT23/pinecone-datasets.git@main

tests/e2e_tests/langchain_ai_handler.py

@@ -0,0 +1,90 @@
+import asyncio
+import os
+import time
+from pr_agent.algo.ai_handlers.langchain_ai_handler import LangChainOpenAIHandler
+from pr_agent.config_loader import get_settings
+
+def check_settings():
+    print('Checking settings...')
+    settings = get_settings()
+    
+    # Check OpenAI settings
+    if not hasattr(settings, 'openai'):
+        print('OpenAI settings not found')
+        return False
+    
+    if not hasattr(settings.openai, 'key'):
+        print('OpenAI API key not found')
+        return False
+    
+    print('OpenAI API key found')
+    return True
+
+async def measure_performance(handler, num_requests=3):
+    print(f'\nRunning performance test with {num_requests} requests...')
+    start_time = time.time()
+    
+    # Create multiple requests
+    tasks = [
+        handler.chat_completion(
+            model='gpt-3.5-turbo',
+            system='You are a helpful assistant',
+            user=f'Test message {i}',
+            temperature=0.2
+        ) for i in range(num_requests)
+    ]
+    
+    # Execute requests concurrently
+    responses = await asyncio.gather(*tasks)
+    
+    end_time = time.time()
+    total_time = end_time - start_time
+    avg_time = total_time / num_requests
+    
+    print(f'Performance results:')
+    print(f'Total time: {total_time:.2f} seconds')
+    print(f'Average time per request: {avg_time:.2f} seconds')
+    print(f'Requests per second: {num_requests/total_time:.2f}')
+    
+    return responses
+
+async def test():
+    print('Starting test...')
+    
+    # Check settings first
+    if not check_settings():
+        print('Please set up your environment variables or configuration file')
+        print('Required: OPENAI_API_KEY')
+        return
+    
+    try:
+        handler = LangChainOpenAIHandler()
+        print('Handler created')
+        
+        # Basic functionality test
+        response = await handler.chat_completion(
+            model='gpt-3.5-turbo',
+            system='You are a helpful assistant',
+            user='Hello',
+            temperature=0.2,
+            img_path='test.jpg'
+        )
+        print('Response:', response)
+        
+        # Performance test
+        await measure_performance(handler)
+        
+    except Exception as e:
+        print('Error:', str(e))
+        print('Error type:', type(e))
+        print('Error details:', e.__dict__ if hasattr(e, '__dict__') else 'No additional details')
+
+if __name__ == '__main__':
+    print('Environment variables:')
+    print('OPENAI_API_KEY:', 'Set' if os.getenv('OPENAI_API_KEY') else 'Not set')
+    print('OPENAI_API_TYPE:', os.getenv('OPENAI_API_TYPE', 'Not set'))
+    print('OPENAI_API_BASE:', os.getenv('OPENAI_API_BASE', 'Not set'))
+    
+    asyncio.run(test()) 
+  
+    

tests/e2e_tests/test_gitea_app.py

@@ -0,0 +1,185 @@
+import os
+import time
+import requests
+from datetime import datetime
+
+from pr_agent.config_loader import get_settings
+from pr_agent.log import get_logger, setup_logger
+from tests.e2e_tests.e2e_utils import (FILE_PATH,
+                                     IMPROVE_START_WITH_REGEX_PATTERN,
+                                     NEW_FILE_CONTENT, NUM_MINUTES,
+                                     PR_HEADER_START_WITH, REVIEW_START_WITH)
+
+log_level = os.environ.get("LOG_LEVEL", "INFO")
+setup_logger(log_level)
+logger = get_logger()
+
+def test_e2e_run_gitea_app():
+    repo_name = 'pr-agent-tests'
+    owner = 'codiumai'
+    base_branch = "main"
+    new_branch = f"gitea_app_e2e_test-{datetime.now().strftime('%Y-%m-%d-%H-%M-%S')}"
+    get_settings().config.git_provider = "gitea"
+
+    headers = None
+    pr_number = None
+    
+    try:
+        gitea_url = get_settings().get("GITEA.URL", None)
+        gitea_token = get_settings().get("GITEA.TOKEN", None)
+        
+        if not gitea_url:
+            logger.error("GITEA.URL is not set in the configuration")
+            logger.info("Please set GITEA.URL in .env file or environment variables")
+            assert False, "GITEA.URL is not set in the configuration"
+        
+        if not gitea_token:
+            logger.error("GITEA.TOKEN is not set in the configuration")
+            logger.info("Please set GITEA.TOKEN in .env file or environment variables")
+            assert False, "GITEA.TOKEN is not set in the configuration"
+        
+        headers = {
+            'Authorization': f'token {gitea_token}',
+            'Content-Type': 'application/json',
+            'Accept': 'application/json'
+        }
+        
+        logger.info(f"Creating a new branch {new_branch} from {base_branch}")
+        
+        response = requests.get(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/branches/{base_branch}",
+            headers=headers
+        )
+        response.raise_for_status()
+        base_branch_data = response.json()
+        base_commit_sha = base_branch_data['commit']['id']
+        
+        branch_data = {
+            'ref': f"refs/heads/{new_branch}",
+            'sha': base_commit_sha
+        }
+        response = requests.post(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/git/refs",
+            headers=headers,
+            json=branch_data
+        )
+        response.raise_for_status()
+        
+        logger.info(f"Updating file {FILE_PATH} in branch {new_branch}")
+        
+        import base64
+        file_content_encoded = base64.b64encode(NEW_FILE_CONTENT.encode()).decode()
+        
+        try:
+            response = requests.get(
+                f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/contents/{FILE_PATH}?ref={new_branch}",
+                headers=headers
+            )
+            response.raise_for_status()
+            existing_file = response.json()
+            file_sha = existing_file.get('sha')
+            
+            file_data = {
+                'message': 'Update cli_pip.py',
+                'content': file_content_encoded,
+                'sha': file_sha,
+                'branch': new_branch
+            }
+        except:
+            file_data = {
+                'message': 'Add cli_pip.py',
+                'content': file_content_encoded,
+                'branch': new_branch
+            }
+        
+        response = requests.put(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/contents/{FILE_PATH}",
+            headers=headers,
+            json=file_data
+        )
+        response.raise_for_status()
+        
+        logger.info(f"Creating a pull request from {new_branch} to {base_branch}")
+        pr_data = {
+            'title': f'Test PR from {new_branch}',
+            'body': 'update cli_pip.py',
+            'head': new_branch,
+            'base': base_branch
+        }
+        response = requests.post(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/pulls",
+            headers=headers,
+            json=pr_data
+        )
+        response.raise_for_status()
+        pr = response.json()
+        pr_number = pr['number']
+        
+        for i in range(NUM_MINUTES):
+            logger.info(f"Waiting for the PR to get all the tool results...")
+            time.sleep(60)
+            
+            response = requests.get(
+                f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/issues/{pr_number}/comments",
+                headers=headers
+            )
+            response.raise_for_status()
+            comments = response.json()
+            
+            if len(comments) >= 5:
+                valid_review = False
+                for comment in comments:
+                    if comment['body'].startswith('## PR Reviewer Guide 🔍'):
+                        valid_review = True
+                        break
+                if valid_review:
+                    break
+                else:
+                    logger.error("REVIEW feedback is invalid")
+                    raise Exception("REVIEW feedback is invalid")
+            else:
+                logger.info(f"Waiting for the PR to get all the tool results. {i + 1} minute(s) passed")
+        else:
+            assert False, f"After {NUM_MINUTES} minutes, the PR did not get all the tool results"
+        
+        logger.info(f"Cleaning up: closing PR and deleting branch {new_branch}")
+        
+        close_data = {'state': 'closed'}
+        response = requests.patch(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/pulls/{pr_number}",
+            headers=headers,
+            json=close_data
+        )
+        response.raise_for_status()
+        
+        response = requests.delete(
+            f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/git/refs/heads/{new_branch}",
+            headers=headers
+        )
+        response.raise_for_status()
+        
+        logger.info(f"Succeeded in running e2e test for Gitea app on the PR")
+    except Exception as e:
+        logger.error(f"Failed to run e2e test for Gitea app: {e}")
+        raise
+    finally:
+        try:
+            if headers is None or gitea_url is None:
+                return
+                
+            if pr_number is not None:
+                requests.patch(
+                    f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/pulls/{pr_number}",
+                    headers=headers,
+                    json={'state': 'closed'}
+                )
+            
+            requests.delete(
+                f"{gitea_url}/api/v1/repos/{owner}/{repo_name}/git/refs/heads/{new_branch}",
+                headers=headers
+            )
+        except Exception as cleanup_error:
+            logger.error(f"Failed to clean up after test: {cleanup_error}")
+
+if __name__ == '__main__':
+    test_e2e_run_gitea_app() 

