Update config_loader.py

Merge pull request #887 from Codium-ai/tr/branding
Tr/branding
2025-07-10 15:50:37 +08:00 · 2024-05-05 14:54:31 +03:00 · 2024-05-05 14:00:17 +03:00 · 2024-05-05 13:48:45 +03:00 · 2024-05-05 13:36:34 +03:00 · 2024-05-05 13:33:54 +03:00
62 changed files with 980 additions and 793 deletions
--- a/.github/workflows/docs-ci.yaml
+++ b/.github/workflows/docs-ci.yaml
@ -29,4 +29,5 @@ jobs:
            mkdocs-material-
      - run: pip install mkdocs-material 
      - run: pip install "mkdocs-material[imaging]"
+      - run: pip install mkdocs-glightbox
      - run: mkdocs gh-deploy -f docs/mkdocs.yml --force
--- a/.pr_agent.toml
+++ b/.pr_agent.toml
@ -4,4 +4,4 @@ enable_auto_approval = true


 [pr_code_suggestions]
-summarize=true
+commitable_code_suggestions=false
--- a/README.md
+++ b/README.md
@ -10,7 +10,7 @@

 </picture>
 <br/>
-Making pull requests less painful with an AI agent
+CodiumAI PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedbacks and suggestions
 </div>

 [![GitHub license](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://github.com/Codium-ai/pr-agent/blob/main/LICENSE)
@ -21,18 +21,42 @@ Making pull requests less painful with an AI agent
    </a>
 </div>

+### [Documentation](https://pr-agent-docs.codium.ai/)
+- See the [Installation Guide](https://pr-agent-docs.codium.ai/installation/) for instructions on installing PR-Agent on different platforms.
+
+- See the [Usage Guide](https://pr-agent-docs.codium.ai/usage-guide/) 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](https://pr-agent-docs.codium.ai/tools/) for a detailed description of the different tools, and the available configurations for each tool.
+
+
 ## Table of Contents
 - [News and Updates](#news-and-updates)
 - [Overview](#overview)
 - [Example results](#example-results)
 - [Try it now](#try-it-now)
- [Installation](#installation)
 - [PR-Agent Pro 💎](#pr-agent-pro-)
 - [How it works](#how-it-works)
 - [Why use PR-Agent?](#why-use-pr-agent)
  
 ## News and Updates

+### May 2, 2024
+Check out the new [PR-Agent Chrome Extension](https://chromewebstore.google.com/detail/pr-agent-chrome-extension/ephlnjeghhogofkifjloamocljapahnl) 🚀🚀🚀
+
+This toolbar integrates seamlessly with your GitHub environment, allowing you to access PR-Agent tools [directly from the GitHub interface](https://www.youtube.com/watch?v=gT5tli7X4H4).
+You can also easily export your chosen configuration, and use it for the automatic commands.
+
+<kbd><img src="https://codium.ai/images/pr_agent/toolbar1.png" width="512"></kbd>
+
+<kbd><img src="https://codium.ai/images/pr_agent/toolbar2.png" width="512"></kbd>
+
+
+### April 14, 2024
+You can now ask questions about images that appear in the comment, where the entire PR is considered as the context.
+see [here](https://pr-agent-docs.codium.ai/tools/ask/#ask-on-images) for more details.
+
+<kbd><img src="https://codium.ai/images/pr_agent/ask_images5.png" width="512"></kbd>
+
 ### March 24, 2024
 PR-Agent is now available for easy installation via [pip](https://pr-agent-docs.codium.ai/installation/locally/#using-pip-package).

@ -63,14 +87,6 @@ If set to true, the tool will add a section that checks if the PR contains sever
 ## Overview
 <div style="text-align:left;">

-CodiumAI PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedbacks and suggestions
-
- See the [Installation Guide](https://pr-agent-docs.codium.ai/installation/) for instructions on installing and running the tool on different git platforms.
-
- See the [Usage Guide](https://pr-agent-docs.codium.ai/usage-guide/) for instructions on running the PR-Agent commands via different interfaces, including _CLI_, _online usage_, or by _automatically triggering_ them when a new PR is opened.
-
- See the [Tools Guide](https://pr-agent-docs.codium.ai/tools/) for a detailed description of the different tools.
-
 Supported commands per platform:

 |       |                                                                                                                   | GitHub             | Gitlab             | Bitbucket          | Azure DevOps       |
@ -136,7 +152,7 @@ ___
 \
 ‣ **CI Feedback 💎 ([`/checks ci_job`](https://pr-agent-docs.codium.ai/tools/ci_feedback/))**: Automatically generates feedback and analysis for a failed CI job.
 \
-‣ **Similar Code 💎 ([`/find_similar_component`](https://pr-agent-docs.codium.ai/tools/similar_code//))**: Retrieves the most similar code components from inside the organization's codebase, or from open-source code.
+‣ **Similar Code 💎 ([`/find_similar_component`](https://pr-agent-docs.codium.ai/tools/similar_code/))**: Retrieves the most similar code components from inside the organization's codebase, or from open-source code.
 ___

 ## Example results
@ -235,32 +251,47 @@ Note that when you set your own PR-Agent or use CodiumAI hosted PR-Agent, there

 ---

-## Installation
-To use your own version of PR-Agent, you first need to acquire two tokens:
+[//]: # (## Installation)

-1. An OpenAI key from [here](https://platform.openai.com/), with access to GPT-4.
-2. A GitHub personal access token (classic) with the repo scope.
+[//]: # (To use your own version of PR-Agent, you first need to acquire two tokens:)

-There are several ways to use PR-Agent:
+[//]: # ()
+[//]: # (1. An OpenAI key from [here]&#40;https://platform.openai.com/&#41;, with access to GPT-4.)

-**Locally**
- [Using pip package](https://pr-agent-docs.codium.ai/installation/locally/#using-pip-package)
- [Using Docker image](https://pr-agent-docs.codium.ai/installation/locally/#using-docker-image)
- [Run from source](https://pr-agent-docs.codium.ai/installation/locally/#run-from-source)
+[//]: # (2. A GitHub personal access token &#40;classic&#41; with the repo scope.)

-**GitHub specific methods**
- [Run as a GitHub Action](https://pr-agent-docs.codium.ai/installation/github/#run-as-a-github-action)
- [Run as a GitHub App](https://pr-agent-docs.codium.ai/installation/github/#run-as-a-github-app)
+[//]: # ()
+[//]: # (There are several ways to use PR-Agent:)

-**GitLab specific methods**
- [Run a GitLab webhook server](https://pr-agent-docs.codium.ai/installation/gitlab/)
+[//]: # ()
+[//]: # (**Locally**)

-**BitBucket specific methods**
- [Run as a Bitbucket Pipeline](https://pr-agent-docs.codium.ai/installation/bitbucket/)
+[//]: # (- [Using pip package]&#40;https://pr-agent-docs.codium.ai/installation/locally/#using-pip-package&#41;)
+
+[//]: # (- [Using Docker image]&#40;https://pr-agent-docs.codium.ai/installation/locally/#using-docker-image&#41;)
+
+[//]: # (- [Run from source]&#40;https://pr-agent-docs.codium.ai/installation/locally/#run-from-source&#41;)
+
+[//]: # ()
+[//]: # (**GitHub specific methods**)
+
+[//]: # (- [Run as a GitHub Action]&#40;https://pr-agent-docs.codium.ai/installation/github/#run-as-a-github-action&#41;)
+
+[//]: # (- [Run as a GitHub App]&#40;https://pr-agent-docs.codium.ai/installation/github/#run-as-a-github-app&#41;)
+
+[//]: # ()
+[//]: # (**GitLab specific methods**)
+
+[//]: # (- [Run a GitLab webhook server]&#40;https://pr-agent-docs.codium.ai/installation/gitlab/&#41;)
+
+[//]: # ()
+[//]: # (**BitBucket specific methods**)
+
+[//]: # (- [Run as a Bitbucket Pipeline]&#40;https://pr-agent-docs.codium.ai/installation/bitbucket/&#41;)

 ## PR-Agent Pro 💎
 [PR-Agent Pro](https://www.codium.ai/pricing/) is a hosted version of PR-Agent, provided by CodiumAI. It is available for a monthly fee, and 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 PR-Agent app to your GitHub\BitBucket repo.
+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 PR-Agent app to your GitHub\GitLab\BitBucket repo.
 2. **Improved privacy** - No data will be stored or used to train models. PR-Agent Pro will employ zero data retention, and will use an OpenAI account with zero data retention.
 3. **Improved support** - PR-Agent Pro users will receive priority support, and will be able to request new features and capabilities.
 4. **Extra features** -In addition to the benefits listed above, PR-Agent Pro will emphasize more customization, and the usage of static code analysis, in addition to LLM logic, to improve results. 
--- a/docker/Dockerfile.lambda
+++ b/docker/Dockerfile.lambda
@ -1,10 +1,10 @@
 FROM public.ecr.aws/lambda/python:3.10

 RUN yum update -y && \
-    yum install -y gcc python3-devel && \
+    yum install -y gcc python3-devel git && \
    yum clean all

-ADD pyproject.toml .
+ADD pyproject.toml requirements.txt .
 RUN pip install . && rm pyproject.toml
 RUN pip install mangum==0.17.0
 COPY pr_agent/ ${LAMBDA_TASK_ROOT}/pr_agent/
--- a/docs/README.md
+++ b/docs/README.md
@ -1,15 +1 @@
-# To install:
-pip install mkdocs
-pip install mkdocs-material
-pip install mkdocs-material-extensions
-pip install "mkdocs-material[imaging]"
-
-# docs
-To run localy: `mkdocs serve`
-
-To expand and customize the theme: [Material MKDocs](https://squidfunk.github.io/mkdocs-material/)
-
-The deployment is managed on the gh-pages branches.
-After each merge to main the deplloyment will be taken care of by GH action automatically and the new version will be available at: [Docs](https://codium-ai.github.io/docs/)
-
-Github action is located in `.github/workflows/ci.yml` file.
+# [Visit Our Docs Portal](https://pr-agent-docs.codium.ai/)
--- a/docs/docs/core-abilities/index.md
+++ b/docs/docs/core-abilities/index.md
@ -43,7 +43,7 @@ We use [tiktoken](https://github.com/openai/tiktoken) to tokenize the patches af

 #### Example

-<kbd><img src=https://codium.ai/images/git_patch_logic.png width="768"></kbd>
+![Core Abilities](https://codium.ai/images/git_patch_logic.png){width=768}