tests/unittest/test_add_docs_trigger.py

@@ -0,0 +1,92 @@
+import pytest
+from pr_agent.servers.github_app import handle_new_pr_opened
+from pr_agent.tools.pr_add_docs import PRAddDocs
+from pr_agent.agent.pr_agent import PRAgent
+from pr_agent.config_loader import get_settings
+from pr_agent.identity_providers.identity_provider import Eligibility
+from pr_agent.identity_providers import get_identity_provider
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "action,draft,state,should_run",
+    [
+        ("opened", False, "open", True),
+        ("edited", False, "open", False),
+        ("opened", True, "open", False),
+        ("opened", False, "closed", False),
+    ],
+)
+async def test_add_docs_trigger(monkeypatch, action, draft, state, should_run):
+    # Mock settings to enable the "/add_docs" auto-command on PR opened
+    settings = get_settings()
+    settings.github_app.pr_commands = ["/add_docs"]
+    settings.github_app.handle_pr_actions = ["opened"]
+
+    # Define a FakeGitProvider for both apply_repo_settings and PRAddDocs
+    class FakeGitProvider:
+        def __init__(self, pr_url, *args, **kwargs):
+            self.pr = type("pr", (), {"title": "Test PR"})()
+            self.get_pr_branch = lambda: "test-branch"
+            self.get_pr_description = lambda: "desc"
+            self.get_languages = lambda: ["Python"]
+            self.get_files = lambda: []
+            self.get_commit_messages = lambda: "msg"
+            self.publish_comment = lambda *args, **kwargs: None
+            self.remove_initial_comment = lambda: None
+            self.publish_code_suggestions = lambda suggestions: True
+            self.diff_files = []
+            self.get_repo_settings = lambda: {}
+
+    # Patch Git provider lookups
+    monkeypatch.setattr(
+        "pr_agent.git_providers.utils.get_git_provider_with_context",
+        lambda pr_url: FakeGitProvider(pr_url),
+    )
+    monkeypatch.setattr(
+        "pr_agent.tools.pr_add_docs.get_git_provider",
+        lambda: FakeGitProvider,
+    )
+
+    # Ensure identity provider always eligible
+    monkeypatch.setattr(
+        get_identity_provider().__class__,
+        "verify_eligibility",
+        lambda *args, **kwargs: Eligibility.ELIGIBLE,
+    )
+
+    # Spy on PRAddDocs.run()
+    ran = {"flag": False}
+
+    async def fake_run(self):
+        ran["flag"] = True
+
+    monkeypatch.setattr(PRAddDocs, "run", fake_run)
+
+    # Build minimal PR payload
+    body = {
+        "action": action,
+        "pull_request": {
+            "url": "https://example.com/fake/pr",
+            "state": state,
+            "draft": draft,
+        },
+    }
+    log_context = {}
+
+    # Invoke the PR-open handler
+    agent = PRAgent()
+    await handle_new_pr_opened(
+        body=body,
+        event="pull_request",
+        sender="tester",
+        sender_id="123",
+        action=action,
+        log_context=log_context,
+        agent=agent,
+    )
+
+    assert ran["flag"] is should_run, (
+        f"Expected run() to be {'called' if should_run else 'skipped'}"
+        f" for action={action!r}, draft={draft}, state={state!r}"
+    )

tests/unittest/test_aws_secrets_manager_provider.py

@@ -0,0 +1,89 @@
+import json
+import pytest
+from unittest.mock import MagicMock, patch
+from botocore.exceptions import ClientError
+
+from pr_agent.secret_providers.aws_secrets_manager_provider import AWSSecretsManagerProvider
+
+
+class TestAWSSecretsManagerProvider:
+
+    def _provider(self):
+        """Create provider following existing pattern"""
+        with patch('pr_agent.secret_providers.aws_secrets_manager_provider.get_settings') as mock_get_settings, \
+             patch('pr_agent.secret_providers.aws_secrets_manager_provider.boto3.client') as mock_boto3_client:
+
+            settings = MagicMock()
+            settings.get.side_effect = lambda k, d=None: {
+                'aws_secrets_manager.secret_arn': 'arn:aws:secretsmanager:us-east-1:123456789012:secret:test-secret',
+                'aws_secrets_manager.region_name': 'us-east-1',
+                'aws.AWS_REGION_NAME': 'us-east-1'
+            }.get(k, d)
+            settings.aws_secrets_manager.secret_arn = 'arn:aws:secretsmanager:us-east-1:123456789012:secret:test-secret'
+            mock_get_settings.return_value = settings
+
+            # Mock boto3 client
+            mock_client = MagicMock()
+            mock_boto3_client.return_value = mock_client
+
+            provider = AWSSecretsManagerProvider()
+            provider.client = mock_client  # Set client directly for testing
+            return provider, mock_client
+
+    # Positive test cases
+    def test_get_secret_success(self):
+        provider, mock_client = self._provider()
+        mock_client.get_secret_value.return_value = {'SecretString': 'test-secret-value'}
+
+        result = provider.get_secret('test-secret-name')
+        assert result == 'test-secret-value'
+        mock_client.get_secret_value.assert_called_once_with(SecretId='test-secret-name')
+
+    def test_get_all_secrets_success(self):
+        provider, mock_client = self._provider()
+        secret_data = {'openai.key': 'sk-test', 'github.webhook_secret': 'webhook-secret'}
+        mock_client.get_secret_value.return_value = {'SecretString': json.dumps(secret_data)}
+
+        result = provider.get_all_secrets()
+        assert result == secret_data
+
+    # Negative test cases (following Google Cloud Storage pattern)
+    def test_get_secret_failure(self):
+        provider, mock_client = self._provider()
+        mock_client.get_secret_value.side_effect = Exception("AWS error")
+
+        result = provider.get_secret('nonexistent-secret')
+        assert result == ""  # Confirm empty string is returned
+
+    def test_get_all_secrets_failure(self):
+        provider, mock_client = self._provider()
+        mock_client.get_secret_value.side_effect = Exception("AWS error")
+
+        result = provider.get_all_secrets()
+        assert result == {}  # Confirm empty dictionary is returned
+
+    def test_store_secret_update_existing(self):
+        provider, mock_client = self._provider()
+        mock_client.update_secret.return_value = {}
+
+        provider.store_secret('test-secret', 'test-value')
+        mock_client.put_secret_value.assert_called_once_with(
+            SecretId='test-secret',
+            SecretString='test-value'
+        )
+
+    def test_init_failure_invalid_config(self):
+        with patch('pr_agent.secret_providers.aws_secrets_manager_provider.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.aws_secrets_manager.secret_arn = None  # Configuration error
+            mock_get_settings.return_value = settings
+
+            with pytest.raises(Exception):
+                AWSSecretsManagerProvider()
+
+    def test_store_secret_failure(self):
+        provider, mock_client = self._provider()
+        mock_client.put_secret_value.side_effect = Exception("AWS error")
+
+        with pytest.raises(Exception):
+            provider.store_secret('test-secret', 'test-value') 

tests/unittest/test_clip_tokens.py

@@ -1,13 +1,302 @@
-
-# Generated by CodiumAI
-
 import pytest
-
+from unittest.mock import patch, MagicMock
 from pr_agent.algo.utils import clip_tokens
+from pr_agent.algo.token_handler import TokenEncoder
 