 ## YAML Prompting
 TBD
--- a/docs/docs/css/custom.css
+++ b/docs/docs/css/custom.css
@ -16,3 +16,12 @@
    font-size: 20px; 
    margin-left: 0px !important;
 }
+
+.md-content img {
+    border-width: 1px;
+    border-style: solid;
+    border-color: black;
+    outline-width: 1px;
+    outline-style: solid;
+    outline-color: darkgray;
+  }
--- a/docs/docs/index.md
+++ b/docs/docs/index.md
@ -19,20 +19,19 @@ PR-Agent offers extensive pull request functionalities across various git provid
 |       | ⮑ [SOC2 Compliance](https://pr-agent-docs.codium.ai/tools/review/#soc2-ticket-compliance){:target="_blank"} 💎                                     |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | Ask                                                                                                                 |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | Describe                                                                                                            |   ✅    |   ✅    |   ✅        |      ✅      |
-|       | ⮑ [Inline file summary](https://pr-agent-docs.codium.ai/tools/describe/#inline-file-summary){:target="_blank"} 💎                                 |   ✅    |   ✅    |   ✅        |      ✅      |
+|       | ⮑ [Inline file summary](https://pr-agent-docs.codium.ai/tools/describe/#inline-file-summary){:target="_blank"} 💎                                 |   ✅    |   ✅    |           |      ✅      |
 |       | Improve                                                                                                             |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | ⮑ Extended                                                                                                          |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | [Custom Suggestions](./tools/custom_suggestions.md){:target="_blank"} 💎                                               |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | Reflect and Review                                                                                                  |   ✅    |   ✅    |   ✅        |      ✅      |
 |       | Update CHANGELOG.md                                                                                                 |   ✅    |   ✅    |   ✅        |      ️       |
 |       | Find Similar Issue                                                                                                  |   ✅    |        |             |      ️       |
-|       | [Add PR Documentation](./tools/documentation.md){:target="_blank"} 💎                                                  |   ✅    |   ✅    |   ✅        |      ✅      |
+|       | [Add PR Documentation](./tools/documentation.md){:target="_blank"} 💎                                                  |   ✅    |   ✅    |          |      ✅      |
 |       | [Generate Custom Labels](./tools/describe.md#handle-custom-labels-from-the-repos-labels-page-💎){:target="_blank"} 💎 |   ✅    |   ✅    |            |      ✅      |
-|       | [Analyze PR Components](./tools/analyze.md){:target="_blank"} 💎                                                       |   ✅    |   ✅    |   ✅      |      ✅      |
+|       | [Analyze PR Components](./tools/analyze.md){:target="_blank"} 💎                                                       |   ✅    |   ✅    |       |      ✅      |
 |       |                                                                                                                     |        |        |            |      ️       |
 | USAGE | CLI                                                                                                                 |   ✅    |   ✅    |   ✅       |      ✅      |
-|       | App / webhook                                                                                                       |   ✅    |   ✅    |            |      ✅      |
-|       | Tagging bot                                                                                                         |   ✅    |        |            |      ✅      |
+|       | App / webhook                                                                                                       |   ✅    |   ✅    |    ✅        |      ✅      |
 |       | Actions                                                                                                             |   ✅    |        |            |      ️       |
 |       |                                                                                                                     |        |        |            |
 | CORE  | PR compression                                                                                                      |   ✅    |   ✅    |   ✅       |   ✅        |
@ -46,86 +45,34 @@ PR-Agent offers extensive pull request functionalities across various git provid
 💎 marks a feature available only in [PR-Agent Pro](https://www.codium.ai/pricing/){:target="_blank"}


-## Example results
-<hr>
-<h4><a href="https://github.com/Codium-ai/pr-agent/pull/530">/describe</a></h4>
-<div align="center">
-<p float="center">
-<img src="https://www.codium.ai/images/pr_agent/describe_new_short_main.png" width="512">
-</p>
-</div>
+## Example Results
 <hr>

-<h4><a href="https://github.com/Codium-ai/pr-agent/pull/732#issuecomment-1975099151">/review</a></h4>
-<div align="center">
-<p float="center">
-<kbd>
-<img src="https://www.codium.ai/images/pr_agent/review_new_short_main.png" width="512">
-</kbd>
-</p>
-</div>
+#### [/describe](https://github.com/Codium-ai/pr-agent/pull/530)
+<figure markdown="1">
+![/describe](https://www.codium.ai/images/pr_agent/describe_new_short_main.png){width=512}
+</figure>
 <hr>

-<h4><a href="https://github.com/Codium-ai/pr-agent/pull/732#issuecomment-1975099159">/improve</a></h4>
-<div align="center">
-<p float="center">
-<kbd>
-<img src="https://www.codium.ai/images/pr_agent/improve_new_short_main.png" width="512">
-</kbd>
-</p>
-</div>
+#### [/review](https://github.com/Codium-ai/pr-agent/pull/732#issuecomment-1975099151)
+<figure markdown="1">
+![/review](https://www.codium.ai/images/pr_agent/review_new_short_main.png){width=512}
+</figure>
 <hr>

-<h4><a href="https://github.com/Codium-ai/pr-agent/pull/530">/generate_labels</a></h4>
-<div align="center">
-<p float="center">
-<kbd><img src="https://www.codium.ai/images/pr_agent/geneare_custom_labels_main_short.png" width="300"></kbd>
-</p>
-</div>
-
-[//]: # (<h4><a href="https://github.com/Codium-ai/pr-agent/pull/78#issuecomment-1639739496">/reflect_and_review:</a></h4>)
-
-[//]: # (<div align="center">)
-
-[//]: # (<p float="center">)
-
-[//]: # (<img src="https://www.codium.ai/images/reflect_and_review.gif" width="800">)
-
-[//]: # (</p>)
-
-[//]: # (</div>)
-
-[//]: # (<h4><a href="https://github.com/Codium-ai/pr-agent/pull/229#issuecomment-1695020538">/ask:</a></h4>)
-
-[//]: # (<div align="center">)
-
-[//]: # (<p float="center">)
-
-[//]: # (<img src="https://www.codium.ai/images/ask-2.gif" width="800">)
-
-[//]: # (</p>)
-
-[//]: # (</div>)
-
-[//]: # (<h4><a href="https://github.com/Codium-ai/pr-agent/pull/229#issuecomment-1695024952">/improve:</a></h4>)
-
-[//]: # (<div align="center">)
-
-[//]: # (<p float="center">)
-
-[//]: # (<img src="https://www.codium.ai/images/improve-2.gif" width="800">)
-
-[//]: # (</p>)
-
-[//]: # (</div>)
-<div align="left">
-
-
-</div>
+#### [/improve](https://github.com/Codium-ai/pr-agent/pull/732#issuecomment-1975099159)
+<figure markdown="1">
+![/improve](https://www.codium.ai/images/pr_agent/improve_new_short_main.png){width=512}
+</figure>
 <hr>

+#### [/generate_labels](https://github.com/Codium-ai/pr-agent/pull/530)
+<figure markdown="1">
+![/generate_labels](https://www.codium.ai/images/pr_agent/geneare_custom_labels_main_short.png){width=300}
+</figure>
+<hr>

-## How it works
+## How it Works

 The following diagram illustrates PR-Agent tools and their flow:

@ -139,21 +86,25 @@ Check out the [PR Compression strategy](core-abilities/index.md) page for more d

 [PR-Agent Pro](https://www.codium.ai/pricing/) is a hosted version of PR-Agent, provided by CodiumAI. It is available for a monthly fee, and 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 PR-Agent app to your GitHub\BitBucket repo.
+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 PR-Agent app to your GitHub\GitLab\BitBucket repo.
 2. **Improved privacy** - No data will be stored or used to train models. PR-Agent Pro will employ zero data retention, and will use an OpenAI account with zero data retention.
 3. **Improved support** - PR-Agent Pro users will receive priority support, and will be able to request new features and capabilities.
 4. **Extra features** -In addition to the benefits listed above, PR-Agent Pro will emphasize more customization, and the usage of static code analysis, in addition to LLM logic, to improve results. It has the following additional tools and features:
-    - [**Analyze PR components**](./tools/analyze.md/)
-    - [**Custom Code Suggestions**](./tools/custom_suggestions.md/)
-    - [**Tests**](./tools/test.md/)
-    - [**PR documentation**](./tools/documentation.md/)
-    - [**CI feedback**](./tools/ci_feedback.md/)
-    - [**SOC2 compliance check**](./tools/review.md/#soc2-ticket-compliance)
-    - [**Custom labels**](./tools/describe.md/#handle-custom-labels-from-the-repos-labels-page)
-    - [**Global and wiki configuration**](./usage-guide/configuration_options.md/#wiki-configuration-file)
+    - (Tool): [**Analyze PR components**](./tools/analyze.md/)
+    - (Tool): [**Custom Code Suggestions**](./tools/custom_suggestions.md/)
+    - (Tool): [**Tests**](./tools/test.md/)
+    - (Tool): [**PR documentation**](./tools/documentation.md/)
+    - (Tool): [**Improve Component**](https://pr-agent-docs.codium.ai/tools/improve_component/)
+    - (Tool): [**Similar code search**](https://pr-agent-docs.codium.ai/tools/similar_code/)
+    - (Tool): [**CI feedback**](./tools/ci_feedback.md/)
+    - (Feature): [**Interactive triggering**](./usage-guide/automations_and_usage.md/#interactive-triggering)
+    - (Feature): [**SOC2 compliance check**](./tools/review.md/#soc2-ticket-compliance)
+    - (Feature): [**Custom labels**](./tools/describe.md/#handle-custom-labels-from-the-repos-labels-page)
+    - (Feature): [**Global and wiki configuration**](./usage-guide/configuration_options.md/#wiki-configuration-file)
+    - (Feature): [**Inline file summary**](https://pr-agent-docs.codium.ai/tools/describe/#inline-file-summary)

   
-## Data privacy
+## Data Privacy

 If you host PR-Agent with your OpenAI API key, it is between you and OpenAI. You can read their API data privacy policy here:
 https://openai.com/enterprise-privacy
--- a/docs/docs/installation/github.md
+++ b/docs/docs/installation/github.md
@ -7,9 +7,11 @@ You can use our pre-built Github Action Docker image to run PR-Agent as a Github
 ```yaml
 on:
  pull_request:
+    types: [opened, reopened, ready_for_review]
  issue_comment:
 jobs:
  pr_agent_job:
+    if: ${{ github.event.sender.type != 'Bot' }}
    runs-on: ubuntu-latest
    permissions:
      issues: write
@ -24,27 +26,14 @@ jobs:
          OPENAI_KEY: ${{ secrets.OPENAI_KEY }}
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 ```
-** if you want to pin your action to a specific release (v0.7 for example) for stability reasons, use:
+** if you want to pin your action to a specific release (v2.0 for example) for stability reasons, use:
 ```yaml
-on:
-  pull_request:
-  issue_comment:
-
-jobs:
-  pr_agent_job:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      pull-requests: write
-      contents: write
-    name: Run pr agent on every pull request, respond to user comments
+...
    steps:
      - name: PR Agent action step
        id: pragent
-        uses: Codium-ai/pr-agent@v0.7
-        env:
-          OPENAI_KEY: ${{ secrets.OPENAI_KEY }}
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        uses: Codium-ai/pr-agent@v2.0
+...
 ```
 2) Add the following secret to your repository under `Settings > Secrets and variables > Actions > New repository secret > Add secret`:

@ -66,6 +55,7 @@ When you open your next PR, you should see a comment from `github-actions` bot w
        PR_REVIEWER.REQUIRE_TESTS_REVIEW: "false" # Disable tests review
        PR_CODE_SUGGESTIONS.NUM_CODE_SUGGESTIONS: 6 # Increase number of code suggestions
 ```
+See detailed usage instructions in the [USAGE GUIDE](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-action)