 
 class TestClipTokens:
-    def test_clip(self):
+    """Comprehensive test suite for the clip_tokens function."""
+
+    def test_empty_input_text(self):
+        """Test that empty input returns empty string."""
+        assert clip_tokens("", 10) == ""
+        assert clip_tokens(None, 10) is None
+
+    def test_text_under_token_limit(self):
+        """Test that text under the token limit is returned unchanged."""
+        text = "Short text"
+        max_tokens = 100
+        result = clip_tokens(text, max_tokens)
+        assert result == text
+
+    def test_text_exactly_at_token_limit(self):
+        """Test text that is exactly at the token limit."""
+        text = "This is exactly at the limit"
+        # Mock the token encoder to return exact limit
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 10  # Exactly 10 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, 10)
+            assert result == text
+
+    def test_text_over_token_limit_with_three_dots(self):
+        """Test text over token limit with three dots addition."""
+        text = "This is a longer text that should be clipped when it exceeds the token limit"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            assert result.endswith("\n...(truncated)")
+            assert len(result) < len(text)
+
+    def test_text_over_token_limit_without_three_dots(self):
+        """Test text over token limit without three dots addition."""
+        text = "This is a longer text that should be clipped"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens, add_three_dots=False)
+            assert not result.endswith("\n...(truncated)")
+            assert len(result) < len(text)
+
+    def test_negative_max_tokens(self):
+        """Test that negative max_tokens returns empty string."""
+        text = "Some text"
+        result = clip_tokens(text, -1)
+        assert result == ""
+
+        result = clip_tokens(text, -100)
+        assert result == ""
+
+    def test_zero_max_tokens(self):
+        """Test that zero max_tokens returns empty string."""
+        text = "Some text"
+        result = clip_tokens(text, 0)
+        assert result == ""
+
+    def test_delete_last_line_functionality(self):
+        """Test the delete_last_line parameter functionality."""
+        text = "Line 1\nLine 2\nLine 3\nLine 4"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            # Without delete_last_line
+            result_normal = clip_tokens(text, max_tokens, delete_last_line=False)
+
+            # With delete_last_line
+            result_deleted = clip_tokens(text, max_tokens, delete_last_line=True)
+
+            # The result with delete_last_line should be shorter or equal
+            assert len(result_deleted) <= len(result_normal)
+
+    def test_pre_computed_num_input_tokens(self):
+        """Test using pre-computed num_input_tokens parameter."""
+        text = "This is a test text"
+        max_tokens = 10
+        num_input_tokens = 15
+
+        # Should not call the encoder when num_input_tokens is provided
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_encoder.return_value = None  # Should not be called
+
+            result = clip_tokens(text, max_tokens, num_input_tokens=num_input_tokens)
+            assert result.endswith("\n...(truncated)")
+            mock_encoder.assert_not_called()
+
+    def test_pre_computed_tokens_under_limit(self):
+        """Test pre-computed tokens under the limit."""
+        text = "Short text"
+        max_tokens = 20
+        num_input_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_encoder.return_value = None  # Should not be called
+
+            result = clip_tokens(text, max_tokens, num_input_tokens=num_input_tokens)
+            assert result == text
+            mock_encoder.assert_not_called()
+
+    def test_special_characters_and_unicode(self):
+        """Test text with special characters and Unicode content."""
+        text = "Special chars: @#$%^&*()_+ áéíóú 中문 🚀 emoji"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            assert isinstance(result, str)
+            assert len(result) < len(text)
+
+    def test_multiline_text_handling(self):
+        """Test handling of multiline text."""
+        text = "Line 1\nLine 2\nLine 3\nLine 4\nLine 5"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            assert isinstance(result, str)
+
+    def test_very_long_text(self):
+        """Test with very long text."""
+        text = "A" * 10000  # Very long text
+        max_tokens = 10
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 5000  # Many tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            assert len(result) < len(text)
+            assert result.endswith("\n...(truncated)")
+
+    def test_encoder_exception_handling(self):
+        """Test handling of encoder exceptions."""
+        text = "Test text"
+        max_tokens = 10
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_encoder.side_effect = Exception("Encoder error")
+
+            # Should return original text when encoder fails
+            result = clip_tokens(text, max_tokens)
+            assert result == text
+
+    def test_zero_division_scenario(self):
+        """Test scenario that could lead to division by zero."""
+        text = "Test"
+        max_tokens = 10
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = []  # Empty tokens (could cause division by zero)
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            # Should handle gracefully and return original text
+            assert result == text
+
+    def test_various_edge_cases(self):
+        """Test various edge cases."""
+        # Single character
+        assert clip_tokens("A", 1000) == "A"
+
+        # Only whitespace
+        text = "   \n  \t  "
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 10
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, 5)
+            assert isinstance(result, str)
+
+        # Text with only newlines
+        text = "\n\n\n\n"
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 10
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, 2, delete_last_line=True)
+            assert isinstance(result, str)
+
+    def test_parameter_combinations(self):
+        """Test different parameter combinations."""
+        text = "Multi\nline\ntext\nfor\ntesting"
+        max_tokens = 5
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20
+            mock_encoder.return_value = mock_tokenizer
+
+            # Test all combinations
+            combinations = [
+                (True, True),   # add_three_dots=True, delete_last_line=True
+                (True, False),  # add_three_dots=True, delete_last_line=False
+                (False, True),  # add_three_dots=False, delete_last_line=True
+                (False, False), # add_three_dots=False, delete_last_line=False
+            ]
+
+            for add_dots, delete_line in combinations:
+                result = clip_tokens(text, max_tokens,
+                                     add_three_dots=add_dots,
+                                     delete_last_line=delete_line)
+                assert isinstance(result, str)
+                if add_dots and len(result) > 0:
+                    assert result.endswith("\n...(truncated)") or result == text
+
+    def test_num_output_chars_zero_scenario(self):
+        """Test scenario where num_output_chars becomes zero or negative."""
+        text = "Short"
+        max_tokens = 1
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 1000  # Many tokens for short text
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+            # When num_output_chars is 0 or negative, should return empty string
+            assert result == ""
+
+    def test_logging_on_exception(self):
+        """Test that exceptions are properly logged."""
+        text = "Test text"
+        max_tokens = 10
+
+        # Patch the logger at the module level where it's imported
+        with patch('pr_agent.algo.utils.get_logger') as mock_logger:
+            mock_log_instance = MagicMock()
+            mock_logger.return_value = mock_log_instance
+
+            with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+                mock_encoder.side_effect = Exception("Test exception")
+
+                result = clip_tokens(text, max_tokens)
+
+                # Should log the warning
+                mock_log_instance.warning.assert_called_once()
+                # Should return original text
+                assert result == text
+
+    def test_factor_safety_calculation(self):
+        """Test that the 0.9 factor (10% reduction) works correctly."""
+        text = "Test text that should be reduced by 10 percent for safety"
+        max_tokens = 10
+
+        with patch.object(TokenEncoder, 'get_token_encoder') as mock_encoder:
+            mock_tokenizer = MagicMock()
+            mock_tokenizer.encode.return_value = [1] * 20  # 20 tokens
+            mock_encoder.return_value = mock_tokenizer
+
+            result = clip_tokens(text, max_tokens)
+
+            # The result should be shorter due to the 0.9 factor
+            # Characters per token = len(text) / 20
+            # Expected chars = int(0.9 * (len(text) / 20) * 10)
+            expected_chars = int(0.9 * (len(text) / 20) * 10)
+
+            # Result should be around expected_chars length (plus truncation text)
+            if result.endswith("\n...(truncated)"):
+                actual_content = result[:-len("\n...(truncated)")]
+                assert len(actual_content) <= expected_chars + 5  # Some tolerance
+
+    # Test the original basic functionality to ensure backward compatibility
+    def test_clip_original_functionality(self):
+        """Test original functionality from the existing test."""
         text = "line1\nline2\nline3\nline4\nline5\nline6"
         max_tokens = 25
         result = clip_tokens(text, max_tokens)
@@ -16,4 +305,4 @@ class TestClipTokens:
         max_tokens = 10
         result = clip_tokens(text, max_tokens)
         expected_results = 'line1\nline2\nline3\n\n...(truncated)'
-        assert result == expected_results
+        assert result == expected_results

tests/unittest/test_config_loader_secrets.py

@@ -0,0 +1,120 @@
+import pytest
+from unittest.mock import MagicMock, patch
+
+from pr_agent.config_loader import apply_secrets_manager_config, apply_secrets_to_config
+
+
+class TestConfigLoaderSecrets:
+
+    def test_apply_secrets_manager_config_success(self):
+        with patch('pr_agent.secret_providers.get_secret_provider') as mock_get_provider, \
+             patch('pr_agent.config_loader.apply_secrets_to_config') as mock_apply_secrets, \
+             patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+
+            # Mock secret provider
+            mock_provider = MagicMock()
+            mock_provider.get_all_secrets.return_value = {'openai.key': 'sk-test'}
+            mock_get_provider.return_value = mock_provider
+
+            # Mock settings
+            settings = MagicMock()
+            settings.get.return_value = "aws_secrets_manager"
+            mock_get_settings.return_value = settings
+
+            apply_secrets_manager_config()
+
+            mock_apply_secrets.assert_called_once_with({'openai.key': 'sk-test'})
+
+    def test_apply_secrets_manager_config_no_provider(self):
+        with patch('pr_agent.secret_providers.get_secret_provider') as mock_get_provider:
+            mock_get_provider.return_value = None
+
+            # Confirm no exception is raised
+            apply_secrets_manager_config()
+
+    def test_apply_secrets_manager_config_not_aws(self):
+        with patch('pr_agent.secret_providers.get_secret_provider') as mock_get_provider, \
+             patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+
+            # Mock Google Cloud Storage provider
+            mock_provider = MagicMock()
+            mock_get_provider.return_value = mock_provider
+
+            # Mock settings (Google Cloud Storage)
+            settings = MagicMock()
+            settings.get.return_value = "google_cloud_storage"
+            mock_get_settings.return_value = settings
+
+            # Confirm execution is skipped for non-AWS Secrets Manager
+            apply_secrets_manager_config()
+            
+            # Confirm get_all_secrets is not called
+            assert not hasattr(mock_provider, 'get_all_secrets') or \
+                   not mock_provider.get_all_secrets.called
+
+    def test_apply_secrets_to_config_nested_keys(self):
+        with patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = None  # No existing value
+            settings.set = MagicMock()
+            mock_get_settings.return_value = settings
+
+            secrets = {
+                'openai.key': 'sk-test',
+                'github.webhook_secret': 'webhook-secret'
+            }
+
+            apply_secrets_to_config(secrets)
+
+            # Confirm settings are applied correctly
+            settings.set.assert_any_call('OPENAI.KEY', 'sk-test')
+            settings.set.assert_any_call('GITHUB.WEBHOOK_SECRET', 'webhook-secret')
+
+    def test_apply_secrets_to_config_existing_value_preserved(self):
+        with patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = "existing-value"  # Existing value present
+            settings.set = MagicMock()
+            mock_get_settings.return_value = settings
+
+            secrets = {'openai.key': 'sk-test'}
+
+            apply_secrets_to_config(secrets)
+
+            # Confirm settings are not overridden when existing value present
+            settings.set.assert_not_called()
+
+    def test_apply_secrets_to_config_single_key(self):
+        with patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = None
+            settings.set = MagicMock()
+            mock_get_settings.return_value = settings
+
+            secrets = {'simple_key': 'simple_value'}
+
+            apply_secrets_to_config(secrets)
+
+            # Confirm non-dot notation keys are ignored
+            settings.set.assert_not_called()
+
+    def test_apply_secrets_to_config_multiple_dots(self):
+        with patch('pr_agent.config_loader.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = None
+            settings.set = MagicMock()
+            mock_get_settings.return_value = settings
+
+            secrets = {'section.subsection.key': 'value'}
+
+            apply_secrets_to_config(secrets)
+
+            # Confirm keys with multiple dots are ignored
+            settings.set.assert_not_called()
+
+    def test_apply_secrets_manager_config_exception_handling(self):
+        with patch('pr_agent.secret_providers.get_secret_provider') as mock_get_provider:
+            mock_get_provider.side_effect = Exception("Provider error")
+
+            # Confirm processing continues even when exception occurs
+            apply_secrets_manager_config()  # Confirm no exception is raised 

tests/unittest/test_convert_to_markdown.py

@@ -1,4 +1,7 @@
 # Generated by CodiumAI
+import textwrap
+from unittest.mock import Mock
+
 from pr_agent.algo.utils import PRReviewHeader, convert_to_markdown_v2
 from pr_agent.tools.pr_description import insert_br_after_x_chars
 
@@ -48,9 +51,174 @@ class TestConvertToMarkdown:
         input_data = {'review': {
             'estimated_effort_to_review_[1-5]': '1, because the changes are minimal and straightforward, focusing on a single functionality addition.\n',
             'relevant_tests': 'No\n', 'possible_issues': 'No\n', 'security_concerns': 'No\n'}}
+        
+        expected_output = textwrap.dedent(f"""\
+            {PRReviewHeader.REGULAR.value} 🔍
+
+            Here are some key observations to aid the review process:
+
+            <table>
+            <tr><td>⏱️&nbsp;<strong>Estimated effort to review</strong>: 1 🔵⚪⚪⚪⚪</td></tr>
+            <tr><td>🧪&nbsp;<strong>No relevant tests</strong></td></tr>
+            <tr><td>&nbsp;<strong>Possible issues</strong>: No
+            </td></tr>
+            <tr><td>🔒&nbsp;<strong>No security concerns identified</strong></td></tr>
+            </table>
+        """)
+
+        assert convert_to_markdown_v2(input_data).strip() == expected_output.strip()
+    
+    def test_simple_dictionary_input_without_gfm_supported(self):
+        input_data = {'review': {
+            'estimated_effort_to_review_[1-5]': '1, because the changes are minimal and straightforward, focusing on a single functionality addition.\n',
+            'relevant_tests': 'No\n', 'possible_issues': 'No\n', 'security_concerns': 'No\n'}}
+        
+        expected_output = textwrap.dedent("""\
+            ## PR Reviewer Guide 🔍
+
+            Here are some key observations to aid the review process:
+
+            ### ⏱️ Estimated effort to review: 1 🔵⚪⚪⚪⚪
+
+            ### 🧪 No relevant tests
+
+            ###  Possible issues: No
 
 
-        expected_output = f'{PRReviewHeader.REGULAR.value} 🔍\n\nHere are some key observations to aid the review process:\n\n<table>\n<tr><td>⏱️&nbsp;<strong>Estimated effort to review</strong>: 1 🔵⚪⚪⚪⚪</td></tr>\n<tr><td>🧪&nbsp;<strong>No relevant tests</strong></td></tr>\n<tr><td>&nbsp;<strong>Possible issues</strong>: No\n</td></tr>\n<tr><td>🔒&nbsp;<strong>No security concerns identified</strong></td></tr>\n</table>'
+            ### 🔒 No security concerns identified
+        """)
+
+        assert convert_to_markdown_v2(input_data, gfm_supported=False).strip() == expected_output.strip()
+    
+    def test_key_issues_to_review(self):
+        input_data = {'review': {
+            'key_issues_to_review': [
+                {
+                    'relevant_file' : 'src/utils.py',
+                    'issue_header' : 'Code Smell',
+                    'issue_content' : 'The function is too long and complex.',
+                    'start_line': 30,
+                    'end_line': 50,
+                }
+            ]
+        }}
+        mock_git_provider = Mock()
+        reference_link = 'https://github.com/qodo/pr-agent/pull/1/files#diff-hashvalue-R174' 
+        mock_git_provider.get_line_link.return_value = reference_link
+
+        expected_output = textwrap.dedent(f"""\
+            ## PR Reviewer Guide 🔍
+                                          
+            Here are some key observations to aid the review process:
+                                          
+            <table>
+            <tr><td>⚡&nbsp;<strong>Recommended focus areas for review</strong><br><br>
+                                                                                    
+            <a href='{reference_link}'><strong>Code Smell</strong></a><br>The function is too long and complex.
+                                          
+            </td></tr>
+            </table>
+        """)
+        
+        assert convert_to_markdown_v2(input_data, git_provider=mock_git_provider).strip() == expected_output.strip()
+        mock_git_provider.get_line_link.assert_called_with('src/utils.py', 30, 50)
+    
+    def test_ticket_compliance(self):
+        input_data = {'review': {
+            'ticket_compliance_check': [
+                {
+                    'ticket_url': 'https://example.com/ticket/123',
+                    'ticket_requirements': '- Requirement 1\n- Requirement 2\n', 
+                    'fully_compliant_requirements': '- Requirement 1\n- Requirement 2\n', 
+                    'not_compliant_requirements': '',
+                    'requires_further_human_verification': '',
+                }
+            ]
+        }}
+        
+        expected_output = textwrap.dedent("""\
+            ## PR Reviewer Guide 🔍
+            
+            Here are some key observations to aid the review process:
+                                          
+            <table>
+            <tr><td>
+                                          
+            **🎫 Ticket compliance analysis ✅**
+                                          
+                                          
+                                          
+            **[123](https://example.com/ticket/123) - Fully compliant**
+                                          
+            Compliant requirements:
+                                          
+            - Requirement 1
+            - Requirement 2
+                                          
+                                          
+                                          
+            </td></tr>
+            </table>
+        """)
+
+        assert convert_to_markdown_v2(input_data).strip() == expected_output.strip()
+
+    def test_can_be_split(self):
+        input_data = {'review': {
+            'can_be_split': [
+                {
+                    'relevant_files': [
+                        'src/file1.py',
+                        'src/file2.py'
+                    ],
+                    'title': 'Refactoring',
+                },
+                {
+                    'relevant_files': [
+                        'src/file3.py'
+                    ],
+                    'title': 'Bug Fix',
+                }
+             ]
+            }
+        }
+
+        expected_output = textwrap.dedent("""\
+            ## PR Reviewer Guide 🔍
+                                          
+            Here are some key observations to aid the review process:
+
+            <table>
+            <tr><td>🔀 <strong>Multiple PR themes</strong><br><br>
+                                          
+            <details><summary>
+            Sub-PR theme: <b>Refactoring</b></summary>
+                                          
+            ___
+                                          
+            Relevant files:
+                                          
+            - src/file1.py
+            - src/file2.py
+            ___
+                                          
+            </details>
+                                          
+            <details><summary>
+            Sub-PR theme: <b>Bug Fix</b></summary>
+                                          
+            ___
+                                          
+            Relevant files:
+                                          
+            - src/file3.py
+            ___
+                                          
+            </details>
+                                          
+            </td></tr>
+            </table>
+        """)
 
         assert convert_to_markdown_v2(input_data).strip() == expected_output.strip()
 

tests/unittest/test_file_filter.py

@@ -80,3 +80,53 @@ class TestIgnoreFilter:
 