 ---

@ -159,6 +149,9 @@ cp pr_agent/settings/.secrets_template.toml pr_agent/settings/.secrets.toml

 ## 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: `GITHUB.WEBHOOK_SECRET` --> `GITHUB__WEBHOOK_SECRET`
+
 1. Follow steps 1-5 from [here](#run-as-a-github-app).
 2. Build a docker image that can be used as a lambda function
    ```shell
@ -246,4 +239,4 @@ After you set up AWS CodeCommit using the instructions above, here is an example
 PYTHONPATH="/PATH/TO/PROJECTS/pr-agent" python pr_agent/cli.py \
  --pr_url https://us-east-1.console.aws.amazon.com/codesuite/codecommit/repositories/MY_REPO_NAME/pull-requests/321 \
  review
-```
+```
--- a/docs/docs/installation/index.md
+++ b/docs/docs/installation/index.md
@ -1,6 +1,6 @@
 # Installation

-## self-hosted PR-Agent
+## Self-hosted PR-Agent
 If you choose to host you own PR-Agent, you first need to acquire two tokens:

 1. An OpenAI key from [here](https://platform.openai.com/api-keys), with access to GPT-4 (or a key for [other models](../usage-guide/additional_configurations.md/#changing-a-model), if you prefer).
--- a/docs/docs/installation/pr_agent_pro.md
+++ b/docs/docs/installation/pr_agent_pro.md
@ -7,9 +7,7 @@ See [here](https://pr-agent-docs.codium.ai/#pr-agent-pro) for more details about
 Interested parties can subscribe to PR-Agent Pro through the following [link](https://www.codium.ai/pricing/). 
 After subscribing, you are granted the ability to easily install the application across any of your repositories.

-<a href="https://codium.ai/images/pr_agent/pr_agent_pro_install.png">
-<img src="https://codium.ai/images/pr_agent/pr_agent_pro_install.png" width="468">
-</a>
+![PR Agent Pro](https://codium.ai/images/pr_agent/pr_agent_pro_install.png){width=468}

 Each user who wants to use PR-Agent pro needs to buy a seat. 
 Initially, CodiumAI offers a two-week trial period at no cost, after which continued access requires each user to secure a personal seat.
@ -27,7 +25,9 @@ Since GitLab platform does not support apps, installing PR-Agent Pro for GitLab

 Acquire a personal, project or group level access token. Enable the “api” scope in order to allow PR-Agent to read pull requests, comment and respond to requests.

-<kbd><img src=https://www.codium.ai/images/pr_agent/gitlab_pro_pat.png></kbd>
+<figure markdown="1">
+![Step 1](https://www.codium.ai/images/pr_agent/gitlab_pro_pat.png){width=750}
+</figure>

 Store the token in a safe place, you won’t be able to access it again after it was generated.

@ -42,7 +42,9 @@ You should see "Success!" displayed above the Submit button, and a shared secret

 Install a webhook for your repository or groups, by clicking “webhooks” on the settings menu. Click the “Add new webhook” button.

-<kbd><img src=https://www.codium.ai/images/pr_agent/gitlab_pro_add_webhook.png></kbd>
+<figure markdown="1">
+![Step 3.1](https://www.codium.ai/images/pr_agent/gitlab_pro_add_webhook.png)
+</figure>

 In the webhook definition form, fill in the following fields:
 URL: https://pro.gitlab.pr-agent.codium.ai/webhook
@ -51,7 +53,9 @@ Secret token: Your CodiumAI key
 Trigger: Check the ‘comments’ and ‘merge request events’ boxes.
 Enable SSL verification: Check the box.

-<kbd><img src=https://www.codium.ai/images/pr_agent/gitlab_pro_webhooks.png></kbd>
+<figure markdown="1">
+![Step 3.2](https://www.codium.ai/images/pr_agent/gitlab_pro_webhooks.png){width=750}
+</figure>

 ### Step 4

--- a/docs/docs/tools/analyze.md
+++ b/docs/docs/tools/analyze.md
@ -1,7 +1,7 @@
 ## Overview
-The `analyze` tool combines static code analysis with LLM capabilities to provide a comprehensive analysis of the PR code changes.
+The `analyze` tool combines advanced static code analysis with LLM capabilities to provide a comprehensive analysis of the PR code changes.

-The tool scans the PR code changes, find the code components (methods, functions, classes) that changed, and summarizes the changes in each component.
+The tool scans the PR code changes, find the code components (methods, functions, classes) that changed, and enables to interactively generate tests, docs, code suggestions and similar code search for each component.

 It can be invoked manually by commenting on any PR:
 ```
@ -9,16 +9,11 @@ It can be invoked manually by commenting on any PR:
 ```

 ## Example usage
-An example [result](https://github.com/Codium-ai/pr-agent/pull/546#issuecomment-1868524805):
-
-<kbd><img src=https://codium.ai/images/pr_agent/analyze_1.png width="768"></kbd>
-
-<kbd><img src=https://codium.ai/images/pr_agent/analyze_2.png width="768"></kbd>
-
-<kbd><img src=https://codium.ai/images/pr_agent/analyze_3.png width="768"></kbd>

+An example result:

+![Analyze 1](https://codium.ai/images/pr_agent/analyze_1.png){width=750}

 **Notes**

- Language that are currently supported: Python, Java, C++, JavaScript, TypeScript.
+- Language that are currently supported: Python, Java, C++, JavaScript, TypeScript, C#.
--- a/docs/docs/tools/ask.md
+++ b/docs/docs/tools/ask.md
@ -5,11 +5,12 @@ It can be invoked manually by commenting on any PR:
 ```
 /ask "..."
 ```
-For example:

-<kbd><img src="https://codium.ai/images/pr_agent/ask_comment.png" width="768"></kbd>
+## Example usage

-<kbd><img src="https://codium.ai/images/pr_agent/ask.png" width="768"></kbd>
+![Ask Comment](https://codium.ai/images/pr_agent/ask_comment.png){width=512}
+
+![Ask](https://codium.ai/images/pr_agent/ask.png){width=512}

 ## Ask lines

@ -18,6 +19,41 @@ You can run `/ask` on specific lines of code in the PR from the PR's diff view.
 - To select multiple lines, click on the '+' sign of the first line and then hold and drag to select the rest of the lines. 
 - write `/ask "..."` in the comment box and press `Add single comment` button.

-<kbd><img src="https://codium.ai/images/pr_agent/Ask_line.png" width="768"></kbd>
+![Ask Line](https://codium.ai/images/pr_agent/Ask_line.png){width=512}

 Note that the tool does not have "memory" of previous questions, and answers each question independently.
+
+## Ask on images
+
+You can also ask questions about images that appear in the comment, where the entire PR code will be used as context.
+<br>
+The basic syntax is:
+```
+/ask "..."
+
+[Image](https://real_link_to_image)
+```
+where `https://real_link_to_image` is the direct link to the image.
+
+Note that GitHub has a built-in mechanism of pasting images in comments. However, pasted image does not provide a direct link.
+To get a direct link to an image, we recommend using the following scheme:
+
+1) First, post a comment that contains **only** the image:
+
+![Ask image1](https://codium.ai/images/pr_agent/ask_images1.png){width=512}
+
+2) Quote reply to that comment:
+
+![Ask image2](https://codium.ai/images/pr_agent/ask_images2.png){width=512}
+
+3) In the screen opened, type the question below the image:
+
+![Ask image3](https://codium.ai/images/pr_agent/ask_images3.png){width=512}
+![Ask image4](https://codium.ai/images/pr_agent/ask_images4.png){width=512}
+
+4) Post the comment, and receive the answer:
+
+![Ask image5](https://codium.ai/images/pr_agent/ask_images5.png){width=512}
+
+
+See a full video tutorial [here](https://codium.ai/images/pr_agent/ask_image_video.mov)
--- a/docs/docs/tools/ci_feedback.md
+++ b/docs/docs/tools/ci_feedback.md
@ -8,13 +8,12 @@ The tool analyzes the failed checks and provides several feedbacks:
 - Failure summary
 - Relevant error logs

-<kbd>
-<img src="https://www.codium.ai/images/pr_agent/failed_check1.png" width="768">
-</kbd>
+## Example usage
+
+![Failed Check 1](https://www.codium.ai/images/pr_agent/failed_check1.png){width=768}
+
 &rarr;
-<kbd>
-<img src="https://www.codium.ai/images/pr_agent/failed_check2.png" width="768">
-</kbd>
+![Failed Check 2](https://www.codium.ai/images/pr_agent/failed_check2.png){width=768}

 ___

@ -24,6 +23,14 @@ In addition to being automatically triggered, the tool can also be invoked manua
 ```
 where `{repo_name}` is the name of the repository, `{run_number}` is the run number of the failed check, and `{job_number}` is the job number of the failed check.

+## Disabling the tool from running automatically
+
+If you wish to disable the tool from running automatically, you can do so by adding the following configuration to the configuration file:
+```
+[checks]
+enable_auto_checks_feedback = false
+```
+
 ## Configuration options
 - `enable_auto_checks_feedback` - if set to true, the tool will automatically provide feedback when a check is failed. Default is true.
 - `excluded_checks_list` - a list of checks to exclude from the feedback, for example: ["check1", "check2"]. Default is an empty list.
--- a/docs/docs/tools/custom_labels.md
+++ b/docs/docs/tools/custom_labels.md
@ -5,15 +5,16 @@ It can be invoked manually by commenting on any PR:
 ```
 /generate_labels
 ```
-For example:
+
+## Example usage

 If we wish to add detect changes to SQL queries in a given PR, we can add the following custom label along with its description:

-<kbd><img src=https://codium.ai/images/pr_agent/custom_labels_list.png width="768"></kbd>
+![Custom labels list](https://codium.ai/images/pr_agent/custom_labels_list.png){width=768}

 When running the `generate_labels` tool on a PR that includes changes in SQL queries, it will automatically suggest the custom label:

-<kbd><img src=https://codium.ai/images/pr_agent/custom_label_published.png width="768"></kbd>
+![Custom labels published](https://codium.ai/images/pr_agent/custom_label_published.png){width=768}

 Note that in addition to the dedicated tool `generate_labels`, the custom labels will also be used by the `describe` tool.

@ -36,7 +37,8 @@ b. Add/edit the custom labels. It should be formatted as follows:
 * Label name: The name of the custom label.
 * Description: Start the description of with prefix `pr_agent:`, for example: `pr_agent: Description of when AI should suggest this label`.<br>
 The description should be comprehensive and detailed, indicating when to add the desired label.
-<kbd><img src=https://codium.ai/images/pr_agent/add_native_custom_labels.png width="880"></kbd>
+
+![Add native custom labels](https://codium.ai/images/pr_agent/add_native_custom_labels.png){width=880}

 c. Now the custom labels will be included in the `generate_labels` tool.

--- a/docs/docs/tools/custom_suggestions.md
+++ b/docs/docs/tools/custom_suggestions.md
@ -1,13 +1,18 @@
 ## Overview
-The `custom_suggestions` tool scans the PR code changes, and automatically generates custom suggestions for improving the PR code.
-It shares similarities with the `improve` tool, but with one main difference: the `custom_suggestions` tool will only propose suggestions that follow specific guidelines defined by the prompt in: `pr_custom_suggestions.prompt` configuration.
+The `custom_suggestions` tool scans the PR code changes, and automatically generates suggestions for improving the PR code.
+It shares similarities with the `improve` tool, but with one main difference: the `custom_suggestions` tool will **only propose suggestions that follow specific guidelines defined by the prompt** in: `pr_custom_suggestions.prompt` configuration.

 The tool can be triggered [automatically](../usage-guide/automations_and_usage.md#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on a PR.

 When commenting, use the following template:

 ```
-/custom_suggestions --pr_custom_suggestions.prompt="The suggestions should focus only on the following:\n-...\n-...\n-..."
+/custom_suggestions --pr_custom_suggestions.prompt="
+The suggestions should focus only on the following:
+- ...
+- ...
+
+"
 ```

 With a [configuration file](../usage-guide/automations_and_usage.md#github-app), use the following template:
@ -18,17 +23,16 @@ prompt="""\
 The suggestions should focus only on the following:
 -...
 -...
-...
+
 """
 ```
-Using a configuration file is recommended, since it allows to use multi-line instructions.

-Don't forget - with this tool, you are the prompter. Be specific, clear, and concise in the instructions. Specify relevant aspects that you want the model to focus on. \
+Remember - with this tool, you are the prompter. Be specific, clear, and concise in the instructions. Specify relevant aspects that you want the model to focus on. \
 You might benefit from several trial-and-error iterations, until you get the correct prompt for your use case.

 ## Example usage

-Here is an example of a possible prompt:
+Here is an example of a possible prompt, defined in the configuration file:
 ```
 [pr_custom_suggestions]
 prompt="""\
@ -39,14 +43,14 @@ The suggestions should focus only on the following:
 """
 ```     

-The instructions above are just an example. We want to emphasize that the prompt should be specific and clear, and be tailored to the needs of your project.
+(The instructions above are just an example. We want to emphasize that the prompt should be specific and clear, and be tailored to the needs of your project)

 Results obtained with the prompt above:

-<kbd><img src=https://codium.ai/images/pr_agent/custom_suggestions_prompt.png width="512"></kbd>
-
-<kbd><img src=https://codium.ai/images/pr_agent/custom_suggestions_result.png width="768"></kbd>
+[//]: # (![Custom suggestions prompt]&#40;https://codium.ai/images/pr_agent/custom_suggestions_prompt.png&#41;{width=512})

+[//]: # (&rarr;)
+![Custom suggestions results](https://codium.ai/images/pr_agent/custom_suggestions_result.png){width=768}

 ## Configuration options

--- a/docs/docs/tools/describe.md
+++ b/docs/docs/tools/describe.md
@ -5,39 +5,58 @@ The tool can be triggered automatically every time a new PR is [opened](../usage
 ```
 /describe
 ```
-For example:

-<kbd>
-<a href="https://codium.ai/images/pr_agent/describe_comment.png">
-<img src="https://codium.ai/images/pr_agent/describe_comment.png" width="512">
-</a>
-</kbd>
+## Example usage

-<kbd>
-<a href="https://codium.ai/images/pr_agent/describe_new.png">
-<img src="https://codium.ai/images/pr_agent/describe_new.png" width="512">
-</a>
-</kbd>
+### Manual triggering

+Invoke the tool manually by commenting `/describe` on any PR:

-  
-## Configuration options
+![Describe comment](https://codium.ai/images/pr_agent/describe_comment.png){width=512}

-### General configurations
-To edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L46) related to the describe tool (`pr_description` section), use the following template:
+After ~30 seconds, the tool will generate a description for the PR:
+
+![Describe New](https://codium.ai/images/pr_agent/describe_new.png){width=512}
+
+If you want to edit [configurations](#configuration-options), add the relevant ones to the command:
 ```
 /describe --pr_description.some_config1=... --pr_description.some_config2=...
 ```

+### Automatic triggering
+
+To run the `describe` automatically when a PR is opened, define in a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/#wiki-configuration-file):
+```
+[github_app]
+pr_commands = [
+    "/describe",
+    ...
+]
+
+[pr_description]
+publish_labels = ...
+...
+```
+
+- The `pr_commands` lists commands that will be executed automatically when a PR is opened.
+- The `[pr_description]` section contains the configurations for the `describe` tool you want to edit (if any).
+
+
+## Configuration options
+
+### General configurations
+
 !!! example "Possible configurations"

    - `publish_labels`: if set to true, the tool will publish the labels to the PR. Default is true.

    - `publish_description_as_comment`: if set to true, the tool will publish the description as a comment to the PR. If false, it will overwrite the original description. Default is false.

+    - `publish_description_as_comment_persistent`: if set to true and `publish_description_as_comment` is true, the tool will publish the description as a persistent comment to the PR. Default is true.
+
    - `add_original_user_description`: if set to true, the tool will add the original user description to the generated description. Default is true.

-    - `keep_original_user_title`: if set to true, the tool will keep the original PR title, and won't change it. Default is true.
+    - `generate_ai_title`: if set to true, the tool will also generate an AI title for the PR. Default is false.

    - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".

@ -57,55 +76,23 @@ This feature enables you to copy the `changes walkthrough` table to the "Files c

 To copy the `changes walkthrough` table to the "Files changed" tab, you can click on the checkbox that appears PR Description status message below the main PR Description:

-<kbd>
-<a href="https://codium.ai/images/pr_agent/add_table_checkbox.png">
-<img src="https://codium.ai/images/pr_agent/add_table_checkbox.png" width="512">
-</a>
-</kbd>
+![Add table checkbox](https://codium.ai/images/pr_agent/add_table_checkbox.png){width=512}

 If you prefer to have the file summaries appear in the "Files changed" tab on every PR, change the `pr_description.inline_file_summary` parameter in the configuration file, possible values are:

 - `'table'`: File changes walkthrough table will be displayed on the top of the "Files changed" tab, in addition to the "Conversation" tab.

-<kbd>
-<a href="https://codium.ai/images/pr_agent/diffview-table.png">
-<img src="https://codium.ai/images/pr_agent/diffview-table.png" width="512">
-</a>
-</kbd>
+![Diffview table](https://codium.ai/images/pr_agent/diffview-table.png){width=512}

 - `true`: A collapsable file comment with changes title and a changes summary for each file in the PR.

-<kbd>
-<a href="https://codium.ai/images/pr_agent/diffview_changes.png">
-<img src="https://codium.ai/images/pr_agent/diffview_changes.png" width="512">
-</a>
-</kbd>
+![Diffview changes](https://codium.ai/images/pr_agent/diffview_changes.png){width=512}

 - `false` (`default`): File changes walkthrough will be added only to the "Conversation" tab.

 **Note**: that this feature is currently available only for GitHub.


-### Handle custom labels from the Repo's labels page 💎
-
-You can control  the custom labels that will be suggested by the `describe` tool, from the repo's labels page:
-
-* GitHub : go to `https://github.com/{owner}/{repo}/labels` (or click on the "Labels" tab in the issues or PRs page)
-* GitLab : go to `https://gitlab.com/{owner}/{repo}/-/labels` (or click on "Manage" -> "Labels" on the left menu)
-
-Now add/edit the custom labels. they should be formatted as follows:
-
-* Label name: The name of the custom label.
-* Description: Start the description of with prefix `pr_agent:`, for example: `pr_agent: Description of when AI should suggest this label`.<br>
-
-The description should be comprehensive and detailed, indicating when to add the desired label. For example:
-<kbd>
-<a href="https://codium.ai/images/pr_agent/add_native_custom_labels.png">
-<img src="https://codium.ai/images/pr_agent/add_native_custom_labels.png" width="768">
-</a>
-</kbd>
-
-
 ### Markers template