         filtered_files = filter_ignored(files)
         assert filtered_files == expected, f"Expected {[file.filename for file in expected]}, but got {[file.filename for file in filtered_files]}."
+    
+    def test_language_framework_ignores(self, monkeypatch):
+        """
+        Test files are ignored based on language/framework mapping (e.g., protobuf).
+        """
+        monkeypatch.setattr(global_settings.config, 'ignore_language_framework', ['protobuf', 'go_gen'])
+
+        files = [
+            type('', (object,), {'filename': 'main.go'})(),
+            type('', (object,), {'filename': 'dir1/service.pb.go'})(),
+            type('', (object,), {'filename': 'dir1/dir/data_pb2.py'})(),
+            type('', (object,), {'filename': 'file.py'})(),
+            type('', (object,), {'filename': 'dir2/file_gen.go'})(),
+            type('', (object,), {'filename': 'file.generated.go'})()
+        ]
+        expected = [
+            files[0],
+            files[3]
+        ]
+
+        filtered = filter_ignored(files)
+        assert filtered == expected, (
+            f"Expected {[f.filename for f in expected]}, "
+            f"but got {[f.filename for f in filtered]}"
+        )
+
+    def test_skip_invalid_ignore_language_framework(self, monkeypatch):
+        """
+        Test skipping of generated code filtering when ignore_language_framework is not a list
+        """
+        monkeypatch.setattr(global_settings.config, 'ignore_language_framework', 'protobuf')
+
+        files = [
+            type('', (object,), {'filename': 'main.go'})(),
+            type('', (object,), {'filename': 'file.py'})(),
+            type('', (object,), {'filename': 'dir1/service.pb.go'})(),
+            type('', (object,), {'filename': 'file_pb2.py'})()
+        ]
+        expected = [
+            files[0],
+            files[1],
+            files[2],
+            files[3]
+        ]
+
+        filtered = filter_ignored(files)
+        assert filtered == expected, (
+            f"Expected {[f.filename for f in expected]}, "
+            f"but got {[f.filename for f in filtered]}"
+        )

tests/unittest/test_fix_json_escape_char.py

@@ -0,0 +1,21 @@
+from pr_agent.algo.utils import fix_json_escape_char
+
+
+class TestFixJsonEscapeChar:
+    def test_valid_json(self):
+        """Return unchanged when input JSON is already valid"""
+        text = '{"a": 1, "b": "ok"}'
+        expected_output = {"a": 1, "b": "ok"}
+        assert fix_json_escape_char(text) == expected_output
+
+    def test_single_control_char(self):
+        """Remove a single ASCII control-character"""
+        text = '{"msg": "hel\x01lo"}'
+        expected_output = {"msg": "hel lo"}
+        assert fix_json_escape_char(text) == expected_output
+
+    def test_multiple_control_chars(self):
+        """Remove multiple control-characters recursively"""
+        text = '{"x": "A\x02B\x03C"}'
+        expected_output = {"x": "A B C"}
+        assert fix_json_escape_char(text) == expected_output

tests/unittest/test_get_max_tokens.py

@@ -0,0 +1,67 @@
+import pytest
+from pr_agent.algo.utils import get_max_tokens, MAX_TOKENS
+import pr_agent.algo.utils as utils
+
+class TestGetMaxTokens:
+
+    # Test if the file is in MAX_TOKENS
+    def test_model_max_tokens(self, monkeypatch):
+        fake_settings = type('', (), {
+            'config': type('', (), {
+                'custom_model_max_tokens': 0,
+                'max_model_tokens': 0
+            })()
+        })()
+
+        monkeypatch.setattr(utils, "get_settings", lambda: fake_settings)
+
+        model = "gpt-3.5-turbo"
+        expected = MAX_TOKENS[model]
+
+        assert get_max_tokens(model) == expected
+
+    # Test situations where the model is not registered and exists as a custom model
+    def test_model_has_custom(self, monkeypatch):
+        fake_settings = type('', (), {
+            'config': type('', (), {
+                'custom_model_max_tokens': 5000,
+                'max_model_tokens': 0  # 제한 없음
+            })()
+        })()
+
+        monkeypatch.setattr(utils, "get_settings", lambda: fake_settings)
+
+        model = "custom-model"
+        expected = 5000
+
+        assert get_max_tokens(model) == expected
+
+    def test_model_not_max_tokens_and_not_has_custom(self, monkeypatch):
+        fake_settings = type('', (), {
+            'config': type('', (), {
+                'custom_model_max_tokens': 0,
+                'max_model_tokens': 0
+            })()
+        })()
+
+        monkeypatch.setattr(utils, "get_settings", lambda: fake_settings)
+
+        model = "custom-model"
+
+        with pytest.raises(Exception):
+            get_max_tokens(model)
+
+    def test_model_max_tokens_with__limit(self, monkeypatch):
+        fake_settings = type('', (), {
+            'config': type('', (), {
+                'custom_model_max_tokens': 0,
+                'max_model_tokens': 10000
+            })()
+        })()
+
+        monkeypatch.setattr(utils, "get_settings", lambda: fake_settings)
+
+        model = "gpt-3.5-turbo"  # this model setting is 160000
+        expected = 10000
+
+        assert get_max_tokens(model) == expected

tests/unittest/test_gitea_provider.py

@@ -0,0 +1,126 @@
+# from unittest.mock import MagicMock, patch
+#
+# import pytest
+#
+# from pr_agent.algo.types import EDIT_TYPE
+# from pr_agent.git_providers.gitea_provider import GiteaProvider
+#
+#
+# class TestGiteaProvider:
+#     """Unit-tests for GiteaProvider following project style (explicit object construction, minimal patching)."""
+#
+#     def _provider(self):
+#         """Create provider instance with patched settings and avoid real HTTP calls."""
+#         with patch('pr_agent.git_providers.gitea_provider.get_settings') as mock_get_settings, \
+#                 patch('requests.get') as mock_get:
+#             settings = MagicMock()
+#             settings.get.side_effect = lambda k, d=None: {
+#                 'GITEA.URL': 'https://gitea.example.com',
+#                 'GITEA.PERSONAL_ACCESS_TOKEN': 'test-token'
+#             }.get(k, d)
+#             mock_get_settings.return_value = settings
+#             # Stub the PR fetch triggered during provider initialization
+#             pr_resp = MagicMock()
+#             pr_resp.json.return_value = {
+#                 'title': 'stub',
+#                 'body': 'stub',
+#                 'head': {'ref': 'main'},
+#                 'user': {'id': 1}
+#             }
+#             pr_resp.raise_for_status = MagicMock()
+#             mock_get.return_value = pr_resp
+#             return GiteaProvider('https://gitea.example.com/owner/repo/pulls/123')
+#
+#     # ---------------- URL parsing ----------------
+#     def test_parse_pr_url_valid(self):
+#         owner, repo, pr_num = self._provider()._parse_pr_url('https://gitea.example.com/owner/repo/pulls/123')
+#         assert (owner, repo, pr_num) == ('owner', 'repo', '123')
+#
+#     def test_parse_pr_url_invalid(self):
+#         with pytest.raises(ValueError):
+#             GiteaProvider._parse_pr_url('https://gitea.example.com/owner/repo')
+#
+#     # ---------------- simple getters ----------------
+#     def test_get_files(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock()
+#         mock_resp.json.return_value = [{'filename': 'a.txt'}, {'filename': 'b.txt'}]
+#         mock_resp.raise_for_status = MagicMock()
+#         with patch('requests.get', return_value=mock_resp) as mock_get:
+#             assert provider.get_files() == ['a.txt', 'b.txt']
+#             mock_get.assert_called_once()
+#
+#     def test_get_diff_files(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock()
+#         mock_resp.json.return_value = [
+#             {'filename': 'f1', 'previous_filename': 'old_f1', 'status': 'renamed', 'patch': ''},
+#             {'filename': 'f2', 'status': 'added', 'patch': ''},
+#             {'filename': 'f3', 'status': 'deleted', 'patch': ''},
+#             {'filename': 'f4', 'status': 'modified', 'patch': ''}
+#         ]
+#         mock_resp.raise_for_status = MagicMock()
+#         with patch('requests.get', return_value=mock_resp):
+#             res = provider.get_diff_files()
+#             assert [f.edit_type for f in res] == [EDIT_TYPE.RENAMED, EDIT_TYPE.ADDED, EDIT_TYPE.DELETED,
+#                                                   EDIT_TYPE.MODIFIED]
+#
+#     # ---------------- publishing methods ----------------
+#     def test_publish_description(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock()
+#         with patch('requests.patch', return_value=mock_resp) as mock_patch:
+#             provider.publish_description('t', 'b');
+#             mock_patch.assert_called_once()
+#
+#     def test_publish_comment(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock()
+#         with patch('requests.post', return_value=mock_resp) as mock_post:
+#             provider.publish_comment('c');
+#             mock_post.assert_called_once()
+#
+#     def test_publish_inline_comment(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock()
+#         with patch('requests.post', return_value=mock_resp) as mock_post:
+#             provider.publish_inline_comment('body', 'file', '10');
+#             mock_post.assert_called_once()
+#
+#     # ---------------- labels & reactions ----------------
+#     def test_get_pr_labels(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock();
+#         mock_resp.json.return_value = [{'name': 'l1'}]
+#         with patch('requests.get', return_value=mock_resp):
+#             assert provider.get_pr_labels() == ['l1']
+#
+#     def test_add_eyes_reaction(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock();
+#         mock_resp.json.return_value = {'id': 7}
+#         with patch('requests.post', return_value=mock_resp):
+#             assert provider.add_eyes_reaction(1) == 7
+#
+#     # ---------------- commit messages & url helpers ----------------
+#     def test_get_commit_messages(self):
+#         provider = self._provider()
+#         mock_resp = MagicMock();
+#         mock_resp.raise_for_status = MagicMock()
+#         mock_resp.json.return_value = [
+#             {'commit': {'message': 'm1'}}, {'commit': {'message': 'm2'}}]
+#         with patch('requests.get', return_value=mock_resp):
+#             assert provider.get_commit_messages() == ['m1', 'm2']
+#
+#     def test_git_url_helpers(self):
+#         provider = self._provider()
+#         issues_url = 'https://gitea.example.com/owner/repo/pulls/3'
+#         assert provider.get_git_repo_url(issues_url) == 'https://gitea.example.com/owner/repo.git'
+#         prefix, suffix = provider.get_canonical_url_parts('https://gitea.example.com/owner/repo.git', 'dev')
+#         assert prefix == 'https://gitea.example.com/owner/repo/src/branch/dev'
+#         assert suffix == ''

tests/unittest/test_gitlab_provider.py

@@ -0,0 +1,147 @@
+import pytest
+from unittest.mock import MagicMock, patch
+
+from pr_agent.git_providers.gitlab_provider import GitLabProvider
+from gitlab import Gitlab
+from gitlab.v4.objects import Project, ProjectFile
+from gitlab.exceptions import GitlabGetError
+
+
+class TestGitLabProvider:
+    """Test suite for GitLab provider functionality."""
+    
+    @pytest.fixture
+    def mock_gitlab_client(self):
+        client = MagicMock()
+        return client
+    
+    @pytest.fixture
+    def mock_project(self):
+        project = MagicMock()
+        return project
+    
+    @pytest.fixture
+    def gitlab_provider(self, mock_gitlab_client, mock_project):
+        with patch('pr_agent.git_providers.gitlab_provider.gitlab.Gitlab', return_value=mock_gitlab_client), \
+             patch('pr_agent.git_providers.gitlab_provider.get_settings') as mock_settings:
+            
+            mock_settings.return_value.get.side_effect = lambda key, default=None: {
+                "GITLAB.URL": "https://gitlab.com",
+                "GITLAB.PERSONAL_ACCESS_TOKEN": "fake_token"
+            }.get(key, default)
+            
+            mock_gitlab_client.projects.get.return_value = mock_project
+            provider = GitLabProvider("https://gitlab.com/test/repo/-/merge_requests/1")
+            provider.gl = mock_gitlab_client
+            provider.id_project = "test/repo"
+            return provider
+
+    def test_get_pr_file_content_success(self, gitlab_provider, mock_project):
+        mock_file = MagicMock(ProjectFile)
+        mock_file.decode.return_value = "# Changelog\n\n## v1.0.0\n- Initial release"
+        mock_project.files.get.return_value = mock_file
+        
+        content = gitlab_provider.get_pr_file_content("CHANGELOG.md", "main")
+        
+        assert content == "# Changelog\n\n## v1.0.0\n- Initial release"
+        mock_project.files.get.assert_called_once_with("CHANGELOG.md", "main")
+        mock_file.decode.assert_called_once()
+
+    def test_get_pr_file_content_with_bytes(self, gitlab_provider, mock_project):
+        mock_file = MagicMock(ProjectFile)
+        mock_file.decode.return_value = b"# Changelog\n\n## v1.0.0\n- Initial release"
+        mock_project.files.get.return_value = mock_file
+        
+        content = gitlab_provider.get_pr_file_content("CHANGELOG.md", "main")
+        
+        assert content == "# Changelog\n\n## v1.0.0\n- Initial release"
+        mock_project.files.get.assert_called_once_with("CHANGELOG.md", "main")
+
+    def test_get_pr_file_content_file_not_found(self, gitlab_provider, mock_project):
+        mock_project.files.get.side_effect = GitlabGetError("404 Not Found")
+        
+        content = gitlab_provider.get_pr_file_content("CHANGELOG.md", "main")
+        
+        assert content == ""
+        mock_project.files.get.assert_called_once_with("CHANGELOG.md", "main")
+
+    def test_get_pr_file_content_other_exception(self, gitlab_provider, mock_project):
+        mock_project.files.get.side_effect = Exception("Network error")
+        
+        content = gitlab_provider.get_pr_file_content("CHANGELOG.md", "main")
+        
+        assert content == ""
+
+    def test_create_or_update_pr_file_create_new(self, gitlab_provider, mock_project):
+        mock_project.files.get.side_effect = GitlabGetError("404 Not Found")
+        mock_file = MagicMock()
+        mock_project.files.create.return_value = mock_file
+        
+        new_content = "# Changelog\n\n## v1.1.0\n- New feature"
+        commit_message = "Add CHANGELOG.md"
+        
+        gitlab_provider.create_or_update_pr_file(
+            "CHANGELOG.md", "feature-branch", new_content, commit_message
+        )
+        
+        mock_project.files.get.assert_called_once_with("CHANGELOG.md", "feature-branch")
+        mock_project.files.create.assert_called_once_with({
+            'file_path': 'CHANGELOG.md',
+            'branch': 'feature-branch',
+            'content': new_content,
+            'commit_message': commit_message,
+        })
+
+    def test_create_or_update_pr_file_update_existing(self, gitlab_provider, mock_project):
+        mock_file = MagicMock(ProjectFile)
+        mock_file.decode.return_value = "# Old changelog content"
+        mock_project.files.get.return_value = mock_file
+        
+        new_content = "# New changelog content"
+        commit_message = "Update CHANGELOG.md"
+        
+        gitlab_provider.create_or_update_pr_file(
+            "CHANGELOG.md", "feature-branch", new_content, commit_message
+        )
+        
+        mock_project.files.get.assert_called_once_with("CHANGELOG.md", "feature-branch")
+        mock_file.content = new_content
+        mock_file.save.assert_called_once_with(branch="feature-branch", commit_message=commit_message)
+
+    def test_create_or_update_pr_file_update_exception(self, gitlab_provider, mock_project):
+        mock_project.files.get.side_effect = Exception("Network error")
+        
+        with pytest.raises(Exception):
+            gitlab_provider.create_or_update_pr_file(
+                "CHANGELOG.md", "feature-branch", "content", "message"
+            )
+
+    def test_has_create_or_update_pr_file_method(self, gitlab_provider):
+        assert hasattr(gitlab_provider, "create_or_update_pr_file")
+        assert callable(getattr(gitlab_provider, "create_or_update_pr_file"))
+
+    def test_method_signature_compatibility(self, gitlab_provider):
+        import inspect
+        
+        sig = inspect.signature(gitlab_provider.create_or_update_pr_file)
+        params = list(sig.parameters.keys())
+        
+        expected_params = ['file_path', 'branch', 'contents', 'message']
+        assert params == expected_params
+
+    @pytest.mark.parametrize("content,expected", [
+        ("simple text", "simple text"),
+        (b"bytes content", "bytes content"),
+        ("", ""),
+        (b"", ""),
+        ("unicode: café", "unicode: café"),
+        (b"unicode: caf\xc3\xa9", "unicode: café"),
+    ])
+    def test_content_encoding_handling(self, gitlab_provider, mock_project, content, expected):
+        mock_file = MagicMock(ProjectFile)
+        mock_file.decode.return_value = content
+        mock_project.files.get.return_value = mock_file
+        
+        result = gitlab_provider.get_pr_file_content("test.md", "main")
+        
+        assert result == expected 

tests/unittest/test_language_handler.py

@@ -79,13 +79,14 @@ class TestSortFilesByMainLanguages:
         files = [
             type('', (object,), {'filename': 'file1.py'})(),
             type('', (object,), {'filename': 'file2.java'})(),
-            type('', (object,), {'filename': 'file3.cpp'})()
+            type('', (object,), {'filename': 'file3.cpp'})(),
+            type('', (object,), {'filename': 'file3.test'})()
         ]
         expected_output = [
             {'language': 'Python', 'files': [files[0]]},
             {'language': 'Java', 'files': [files[1]]},
             {'language': 'C++', 'files': [files[2]]},
-            {'language': 'Other', 'files': []}
+            {'language': 'Other', 'files': [files[3]]}
         ]
         assert sort_files_by_main_languages(languages, files) == expected_output
 