 To enable markers, set `pr_description.use_description_markers=true`.
@ -126,67 +113,73 @@ pr_agent:walkthrough
 ```
 The marker `pr_agent:type` will be replaced with the PR type, `pr_agent:summary` will be replaced with the PR summary, and `pr_agent:walkthrough` will be replaced with the PR walkthrough.

-<kbd>
-<a href="https://codium.ai/images/pr_agent/describe_markers_before.png">
-<img src="https://codium.ai/images/pr_agent/describe_markers_before.png" width="512">
-</a>
-</kbd>
+![Describe markers before](https://codium.ai/images/pr_agent/describe_markers_before.png){width=512}

 &rarr;

-<kbd>
-<a href="https://codium.ai/images/pr_agent/describe_markers_after.png">
-<img src="https://codium.ai/images/pr_agent/describe_markers_after.png" width="512">
-</a>
-</kbd>
+![Describe markers after](https://codium.ai/images/pr_agent/describe_markers_after.png){width=512}
+

 **Configuration params**:

 - `use_description_markers`: if set to true, the tool will use markers template. It replaces every marker of the form `pr_agent:marker_name` with the relevant content. Default is false.
 - `include_generated_by_header`: if set to true, the tool will add a dedicated header: 'Generated by PR Agent at ...' to any automatic content. Default is true.

+## Custom labels
+
+The default labels of the describe tool are quite generic, since they are meant to be used in any repo: [`Bug fix`, `Tests`, `Enhancement`, `Documentation`, `Other`].
+
+You can define custom labels that are relevant for your repo and use cases.
+Custom labels can be defined in a [configuration file](https://pr-agent-docs.codium.ai/tools/custom_labels/#configuration-options), or directly in the repo's [labels page](#handle-custom-labels-from-the-repos-labels-page).
+
+Examples for custom labels:
+
+  - `Main topic:performance` -  pr_agent:The main topic of this PR is performance
+  - `New endpoint` -  pr_agent:A new endpoint was added in this PR
+  - `SQL query` -  pr_agent:A new SQL query was added in this PR
+  - `Dockerfile changes` - pr_agent:The PR contains changes in the Dockerfile
+  - ...
+
+The list above is eclectic, and aims to give an idea of different possibilities. Define custom labels that are relevant for your repo and use cases.
+Note that Labels are not mutually exclusive, so you can add multiple label categories.
+<br>
+Make sure to provide proper title, and a detailed and well-phrased description for each label, so the tool will know when to suggest it.
+Each label description should be a **conditional statement**, that indicates if to add the label to the PR or not, according to the PR content.
+
+
+### Handle custom labels from the Repo's labels page 💎
+
+You can control  the custom labels that will be suggested by the `describe` tool, from the repo's labels page:
+
+* GitHub : go to `https://github.com/{owner}/{repo}/labels` (or click on the "Labels" tab in the issues or PRs page)
+* GitLab : go to `https://gitlab.com/{owner}/{repo}/-/labels` (or click on "Manage" -> "Labels" on the left menu)
+
+Now add/edit the custom labels. they should be formatted as follows:
+
+* Label name: The name of the custom label.
+* Description: Start the description of with prefix `pr_agent:`, for example: `pr_agent: Description of when AI should suggest this label`.<br>
+
+The description should be comprehensive and detailed, indicating when to add the desired label. For example:
+![Add native custom labels](https://codium.ai/images/pr_agent/add_native_custom_labels.png){width=768}
+

 ## Usage Tips

 !!! tip "Automation"
    - When you first install PR-Agent app, the [default mode](../usage-guide/automations_and_usage.md#github-app) for the describe tool is:
    ```
-    pr_commands = ["/describe --pr_description.add_original_user_description=true" 
-                             "--pr_description.keep_original_user_title=true", ...]
+    pr_commands = ["/describe", ...]
    ```
-    meaning the `describe` tool will run automatically on every PR, will keep the original title, and will add the original user description above the generated description. 
-    <br> This default settings aim to strike a good balance between automation and control:
-        - If you want more automation, just give the PR a title, and the tool will auto-write a full description; If you want more control, you can add a detailed description, and the tool will add the complementary description below it.
-        - For maximal automation, you can change the default mode to:
-        ```
-        pr_commands = ["/describe --pr_description.add_original_user_description=false" 
-                                 "--pr_description.keep_original_user_title=true", ...]
-        ```
-        so the title will be auto-generated as well.
-    - Markers are an alternative way to control the generated description, to give maximal control to the user. If you set:
-    ```
-    pr_commands = ["/describe --pr_description.use_description_markers=true", ...]
-    ```
-    the tool will replace every marker of the form `pr_agent:marker_name` in the PR description with the relevant content, where `marker_name` is one of the following:
-          * `type`: the PR type.
-          * `summary`: the PR summary.
-          * `walkthrough`: the PR walkthrough.
+    meaning the `describe` tool will run automatically on every PR, with the default configurations. 

-    - Note that when markers are enabled, if the original PR description does not contain any markers, the tool will not alter the description at all.

-!!! tip "Custom labels"
+   - Markers are an alternative way to control the generated description, to give maximal control to the user. If you set:
+   ```
+   pr_commands = ["/describe --pr_description.use_description_markers=true", ...]
+   ```
+   the tool will replace every marker of the form `pr_agent:marker_name` in the PR description with the relevant content, where `marker_name` is one of the following:
+         * `type`: the PR type.
+         * `summary`: the PR summary.
+         * `walkthrough`: the PR walkthrough.

-    The default labels of the describe tool are quite generic, since they are meant to be used in any repo: [`Bug fix`, `Tests`, `Enhancement`, `Documentation`, `Other`].
-    
-    If you specify [custom labels](#handle-custom-labels-from-the-repos-labels-page) in the repo's labels page, you can get tailored labels for your use cases.
-    Examples for custom labels:
-
-      - `Main topic:performance` -  pr_agent:The main topic of this PR is performance
-      - `New endpoint` -  pr_agent:A new endpoint was added in this PR
-      - `SQL query` -  pr_agent:A new SQL query was added in this PR
-      - `Dockerfile changes` - pr_agent:The PR contains changes in the Dockerfile
-      - ...
-    
-    The list above is eclectic, and aims to give an idea of different possibilities. Define custom labels that are relevant for your repo and use cases.
-    Note that Labels are not mutually exclusive, so you can add multiple label categories.
-    <br>Make sure to provide proper title, and a detailed and well-phrased description for each label, so the tool will know when to suggest it.
+   - Note that when markers are enabled, if the original PR description does not contain any markers, the tool will not alter the description at all.
--- a/docs/docs/tools/documentation.md
+++ b/docs/docs/tools/documentation.md
@ -5,13 +5,23 @@ It can be invoked manually by commenting on any PR:
 ```
 /add_docs
 ```
-For example:

-<kbd><img src=https://codium.ai/images/pr_agent/docs_command.png width="768"></kbd>
+## Example usage

-<kbd><img src=https://codium.ai/images/pr_agent/docs_components.png width="768"></kbd>
+Invoke the tool manually by commenting `/add_docs` on any PR:

-<kbd><img src=https://codium.ai/images/pr_agent/docs_single_component.png width="768"></kbd>
+![Docs command](https://codium.ai/images/pr_agent/docs_command.png){width=768}
+
+The tool will generate documentation for all the components that changed in the PR:
+
+![Docs component](https://codium.ai/images/pr_agent/docs_components.png){width=768}
+
+![Docs single component](https://codium.ai/images/pr_agent/docs_single_component.png){width=768}
+
+You can state a name of a specific component in the PR to get documentation only for that component:
+```
+/add_docs component_name
+```

 ## 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`.
@ -19,6 +29,5 @@ For example:

 **Notes**

- Language that are currently fully supported: Python, Java, C++, JavaScript, TypeScript.
- For languages that are not fully supported, the tool will suggest documentation only for new components in the PR.
- A previous version of the tool, that offered support only for new components, was deprecated.
+- Language that are currently fully supported: Python, Java, C++, JavaScript, TypeScript, C#.
+- This tool can also be triggered interactively by using the [`analyze`](./analyze.md) tool.
--- a/docs/docs/tools/help.md
+++ b/docs/docs/tools/help.md
@ -0,0 +1,17 @@
+## Overview
+The `help` tool provides a list of all the available tools and their descriptions.
+For PR-Agent Pro users, it also enables to trigger each tool by checking the relevant box.
+
+It can be invoked manually by commenting on any PR:
+```
+/help
+```
+
+## Example usage
+An example [result](https://github.com/Codium-ai/pr-agent/pull/546#issuecomment-1868524805):
+
+![Help 1](https://codium.ai/images/pr_agent/help1.png){width=750}
+
+&rarr;
+
+![Analyze 2](https://codium.ai/images/pr_agent/help2.png){width=750}
--- a/docs/docs/tools/improve.md
+++ b/docs/docs/tools/improve.md
@ -5,29 +5,70 @@ The tool can be triggered automatically every time a new PR is [opened](../usage
 /improve
 ```

-### Summarized vs committable code suggestions
+## Example usage

-The code suggestions can be presented as a single comment (via `pr_code_suggestions.summarize=true`):
+### Manual triggering

-<kbd>
-<a href="https://codium.ai/images/pr_agent/code_suggestions_as_comment.png" target="_blank">
-<img src="https://codium.ai/images/pr_agent/code_suggestions_as_comment.png" width="512">
-</a>
-</kbd>
+Invoke the tool manually by commenting `/improve` on any PR. The code suggestions by default are presented as a single comment:

+![code suggestions as comment](https://codium.ai/images/pr_agent/code_suggestions_as_comment.png){width=512}

-Or as a separate commitable code comment for each suggestion:
+To edit [configurations](#configuration-options) related to the improve tool, use the following template:
+```
+/improve --pr_code_suggestions.some_config1=... --pr_code_suggestions.some_config2=...
+```
+
+For example, you can choose to present the suggestions as commitable code comments, by running the following command:
+```
+/improve --pr_code_suggestions.commitable_code_suggestions=true
+```
+
+![improve](https://codium.ai/images/pr_agent/improve.png){width=512}

-<kbd>
-<a href="https://codium.ai/images/pr_agent/improve.png" target="_blank">
-<img src="https://codium.ai/images/pr_agent/improve.png" width="512">
-</a>
-</kbd>

 Note that a single comment has a significantly smaller PR footprint. We recommend this mode for most cases.
 Also note that collapsible are not supported in _Bitbucket_. Hence, the suggestions are presented there as code comments.

-### Extended mode
+### Automatic triggering
+
+To run the `improve` automatically when a PR is opened, define in a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/#wiki-configuration-file):
+```
+[github_app]
+pr_commands = [
+    "/improve",
+    ...
+]
+
+[pr_code_suggestions]
+num_code_suggestions = ...
+...
+```
+
+- The `pr_commands` lists commands that will be executed automatically when a PR is opened.
+- The `[pr_code_suggestions]` section contains the configurations for the `improve` tool you want to edit (if any)
+
+
+
+## Configuration options
+
+!!! example "General options"
+
+    - `num_code_suggestions`: number of code suggestions provided by the 'improve' tool. Default is 4 for CLI, 0 for auto tools.
+    - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
+    - `rank_suggestions`: if set to true, the tool will rank the suggestions, based on importance. Default is false.
+    - `commitable_code_suggestions`: if set to true, the tool will display the suggestions as commitable code comments. Default is false.
+    - `persistent_comment`: if set to true, the improve comment will be persistent, meaning that every new improve request will edit the previous one. Default is false.
+    - `enable_help_text`: if set to true, the tool will display a help text in the comment. Default is true.
+
+!!! example "params for '/improve --extended' mode"
+
+    - `auto_extended_mode`: enable extended mode automatically (no need for the `--extended` option). Default is true.
+    - `num_code_suggestions_per_chunk`: number of code suggestions provided by the 'improve' tool, per chunk. Default is 5.
+    - `rank_extended_suggestions`: if set to true, the tool will rank the suggestions, based on importance. Default is true.
+    - `max_number_of_calls`: maximum number of chunks. Default is 5.
+    - `final_clip_factor`: factor to remove suggestions with low confidence. Default is 0.9.;
+
+## Extended mode