tests/unittest/test_pr_update_changelog.py

@@ -0,0 +1,247 @@
+import pytest
+from unittest.mock import MagicMock, patch, AsyncMock
+from pr_agent.tools.pr_update_changelog import PRUpdateChangelog
+
+
+class TestPRUpdateChangelog:
+    """Test suite for the PR Update Changelog functionality."""
+    
+    @pytest.fixture
+    def mock_git_provider(self):
+        """Create a mock git provider."""
+        provider = MagicMock()
+        provider.get_pr_branch.return_value = "feature-branch"
+        provider.get_pr_file_content.return_value = ""
+        provider.pr.title = "Test PR"
+        provider.get_pr_description.return_value = "Test description"
+        provider.get_commit_messages.return_value = "fix: test commit"
+        provider.get_languages.return_value = {"Python": 80, "JavaScript": 20}
+        provider.get_files.return_value = ["test.py", "test.js"]
+        return provider
+
+    @pytest.fixture
+    def mock_ai_handler(self):
+        """Create a mock AI handler."""
+        handler = MagicMock()
+        handler.chat_completion = AsyncMock(return_value=("Test changelog entry", "stop"))
+        return handler
+
+    @pytest.fixture
+    def changelog_tool(self, mock_git_provider, mock_ai_handler):
+        """Create a PRUpdateChangelog instance with mocked dependencies."""
+        with patch('pr_agent.tools.pr_update_changelog.get_git_provider', return_value=lambda url: mock_git_provider), \
+             patch('pr_agent.tools.pr_update_changelog.get_main_pr_language', return_value="Python"), \
+             patch('pr_agent.tools.pr_update_changelog.get_settings') as mock_settings:
+            
+            # Configure mock settings
+            mock_settings.return_value.pr_update_changelog.push_changelog_changes = False
+            mock_settings.return_value.pr_update_changelog.extra_instructions = ""
+            mock_settings.return_value.pr_update_changelog_prompt.system = "System prompt"
+            mock_settings.return_value.pr_update_changelog_prompt.user = "User prompt"
+            mock_settings.return_value.config.temperature = 0.2
+            
+            tool = PRUpdateChangelog("https://gitlab.com/test/repo/-/merge_requests/1", ai_handler=lambda: mock_ai_handler)
+            return tool
+
+    def test_get_changelog_file_with_existing_content(self, changelog_tool, mock_git_provider):
+        """Test retrieving existing changelog content."""
+        # Arrange
+        existing_content = "# Changelog\n\n## v1.0.0\n- Initial release\n- Bug fixes"
+        mock_git_provider.get_pr_file_content.return_value = existing_content
+        
+        # Act
+        changelog_tool._get_changelog_file()
+        
+        # Assert
+        assert changelog_tool.changelog_file == existing_content
+        assert "# Changelog" in changelog_tool.changelog_file_str
+
+    def test_get_changelog_file_with_no_existing_content(self, changelog_tool, mock_git_provider):
+        """Test handling when no changelog file exists."""
+        # Arrange
+        mock_git_provider.get_pr_file_content.return_value = ""
+        
+        # Act
+        changelog_tool._get_changelog_file()
+        
+        # Assert
+        assert changelog_tool.changelog_file == ""
+        assert "Example:" in changelog_tool.changelog_file_str  # Default template
+
+    def test_get_changelog_file_with_bytes_content(self, changelog_tool, mock_git_provider):
+        """Test handling when git provider returns bytes instead of string."""
+        # Arrange
+        content_bytes = b"# Changelog\n\n## v1.0.0\n- Initial release"
+        mock_git_provider.get_pr_file_content.return_value = content_bytes
+        
+        # Act
+        changelog_tool._get_changelog_file()
+        
+        # Assert
+        assert isinstance(changelog_tool.changelog_file, str)
+        assert changelog_tool.changelog_file == "# Changelog\n\n## v1.0.0\n- Initial release"
+
+    def test_get_changelog_file_with_exception(self, changelog_tool, mock_git_provider):
+        """Test handling exceptions during file retrieval."""
+        # Arrange
+        mock_git_provider.get_pr_file_content.side_effect = Exception("Network error")
+        
+        # Act
+        changelog_tool._get_changelog_file()
+        
+        # Assert
+        assert changelog_tool.changelog_file == ""
+        assert changelog_tool.changelog_file_str == ""  # Exception should result in empty string, no default template
+
+    def test_prepare_changelog_update_with_existing_content(self, changelog_tool):
+        """Test preparing changelog update when existing content exists."""
+        # Arrange
+        changelog_tool.prediction = "## v1.1.0\n- New feature\n- Bug fix"
+        changelog_tool.changelog_file = "# Changelog\n\n## v1.0.0\n- Initial release"
+        changelog_tool.commit_changelog = True
+        
+        # Act
+        new_content, answer = changelog_tool._prepare_changelog_update()
+        
+        # Assert
+        assert new_content.startswith("## v1.1.0\n- New feature\n- Bug fix\n\n")
+        assert "# Changelog\n\n## v1.0.0\n- Initial release" in new_content
+        assert answer == "## v1.1.0\n- New feature\n- Bug fix"
+
+    def test_prepare_changelog_update_without_existing_content(self, changelog_tool):
+        """Test preparing changelog update when no existing content."""
+        # Arrange
+        changelog_tool.prediction = "## v1.0.0\n- Initial release"
+        changelog_tool.changelog_file = ""
+        changelog_tool.commit_changelog = True
+        
+        # Act
+        new_content, answer = changelog_tool._prepare_changelog_update()
+        
+        # Assert
+        assert new_content == "## v1.0.0\n- Initial release"
+        assert answer == "## v1.0.0\n- Initial release"
+
+    def test_prepare_changelog_update_no_commit(self, changelog_tool):
+        """Test preparing changelog update when not committing."""
+        # Arrange
+        changelog_tool.prediction = "## v1.1.0\n- New feature"
+        changelog_tool.changelog_file = ""
+        changelog_tool.commit_changelog = False
+        
+        # Act
+        new_content, answer = changelog_tool._prepare_changelog_update()
+        
+        # Assert
+        assert new_content == "## v1.1.0\n- New feature"
+        assert "to commit the new content" in answer
+
+    @pytest.mark.asyncio
+    async def test_run_without_push_support(self, changelog_tool, mock_git_provider):
+        """Test running changelog update when git provider doesn't support pushing."""
+        # Arrange
+        delattr(mock_git_provider, 'create_or_update_pr_file')  # Remove the method
+        changelog_tool.commit_changelog = True
+        
+        with patch('pr_agent.tools.pr_update_changelog.get_settings') as mock_settings:
+            mock_settings.return_value.pr_update_changelog.push_changelog_changes = True
+            mock_settings.return_value.config.publish_output = True
+            
+            # Act
+            await changelog_tool.run()
+            
+            # Assert
+            mock_git_provider.publish_comment.assert_called_once()
+            assert "not currently supported" in str(mock_git_provider.publish_comment.call_args)
+
+    @pytest.mark.asyncio
+    async def test_run_with_push_support(self, changelog_tool, mock_git_provider):
+        """Test running changelog update when git provider supports pushing."""
+        # Arrange
+        mock_git_provider.create_or_update_pr_file = MagicMock()
+        changelog_tool.commit_changelog = True
+        changelog_tool.prediction = "## v1.1.0\n- New feature"
+        
+        with patch('pr_agent.tools.pr_update_changelog.get_settings') as mock_settings, \
+             patch('pr_agent.tools.pr_update_changelog.retry_with_fallback_models') as mock_retry, \
+             patch('pr_agent.tools.pr_update_changelog.sleep'):
+            
+            mock_settings.return_value.pr_update_changelog.push_changelog_changes = True
+            mock_settings.return_value.pr_update_changelog.get.return_value = True
+            mock_settings.return_value.config.publish_output = True
+            mock_settings.return_value.config.git_provider = "gitlab"
+            mock_retry.return_value = None
+            
+            # Act
+            await changelog_tool.run()
+            
+            # Assert
+            mock_git_provider.create_or_update_pr_file.assert_called_once()
+            call_args = mock_git_provider.create_or_update_pr_file.call_args
+            assert call_args[1]['file_path'] == 'CHANGELOG.md'
+            assert call_args[1]['branch'] == 'feature-branch'
+
+    def test_push_changelog_update(self, changelog_tool, mock_git_provider):
+        """Test the push changelog update functionality."""
+        # Arrange
+        mock_git_provider.create_or_update_pr_file = MagicMock()
+        mock_git_provider.get_pr_branch.return_value = "feature-branch"
+        new_content = "# Updated changelog content"
+        answer = "Changes made"
+        
+        with patch('pr_agent.tools.pr_update_changelog.get_settings') as mock_settings, \
+             patch('pr_agent.tools.pr_update_changelog.sleep'):
+            
+            mock_settings.return_value.pr_update_changelog.get.return_value = True
+            
+            # Act
+            changelog_tool._push_changelog_update(new_content, answer)
+            
+            # Assert
+            mock_git_provider.create_or_update_pr_file.assert_called_once_with(
+                file_path="CHANGELOG.md",
+                branch="feature-branch",
+                contents=new_content,
+                message="[skip ci] Update CHANGELOG.md"
+            )
+
+    def test_gitlab_provider_method_detection(self, changelog_tool, mock_git_provider):
+        """Test that the tool correctly detects GitLab provider method availability."""
+        # Arrange
+        mock_git_provider.create_or_update_pr_file = MagicMock()
+        
+        # Act & Assert
+        assert hasattr(mock_git_provider, "create_or_update_pr_file")
+
+    @pytest.mark.parametrize("existing_content,new_entry,expected_order", [
+        (
+            "# Changelog\n\n## v1.0.0\n- Old feature", 
+            "## v1.1.0\n- New feature",
+            ["v1.1.0", "v1.0.0"]
+        ),
+        (
+            "", 
+            "## v1.0.0\n- Initial release",
+            ["v1.0.0"]
+        ),
+        (
+            "Some existing content", 
+            "## v1.0.0\n- New entry",
+            ["v1.0.0", "Some existing content"]
+        ),
+    ])
+    def test_changelog_order_preservation(self, changelog_tool, existing_content, new_entry, expected_order):
+        """Test that changelog entries are properly ordered (newest first)."""
+        # Arrange
+        changelog_tool.prediction = new_entry
+        changelog_tool.changelog_file = existing_content
+        changelog_tool.commit_changelog = True
+        
+        # Act
+        new_content, _ = changelog_tool._prepare_changelog_update()
+        
+        # Assert
+        for i, expected in enumerate(expected_order[:-1]):
+            current_pos = new_content.find(expected)
+            next_pos = new_content.find(expected_order[i + 1])
+            assert current_pos < next_pos, f"Expected {expected} to come before {expected_order[i + 1]}" 