 An extended mode, which does not involve PR Compression and provides more comprehensive suggestions, can be invoked by commenting on any PR:
 ```
@ -44,29 +85,6 @@ auto_extended_mode=true
 Note that the extended mode divides the PR code changes into chunks, up to the token limits, where each chunk is handled separately (might use multiple calls to GPT-4 for large PRs).
 Hence, the total number of suggestions is proportional to the number of chunks, i.e., the size of the PR.

-### Configuration options
-
-To edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L66) related to the improve tool (`pr_code_suggestions` section), use the following template:
-```
-/improve --pr_code_suggestions.some_config1=... --pr_code_suggestions.some_config2=...
-```
-
-!!! example "General options"
-
-    - `num_code_suggestions`: number of code suggestions provided by the 'improve' tool. Default is 4 for CLI, 0 for auto tools.
-    - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
-    - `rank_suggestions`: if set to true, the tool will rank the suggestions, based on importance. Default is false.
-    - `summarize`: if set to true, the tool will display the suggestions in a single comment. Default is true.
-    - `persistent_comment`: if set to true, the improve comment will be persistent, meaning that every new improve request will edit the previous one. Default is false.
-    - `enable_help_text`: if set to true, the tool will display a help text in the comment. Default is true.
-
-!!! example "params for '/improve --extended' mode"
-
-    - `auto_extended_mode`: enable extended mode automatically (no need for the `--extended` option). Default is true.
-    - `num_code_suggestions_per_chunk`: number of code suggestions provided by the 'improve' tool, per chunk. Default is 5.
-    - `rank_extended_suggestions`: if set to true, the tool will rank the suggestions, based on importance. Default is true.
-    - `max_number_of_calls`: maximum number of chunks. Default is 5.
-    - `final_clip_factor`: factor to remove suggestions with low confidence. Default is 0.9.


 ## Usage Tips
@ -80,7 +98,7 @@ To edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agen
    Examples for extra instructions:
    ```
    [pr_code_suggestions] # /improve #
-    extra_instructions="""
+    extra_instructions="""\
    Emphasize the following aspects:
    - Does the code logic cover relevant edge cases?
    - Is the code logic clear and easy to understand?
--- a/docs/docs/tools/improve_component.md
+++ b/docs/docs/tools/improve_component.md
@ -0,0 +1,29 @@
+## Overview
+The `improve_component` tool generates code suggestions for a specific code component that changed in the PR.
+it can be invoked manually by commenting on any PR:
+```
+/improve_component component_name
+```
+
+To get a list of the components that changed in the PR and choose the relevant component interactively, use the [`analyze`](./analyze.md) tool.
+
+
+## Example usage
+
+Invoke the tool manually by commenting `/improve_component` on any PR:
+
+![improve_component1](https://codium.ai/images/pr_agent/improve_component1.png){width=768}
+
+The tool will generate code suggestions for the selected component (if no component is stated, it will generate code suggestions for the largest component):
+
+![improve_component2](https://codium.ai/images/pr_agent/improve_component2.png){width=768}
+
+**Notes**
+- Language that are currently supported by the tool: Python, Java, C++, JavaScript, TypeScript, C#.
+- This tool can also be triggered interactively by using the [`analyze`](./analyze.md) tool.
+
+## Configuration options
+- `num_code_suggestions`: number of code suggestions to provide. Default is 4
+- `extra_instructions`: Optional extra instructions to the tool. For example: "focus on ...".
+- `file`: in case there are several components with the same name, you can specify the relevant file.
+- `class_name`: in case there are several methods with the same name in the same file, you can specify the relevant class name.
--- a/docs/docs/tools/index.md
+++ b/docs/docs/tools/index.md
@ -2,19 +2,21 @@

 Here is a list of PR-Agent 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                                                                            |
-| **[Find Similar Issue (`/similar_issue`](./similar_issues.md))**              | Automatically retrieves and presents similar issues                                                                                         |
-| **💎 [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 |
-| **💎 [Custom Suggestions (`/custom_suggestions`](./custom_suggestions.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                                                   |
-| **💎 [CI Feedback (`/checks ci_job`](./ci_feedback.md))**                     | Automatically generates feedback and analysis for a failed CI job                                                                           |
+| 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                                                                            |
+| **[Find Similar Issue (`/similar_issue`](./similar_issues.md))**                         | Automatically retrieves and presents similar issues                                                                                         |
+| **[Help (`/help`](./help.md))**                                                         | Provides a list of all the available tools. Also enables to trigger them interactively (💎)                                                 |
+| **💎 [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 |
+| **💎 [Custom Suggestions (`/custom_suggestions`](./custom_suggestions.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                                                                           |

 Note that the tools marked with 💎 are available only for PR-Agent Pro users.
--- a/docs/docs/tools/review.md
+++ b/docs/docs/tools/review.md
@ -4,63 +4,80 @@ The tool can be triggered automatically every time a new PR is [opened](../usage
 ```
 /review
 ```
-For example:

-<kbd>
-<a href="https://codium.ai/images/pr_agent/review_comment.png">
-<img src="https://codium.ai/images/pr_agent/review_comment.png" width="512">
-</a>
-</kbd>
+## Example usage

-<kbd>
-<a href="https://codium.ai/images/pr_agent/review3.png">
-<img src="https://codium.ai/images/pr_agent/review3.png" width="512">
-</a>
-</kbd>
+### Manual triggering
+
+Invoke the tool manually by commenting `/review` on any PR:
+
+![review comment](https://codium.ai/images/pr_agent/review_comment.png){width=512}
+
+After ~30 seconds, the tool will generate a review for the PR:
+
+![review](https://codium.ai/images/pr_agent/review3.png){width=512}
+
+If you want to edit [configurations](#configuration-options), add the relevant ones to the command:
+```
+/review --pr_reviewer.some_config1=... --pr_reviewer.some_config2=...
+```
+
+### Automatic triggering
+
+To run the `review` automatically when a PR is opened, define in a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/#wiki-configuration-file):
+```
+[github_app]
+pr_commands = [
+    "/review",
+    ...
+]
+
+[pr_reviewer]
+num_code_suggestions = ...
+...
+```
+
+- The `pr_commands` lists commands that will be executed automatically when a PR is opened.
+- The `[pr_reviewer]` section contains the configurations for the `review` tool you want to edit (if any).


 ## Configuration options

 ### General configurations

-To edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L19)  related to the review tool (`pr_reviewer` section), use the following template:
-```
-/review --pr_reviewer.some_config1=... --pr_reviewer.some_config2=...
-```
-
 !!! example "General options"
-    - `num_code_suggestions`: number of code suggestions provided by the 'review' tool. For manual comments, default is 4. For [PR-Agent app](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L142) auto tools, default is 0, meaning no code suggestions will be provided by the review tool, unless you manually edit `pr_commands`.
-    - `inline_code_comments`: if set to true, the tool will publish the code suggestions as comments on the code diff. Default is false.
-    - `persistent_comment`: if set to true, the review comment will be persistent, meaning that every new review request will edit the previous one. Default is true.
-    - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
-    - `enable_help_text`: if set to true, the tool will display a help text in the comment. Default is true.
+    - <a name="num_code_suggestions"></a>`num_code_suggestions`: number of code suggestions provided by the 'review' tool. For manual comments, default is 4. For [PR-Agent app](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L142) auto tools, default is 0, meaning no code suggestions will be provided by the review tool, unless you manually edit `pr_commands`.
+    - <a name="inline_code_comments"></a>`inline_code_comments`: if set to true, the tool will publish the code suggestions as comments on the code diff. Default is false.
+    - <a name="persistent_comment"></a>`persistent_comment`: if set to true, the review comment will be persistent, meaning that every new review request will edit the previous one. Default is true.
+    - <a name="extra_instructions"></a>`extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
+    - <a name="enable_help_text"></a>`enable_help_text`: if set to true, the tool will display a help text in the comment. Default is true.

 !!! example "Enable\\disable sub-sections"
    You can enable or disable specific sub-sections of the review tool:

-    - `require_score_review`: if set to true, the tool will add a section that scores the PR. Default is false.
-    - `require_tests_review`: if set to true, the tool will add a section that checks if the PR contains tests. Default is true.
-    - `require_estimate_effort_to_review`: if set to true, the tool will add a section that estimates the effort needed to review the PR. Default is true.
-    - `require_can_be_split_review`: if set to true, the tool will add a section that checks if the PR contains several themes, and can be split into smaller PRs. Default is false.
+    - <a name="require_score_review"></a>`require_score_review`: if set to true, the tool will add a section that scores the PR. Default is false.
+    - <a name="require_tests_review"></a>`require_tests_review`: if set to true, the tool will add a section that checks if the PR contains tests. Default is true.
+    - <a name="require_estimate_effort_to_review"></a>`require_estimate_effort_to_review`: if set to true, the tool will add a section that estimates the effort needed to review the PR. Default is true.
+    - <a name="require_can_be_split_review"></a>`require_can_be_split_review`: if set to true, the tool will add a section that checks if the PR contains several themes, and can be split into smaller PRs. Default is false.

 !!! example "SOC2 ticket compliance 💎"

    This sub-tool checks if the PR description properly contains a ticket to a project management system (e.g., Jira, Asana, Trello, etc.), as required by SOC2 compliance. If not, it will add a label to the PR: "Missing SOC2 ticket".
    
-    - `require_soc2_ticket`: If set to true, the SOC2 ticket checker sub-tool will be enabled. Default is false.
-    - `soc2_ticket_prompt`: The prompt for the SOC2 ticket review. Default is: `Does the PR description include a link to ticket in a project management system (e.g., Jira, Asana, Trello, etc.) ?`. Edit this field if your compliance requirements are different.
+    - <a name="require_soc2_ticket"></a>`require_soc2_ticket`: If set to true, the SOC2 ticket checker sub-tool will be enabled. Default is false.
+    - <a name="soc2_ticket_prompt"></a>`soc2_ticket_prompt`: The prompt for the SOC2 ticket review. Default is: `Does the PR description include a link to ticket in a project management system (e.g., Jira, Asana, Trello, etc.) ?`. Edit this field if your compliance requirements are different.

 !!! example "Adding PR labels"
    You can enable the tool to add specific labels to the PR:

-    - `enable_review_labels_security`: if set to true, the tool will publish a 'possible security issue' label if it detects a security issue. Default is true.
-    - `enable_review_labels_effort`: if set to true, the tool will publish a 'Review effort [1-5]: x' label. Default is true.
+    - <a name="enable_review_labels_security"></a>`enable_review_labels_security`: if set to true, the tool will publish a 'possible security issue' label if it detects a security issue. Default is true.
+    - <a name="enable_review_labels_effort"></a>`enable_review_labels_effort`: if set to true, the tool will publish a 'Review effort [1-5]: x' label. Default is true.

 !!! example "Auto-approval"
    The review tool can approve a PR when a specific comment, `/review auto_approve` is invoked.

-    - `enable_auto_approval`: if set to true, the tool will approve the PR when invoked with the 'auto_approve' command. Default is false. This flag can be changed only from configuration file.
-    - `maximal_review_effort`: maximal effort level for auto-approval. If the PR's estimated review effort is above this threshold, the auto-approval will not run. Default is 5.
+    - <a name="enable_auto_approval"></a>`enable_auto_approval`: if set to true, the tool will approve the PR when invoked with the 'auto_approve' command. Default is false. This flag can be changed only from configuration file.
+    - <a name="maximal_review_effort"></a>`maximal_review_effort`: maximal effort level for auto-approval. If the PR's estimated review effort is above this threshold, the auto-approval will not run. Default is 5.

 ### Incremental Mode
 Incremental review only considers changes since the last PR-Agent review. This can be useful when working on the PR in an iterative manner, and you want to focus on the changes since the last review instead of reviewing the entire PR again.
@ -70,11 +87,7 @@ For invoking the incremental mode, the following command can be used:
 ```
 Note that the incremental mode is only available for GitHub.

-<kbd>
-<a href="https://codium.ai/images/pr_agent/incremental_review_2.png">
-<img src="https://codium.ai/images/pr_agent/incremental_review_2.png" width="512">
-</a>
-</kbd>
+![incremental review](https://codium.ai/images/pr_agent/incremental_review_2.png){width=512}

 ### PR Reflection

@ -84,23 +97,11 @@ By invoking:
 ```
 The tool will first ask the author questions about the PR, and will guide the review based on their answers.

-<kbd>
-<a href="https://codium.ai/images/pr_agent/reflection_questions.png">
-<img src="https://codium.ai/images/pr_agent/reflection_questions.png" width="512">
-</a>
-</kbd>
+![reflection questions](https://codium.ai/images/pr_agent/reflection_questions.png){width=512}

-<kbd>
-<a href="https://codium.ai/images/pr_agent/reflection_answers.png">
-<img src="https://codium.ai/images/pr_agent/reflection_answers.png" width="512">
-</a>
-</kbd>
+![reflection answers](https://codium.ai/images/pr_agent/reflection_answers.png){width=512}

-<kbd>
-<a href="https://codium.ai/images/pr_agent/reflection_insights.png">
-<img src="https://codium.ai/images/pr_agent/reflection_insights.png" width="512">
-</a>
-</kbd>
+![reflection insights](https://codium.ai/images/pr_agent/reflection_insights.png){width=512}


 ## Usage Tips
@ -148,8 +149,8 @@ The tool will first ask the author questions about the PR, and will guide the re
    
    Examples for extra instructions:
    ```
-    [pr_reviewer] # /review #
-    extra_instructions="""
+    [pr_reviewer]
+    extra_instructions="""\
    In the code feedback section, emphasize the following:
    - Does the code logic cover relevant edge cases?
    - Is the code logic clear and easy to understand?
--- a/docs/docs/tools/similar_code.md
+++ b/docs/docs/tools/similar_code.md
@ -5,7 +5,8 @@ For example:

 `Global Search` for a method called `chat_completion`:

-<kbd><img src=https://codium.ai/images/pr_agent/similar_code_global2.png width="768"></kbd>
+![similar code global](https://codium.ai/images/pr_agent/similar_code_global2.png){width=768}
+

 PR-Agent will examine the code component and will extract the most relevant keywords to search for similar code:

@ -16,11 +17,12 @@ PR-Agent will examine the code component and will extract the most relevant keyw

 Search result link example:

-<kbd><img src=https://codium.ai/images/pr_agent/code_search_result_single.png width="768"></kbd>
+![code search result single](https://codium.ai/images/pr_agent/code_search_result_single.png){width=768}
+

 `Organization Search`:

-<kbd><img src=https://codium.ai/images/pr_agent/similar_code_org.png width="768"></kbd>
+![similar code org](https://codium.ai/images/pr_agent/similar_code_org.png){width=768}


 ## How to use
@ -47,11 +49,11 @@ It can be invoked automatically from the analyze table, can be accessed by:
 /analyze
 ```
 Choose the components you want to find similar code for, and click on the `similar` checkbox.
-<kbd><img src=https://codium.ai/images/pr_agent/analyze_similar.png width="768"></kbd>
+![analyze similar](https://codium.ai/images/pr_agent/analyze_similar.png){width=768}

 If you are looking to search for similar code in the organization's codebase, you can click on the `Organization` checkbox, and it will invoke a new search command just for the organization's codebase. 

-<kbd><img src=https://codium.ai/images/pr_agent/similar_code_global.png width="768"></kbd>
+![similar code global](https://codium.ai/images/pr_agent/similar_code_global.png){width=768}


 ## Configuration options
--- a/docs/docs/tools/similar_issues.md
+++ b/docs/docs/tools/similar_issues.md
@ -4,13 +4,15 @@ It can be invoked manually by commenting on any PR:
 ```
 /similar_issue
 ```
-For example:

-<kbd><img src=https://codium.ai/images/pr_agent/similar_issue_original_issue.png width="768"></kbd>

-<kbd><img src=https://codium.ai/images/pr_agent/similar_issue_comment.png width="768"></kbd>
+## Example usage

-<kbd><img src=https://codium.ai/images/pr_agent/similar_issue.png width="768"></kbd>
+![similar_issue_original_issue](https://codium.ai/images/pr_agent/similar_issue_original_issue.png){width=768}
+
+![similar_issue_comment](https://codium.ai/images/pr_agent/similar_issue_comment.png){width=768}
+
+![similar_issue](https://codium.ai/images/pr_agent/similar_issue.png){width=768}

 Note that to perform retrieval, the `similar_issue` tool indexes all the repo previous issues (once).

--- a/docs/docs/tools/test.md
+++ b/docs/docs/tools/test.md
@ -5,19 +5,25 @@ It can be invoked manually by commenting on any PR:
 /test component_name
 ```
 where 'component_name' is the name of a specific component in the PR.
-To get a list of the components that changed in the PR, use the [`analyze`](./analyze.md) tool.
+To get a list of the components that changed in the PR and choose the relevant component interactively, use the [`analyze`](./analyze.md) tool.

+## Example usage

-An example [result](https://github.com/Codium-ai/pr-agent/pull/598#issuecomment-1913679429):
+Invoke the tool manually by commenting `/test` on any PR:

-<kbd><img src=https://codium.ai/images/pr_agent/test1.png width="704"></kbd>
+![test1](https://codium.ai/images/pr_agent/test1.png){width=704}

-<kbd><img src=https://codium.ai/images/pr_agent/test2.png width="768"></kbd>
+The tool will generate tests for the selected component (if no component is stated, it will generate tests for largest component):

-<kbd><img src=https://codium.ai/images/pr_agent/test3.png width="768"></kbd>
+![test2](https://codium.ai/images/pr_agent/test2.png){width=768}
+
+![test3](https://codium.ai/images/pr_agent/test3.png){width=768}
+
+(Example taken from [here](https://github.com/Codium-ai/pr-agent/pull/598#issuecomment-1913679429)):

 **Notes**
- Language that are currently supported by the tool: Python, Java, C++, JavaScript, TypeScript.
+- Language that are currently supported by the tool: Python, Java, C++, JavaScript, TypeScript, C#.
+- This tool can also be triggered interactively by using the [`analyze`](./analyze.md) tool.


 ## Configuration options
--- a/docs/docs/tools/update_changelog.md
+++ b/docs/docs/tools/update_changelog.md
@ -4,16 +4,16 @@ It can be invoked manually by commenting on any PR:
 ```
 /update_changelog
 ```
-For example:

-<kbd><img src=https://codium.ai/images/pr_agent/update_changelog_comment.png width="768"></kbd>
+## Example usage

-<kbd><img src=https://codium.ai/images/pr_agent/update_changelog.png width="768"></kbd>
+![update_changelog_comment](https://codium.ai/images/pr_agent/update_changelog_comment.png){width=768}

+![update_changelog](https://codium.ai/images/pr_agent/update_changelog.png){width=768}

 ## Configuration options

-Under the section 'pr_update_changelog', the [configuration file](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L50) contains options to customize the 'update changelog' tool:
+Under the section `pr_update_changelog`, the [configuration file](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L50) contains options to customize the 'update changelog' tool:

 - `push_changelog_changes`: whether to push the changes to CHANGELOG.md, or just print them. Default is false (print only).
 - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...
--- a/docs/docs/usage-guide/additional_configurations.md
+++ b/docs/docs/usage-guide/additional_configurations.md
@ -7,10 +7,10 @@ To ignore files or directories, edit the **[ignore.toml](https://github.com/Codi
 - `IGNORE.GLOB`
 - `IGNORE.REGEX`

-For example, to ignore python files in a PR with online usage, comment on a PR:
+For example, to ignore Python files in a PR with online usage, comment on a PR:
 `/review --ignore.glob=['*.py']`

-To ignore python files in all PRs, set in a configuration file:
+To ignore Python files in all PRs, set in a configuration file:
 ```
 [ignore]
 glob = ['*.py']
@ -26,13 +26,13 @@ All PR-Agent tools have a parameter called `extra_instructions`, that enables to
 ## Working with large PRs

 The default mode of CodiumAI is to have a single call per tool, using GPT-4, which has a token limit of 8000 tokens.
-This mode provide a very good speed-quality-cost tradeoff, and can handle most PRs successfully.
+This mode provides a very good speed-quality-cost tradeoff, and can handle most PRs successfully.
 When the PR is above the token limit, it employs a [PR Compression strategy](../core-abilities/index.md).

-However, for very large PRs, or in case you want to emphasize quality over speed and cost, there are 2 possible solutions:
+However, for very large PRs, or in case you want to emphasize quality over speed and cost, there are two possible solutions:
 1) [Use a model](https://codium-ai.github.io/Docs-PR-Agent/usage-guide/#changing-a-model) with larger context, like GPT-32K, or claude-100K. This solution will be applicable for all the tools.
 2) For the `/improve` tool, there is an ['extended' mode](https://codium-ai.github.io/Docs-PR-Agent/tools/#improve) (`/improve --extended`),
-which divides the PR to chunks, and process each chunk separately. With this mode, regardless of the model, no compression will be done (but for large PRs, multiple model calls may occur)
+which divides the PR to chunks, and processes each chunk separately. With this mode, regardless of the model, no compression will be done (but for large PRs, multiple model calls may occur)


 ## Changing a model
@ -79,6 +79,7 @@ MAX_TOKENS={

 [config] # in configuration.toml
 model = "ollama/llama2"
+model_turbo = "ollama/llama2"

 [ollama] # in .secrets.toml
 api_base = ... # the base url for your huggingface inference endpoint
@ -101,6 +102,7 @@ MAX_TOKENS={
 }
 [config] # in configuration.toml
 model = "huggingface/meta-llama/Llama-2-7b-chat-hf"
+model_turbo = "huggingface/meta-llama/Llama-2-7b-chat-hf"

 [huggingface] # in .secrets.toml
 key = ... # your huggingface api key
@ -114,13 +116,27 @@ To use Llama2 model with Replicate, for example, set:
 ```
 [config] # in configuration.toml
 model = "replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1"
+model_turbo = "replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1"
 [replicate] # in .secrets.toml
 key = ...
 ```
 (you can obtain a Llama2 key from [here](https://replicate.com/replicate/llama-2-70b-chat/api))


-Also review the [AiHandler](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/algo/ai_handler.py) file for instruction how to set keys for other models.
+Also, review the [AiHandler](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/algo/ai_handler.py) file for instructions on how to set keys for other models.
+
+### Groq
+
+To use Llama3 model with Groq, for example, set:
+```
+[config] # in configuration.toml
+model = "llama3-70b-8192"
+model_turbo = "llama3-70b-8192"
+fallback_models = ["groq/llama3-70b-8192"] 
+[groq] # in .secrets.toml
+key = ... # your Groq api key
+```
+(you can obtain a Groq key from [here](https://console.groq.com/keys))