tests/unittest/test_secret_provider_factory.py

@@ -0,0 +1,69 @@
+import pytest
+from unittest.mock import MagicMock, patch
+
+from pr_agent.secret_providers import get_secret_provider
+
+
+class TestSecretProviderFactory:
+
+    def test_get_secret_provider_none_when_not_configured(self):
+        with patch('pr_agent.secret_providers.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = None
+            mock_get_settings.return_value = settings
+
+            result = get_secret_provider()
+            assert result is None
+
+    def test_get_secret_provider_google_cloud_storage(self):
+        with patch('pr_agent.secret_providers.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = "google_cloud_storage"
+            settings.config.secret_provider = "google_cloud_storage"
+            mock_get_settings.return_value = settings
+
+            with patch('pr_agent.secret_providers.google_cloud_storage_secret_provider.GoogleCloudStorageSecretProvider') as MockProvider:
+                mock_instance = MagicMock()
+                MockProvider.return_value = mock_instance
+                
+                result = get_secret_provider()
+                assert result is mock_instance
+                MockProvider.assert_called_once()
+
+    def test_get_secret_provider_aws_secrets_manager(self):
+        with patch('pr_agent.secret_providers.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = "aws_secrets_manager"
+            settings.config.secret_provider = "aws_secrets_manager"
+            mock_get_settings.return_value = settings
+
+            with patch('pr_agent.secret_providers.aws_secrets_manager_provider.AWSSecretsManagerProvider') as MockProvider:
+                mock_instance = MagicMock()
+                MockProvider.return_value = mock_instance
+                
+                result = get_secret_provider()
+                assert result is mock_instance
+                MockProvider.assert_called_once()
+
+    def test_get_secret_provider_unknown_provider(self):
+        with patch('pr_agent.secret_providers.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = "unknown_provider"
+            settings.config.secret_provider = "unknown_provider"
+            mock_get_settings.return_value = settings
+
+            with pytest.raises(ValueError, match="Unknown SECRET_PROVIDER"):
+                get_secret_provider()
+
+    def test_get_secret_provider_initialization_error(self):
+        with patch('pr_agent.secret_providers.get_settings') as mock_get_settings:
+            settings = MagicMock()
+            settings.get.return_value = "aws_secrets_manager"
+            settings.config.secret_provider = "aws_secrets_manager"
+            mock_get_settings.return_value = settings
+
+            with patch('pr_agent.secret_providers.aws_secrets_manager_provider.AWSSecretsManagerProvider') as MockProvider:
+                MockProvider.side_effect = Exception("Initialization failed")
+                
+                with pytest.raises(ValueError, match="Failed to initialize aws_secrets_manager secret provider"):
+                    get_secret_provider() 

tests/unittest/test_try_fix_yaml.py

@@ -32,11 +32,6 @@ age: 35
         expected_output = {'name': 'John Smith', 'age': 35}
         assert try_fix_yaml(review_text) == expected_output
 
-    # The function removes the last line(s) of the YAML string and successfully parses the YAML string.
-    def test_remove_last_line(self):
-        review_text = "key: value\nextra invalid line\n"
-        expected_output = {"key": "value"}
-        assert try_fix_yaml(review_text) == expected_output
 
     # The YAML string is empty.
     def test_empty_yaml_fixed(self):
@@ -58,12 +53,12 @@ code_suggestions:
 - relevant_file: |
     src/index2.ts
   label: |
-    enhancment
+    enhancement
 ```
 
 We can further improve the code by using the `const` keyword instead of `var` in the `src/index.ts` file.
 '''
-        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancment'}]}
+        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancement'}]}
 
         assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='label') == expected_output
 
@@ -81,10 +76,178 @@ code_suggestions:
 - relevant_file: |
     src/index2.ts
   label: |
-    enhancment
+    enhancement
 ```
 
 We can further improve the code by using the `const` keyword instead of `var` in the `src/index.ts` file.
 '''
-        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancment'}]}
+        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancement'}]}
         assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='label') == expected_output
+
+
+    def test_with_brackets_yaml_content(self):
+        review_text = '''\
+{
+code_suggestions:
+- relevant_file: |
+    src/index.ts
+  label: |
+    best practice
+
+- relevant_file: |
+    src/index2.ts
+  label: |
+    enhancement
+}
+'''
+        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancement'}]}
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='label') == expected_output
+
+    def test_tab_indent_yaml(self):
+        review_text = '''\
+code_suggestions:
+- relevant_file: |
+    src/index.ts
+  label: |
+\tbest practice
+
+- relevant_file: |
+    src/index2.ts
+  label: |
+    enhancement
+'''
+        expected_output = {'code_suggestions': [{'relevant_file': 'src/index.ts\n', 'label': 'best practice\n'}, {'relevant_file': 'src/index2.ts\n', 'label': 'enhancement\n'}]}
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='label') == expected_output
+
+
+    def test_leading_plus_mark_code(self):
+        review_text = '''\
+code_suggestions:
+- relevant_file: |
+    src/index.ts
+  label: |
+    best practice
+  existing_code: |
++   var router = createBrowserRouter([
+  improved_code: |
++   const router = createBrowserRouter([
+'''
+        expected_output = {'code_suggestions': [{
+            'relevant_file': 'src/index.ts\n',
+            'label': 'best practice\n',
+            'existing_code': 'var router = createBrowserRouter([\n',
+            'improved_code': 'const router = createBrowserRouter([\n'
+        }]}
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='improved_code') == expected_output
+
+
+    def test_inconsistent_indentation_in_block_scalar_yaml(self):
+        """
+            This test case represents a situation where the AI outputs the opening '{' with 5 spaces
+            (resulting in an inferred indent level of 5), while the closing '}' is output with only 4 spaces.
+            This inconsistency makes it impossible for the YAML parser to automatically determine the correct
+            indent level, causing a parsing failure.
+
+            The root cause may be the LLM miscounting spaces or misunderstanding the active block scalar context
+            while generating YAML output.
+        """
+
+        review_text = '''\
+code_suggestions:
+- relevant_file: |
+    tsconfig.json
+  existing_code: |
+     {
+        "key1": "value1",
+        "key2": {
+          "subkey": "value"
+         }
+    }
+'''
+        expected_json = '''\
+ {
+    "key1": "value1",
+    "key2": {
+      "subkey": "value"
+     }
+}
+'''
+        expected_output = {
+            'code_suggestions': [{
+                'relevant_file': 'tsconfig.json\n',
+                'existing_code': expected_json
+            }]
+        }
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='existing_code') == expected_output
+
+
+    def test_inconsistent_and_insufficient_indentation_in_block_scalar_yaml(self):
+        """
+            This test case reproduces a YAML parsing failure where the block scalar content
+            generated by the AI includes inconsistent and insufficient indentation levels.
+
+            The root cause may be the LLM miscounting spaces or misunderstanding the active block scalar context
+            while generating YAML output.
+        """
+
+        review_text = '''\
+code_suggestions:
+- relevant_file: |
+    tsconfig.json
+  existing_code: |
+    {
+      "key1": "value1",
+      "key2": {
+        "subkey": "value"
+      }
+  }
+'''
+        expected_json = '''\
+{
+  "key1": "value1",
+  "key2": {
+    "subkey": "value"
+  }
+}
+'''
+        expected_output = {
+            'code_suggestions': [{
+                'relevant_file': 'tsconfig.json\n',
+                'existing_code': expected_json
+            }]
+        }
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='existing_code') == expected_output
+
+
+    def test_wrong_indentation_code_block_scalar(self):
+        review_text = '''\
+code_suggestions:
+- relevant_file: |
+    a.c
+  existing_code: |
+  int sum(int a, int b) {
+    return a + b;
+  }
+
+  int sub(int a, int b) {
+    return a - b;
+  }
+'''
+        expected_code_block = '''\
+int sum(int a, int b) {
+  return a + b;
+}
+
+int sub(int a, int b) {
+  return a - b;
+}
+'''
+        expected_output = {
+            "code_suggestions": [
+                {
+                    "relevant_file": "a.c\n",
+                    "existing_code": expected_code_block
+                }
+            ]
+        }
+        assert try_fix_yaml(review_text, first_key='code_suggestions', last_key='existing_code') == expected_output