 ### Vertex AI

@ -129,6 +145,7 @@ To use Google's Vertex AI platform and its associated models (chat-bison/codecha
 ``` 
 [config] # in configuration.toml
 model = "vertex_ai/codechat-bison"
+model_turbo = "vertex_ai/codechat-bison"
 fallback_models="vertex_ai/codechat-bison"

 [vertexai] # in .secrets.toml
@ -183,7 +200,7 @@ AWS session is automatically authenticated from your environment, but you can al

 ## Patch Extra Lines

-By default, around any change in your PR, git patch provides 3 lines of context above and below the change.
+By default, around any change in your PR, git patch provides three lines of context above and below the change.
 ```
@@ -12,5 +12,5 @@ def func1():
 code line that already existed in the file...
--- a/docs/docs/usage-guide/automations_and_usage.md
+++ b/docs/docs/usage-guide/automations_and_usage.md
@ -50,6 +50,10 @@ Any configuration value in [configuration file](https://github.com/Codium-ai/pr-

 ## GitHub App

+!!! note "Configurations for PR-Agent Pro"
+    PR-Agent Pro for GitHub is an App, hosted by CodiumAI. So all the instructions below are relevant also for PR-Agent Pro users.
+    Same goes for [GitLab webhook](#gitlab-webhook) and [BitBucket App](#bitbucket-app) sections.
+
 ### GitHub app automatic tools when a new PR is opened

 The [github_app](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L108) section defines GitHub app specific configurations.  
@ -58,22 +62,21 @@ The configuration parameter `pr_commands` defines the list of tools that will be
 ```
 [github_app]
 pr_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true --pr_description.final_update_message=false",
-    "/review --pr_reviewer.num_code_suggestions=0 --pr_reviewer.final_update_message=false",
+    "/describe --pr_description.final_update_message=false",
+    "/review --pr_reviewer.num_code_suggestions=0",
    "/improve",
 ]
 ```
 This means that when a new PR is opened/reopened or marked as ready for review, PR-Agent will run the `describe`, `review` and `improve` tools.  
-For the `describe` tool, for example, the `add_original_user_description` and `keep_original_user_title` parameters will be set to true.
+For the `review` tool, for example, the `num_code_suggestions` parameter will be set to 0.

 You can override the default tool parameters by using one the three options for a [configuration file](https://codium-ai.github.io/Docs-PR-Agent/usage-guide/#configuration-options): **wiki**, **local**, or **global**. 
 For example, if your local `.pr_agent.toml` file contains:
 ```
 [pr_description]
-add_original_user_description = false
-keep_original_user_title = false
+generate_ai_title = true
 ```
-When a new PR is opened, PR-Agent will run the `describe` tool with the above parameters.
+Every time you run the `describe` tool, including automatic runs, the PR title will be generated by the AI.

 To cancel the automatic run of all the tools, set:
 ```
@ -98,14 +101,14 @@ The configuration parameter `push_commands` defines the list of tools that will
 [github_app]
 handle_push_trigger = true
 push_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
-    "/review  --pr_reviewer.num_code_suggestions=0",
+    "/describe",
+    "/review  --pr_reviewer.num_code_suggestions=0 --pr_reviewer.final_update_message=false",
 ]
 ```
 This means that when new code is pushed to the PR, the PR-Agent will run the `describe` and `review` tools, with the specified parameters.

 ## GitHub Action
-`GitHub Action` is a different way to trigger PR-Agent tools, and uses a different configuration mechanism than `GitHub App`.
+`GitHub Action` is a different way to trigger PR-Agent tools, and uses a different configuration mechanism than `GitHub App`.<br>
 You can configure settings for `GitHub Action` by adding environment variables under the env section in `.github/workflows/pr_agent.yml` file. 
 Specifically, start by setting the following environment variables:
 ```yaml
@ -115,24 +118,30 @@ Specifically, start by setting the following environment variables:
        github_action_config.auto_review: "true" # enable\disable auto review
        github_action_config.auto_describe: "true" # enable\disable auto describe
        github_action_config.auto_improve: "true" # enable\disable auto improve
+        github_action_config.enable_output: "true" # enable\disable github actions output parameter
 ```
 `github_action_config.auto_review`, `github_action_config.auto_describe` and `github_action_config.auto_improve` are used to enable/disable automatic tools that run when a new PR is opened.
 If not set, the default configuration is for all three tools to run automatically when a new PR is opened.

-Note that you can give additional config parameters by adding environment variables to `.github/workflows/pr_agent.yml`, or by using a `.pr_agent.toml` file in the root of your repo, similar to the GitHub App usage.
+`github_action_config.enable_output` are used to enable/disable github actions [output parameter](https://docs.github.com/en/actions/creating-actions/metadata-syntax-for-github-actions#outputs-for-docker-container-and-javascript-actions) (default is `true`). 
+Review result is output as JSON to `steps.{step-id}.outputs.review` property.
+The JSON structure is equivalent to the yaml data structure defined in [pr_reviewer_prompts.toml](https://github.com/idubnori/pr-agent/blob/main/pr_agent/settings/pr_reviewer_prompts.toml).

-For example, you can set an environment variable: `pr_description.add_original_user_description=false`, or add a `.pr_agent.toml` file with the following content:
+Note that you can give additional config parameters by adding environment variables to `.github/workflows/pr_agent.yml`, or by using a `.pr_agent.toml` [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/#global-configuration-file) in the root of your repo
+
+For example, you can set an environment variable: `pr_description.publish_labels=false`, or add a `.pr_agent.toml` file with the following content:
 ```
 [pr_description]
-add_original_user_description = false
+publish_labels = false
 ```
+to prevent PR-Agent from publishing labels when running the `describe` tool.

 ## GitLab Webhook
 After setting up a GitLab webhook, to control which commands will run automatically when a new PR is opened, you can set the `pr_commands` parameter in the configuration file, similar to the GitHub App:
 ```
 [gitlab]
 pr_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
+    "/describe",
    "/review --pr_reviewer.num_code_suggestions=0",
    "/improve",
 ]
@ -153,14 +162,14 @@ Each time you invoke a `/review` tool, it will use inline code comments.

 ### BitBucket Self-Hosted App automatic tools

-to control which commands will run automatically when a new PR is opened, you can set the `pr_commands` parameter in the configuration file:
+To control which commands will run automatically when a new PR is opened, you can set the `pr_commands` parameter in the configuration file:
 Specifically, set the following values:

-[bitbucket_app]
 ```
+[bitbucket_app]
 pr_commands = [
    "/review --pr_reviewer.num_code_suggestions=0",
-    "/improve --pr_code_suggestions.summarize=false",
+    "/improve --pr_code_suggestions.commitable_code_suggestions=true",
 ]
 ```

@ -192,8 +201,8 @@ To control which commands will run automatically when a new PR is opened, you ca
 ```
 [azure_devops_server]
 pr_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
+    "/describe",
    "/review --pr_reviewer.num_code_suggestions=0",
    "/improve",
 ]
-```
+```
--- a/docs/docs/usage-guide/configuration_options.md
+++ b/docs/docs/usage-guide/configuration_options.md
@ -16,14 +16,14 @@ In terms of precedence, wiki configurations will override local configurations,
 Specifically for GitHub, with PR-Agent-Pro you can set configurations by creating a page called `.pr_agent.toml` in the [wiki](https://github.com/Codium-ai/pr-agent/wiki/pr_agent.toml) of the repo. 
 The advantage of this method is that it allows to set configurations without needing to commit new content to the repo - just edit the wiki page and **save**.

-<kbd><img src="https://codium.ai/images/pr_agent/wiki_configuration.png" width="512"></kbd>
+![wiki_configuration](https://codium.ai/images/pr_agent/wiki_configuration.png){width=512}

 Click [here](https://codium.ai/images/pr_agent/wiki_configuration_pr_agent.mp4) to see a short instructional video. We recommend surrounding the configuration content with triple-quotes, to allow better presentation when displayed in the wiki as markdown.
 An example content:

 ```
-[pr_description] # /describe #
-keep_original_user_title=false
+[pr_description]
+generate_ai_title=true
 ```

 PR-Agent will know to remove the triple-quotes when reading the configuration content.
--- a/docs/docs/usage-guide/index.md
+++ b/docs/docs/usage-guide/index.md
@ -1,8 +1,10 @@
 # Usage guide

+This page provides a detailed guide on how to use PR-Agent. It includes information on how to adjust PR-Agent configurations, define which tools will run automatically, manage mail notifications, and other advanced configurations.
+
+
 - [Introduction](./introduction.md)
 - [Configuration Options](./configuration_options.md)
- [Managing Mail Notifications](./mail_notifications.md)
 - [Usage and Automation](./automations_and_usage.md)
    - [Local Repo (CLI)](./automations_and_usage.md#local-repo-cli)
    - [Online Usage](./automations_and_usage.md#online-usage)
@ -11,6 +13,7 @@
    - [GitLab Webhook](./automations_and_usage.md#gitlab-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)
 - [Additional Configurations Walkthrough](./additional_configurations.md)
    - [Ignoring files from analysis](./additional_configurations.md#ignoring-files-from-analysis)
    - [Extra instructions](./additional_configurations.md#extra-instructions)
--- a/docs/docs/usage-guide/mail_notifications.md
+++ b/docs/docs/usage-guide/mail_notifications.md
@ -2,8 +2,17 @@
 Unfortunately, it is not possible in GitHub to disable mail notifications from a specific user.
 If you are subscribed to notifications for a repo with PR-Agent, we recommend turning off notifications for PR comments, to avoid lengthy emails:

-<kbd><img src="https://codium.ai/images/pr_agent/notifications.png" width="512"></kbd>
+![notifications](https://codium.ai/images/pr_agent/notifications.png){width=512}

 As an alternative, you can filter in your mail provider the notifications specifically from the PR-Agent bot, [see how](https://www.quora.com/How-can-you-filter-emails-for-specific-people-in-Gmail#:~:text=On%20the%20Filters%20and%20Blocked,the%20body%20of%20the%20email).

-<kbd><img src="https://codium.ai/images/pr_agent/filter_mail_notifications.png" width="512"></kbd>
+![filter_mail_notifications](https://codium.ai/images/pr_agent/filter_mail_notifications.png){width=512}
+
+
+Another option to reduce the mail overload, yet still receive notifications on PR-Agent tools, is to disable the help collapsible section in PR-Agent bot comments. 
+This can done by setting `enable_help_text=false` for the relevant tool in the configuration file.
+For example, to disable the help text for the `pr_reviewer` tool, set:
+```
+[pr_reviewer]
+enable_help_text = false
+```
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@ -1,4 +1,6 @@
-site_name: PR-Agent
+site_name: PR-Agent Documentation 
+repo_url: https://github.com/Codium-ai/pr-agent
+repo_name: Codium-ai/pr-agent

 nav: 
  - Overview: 'index.md'
@ -14,7 +16,7 @@ nav:
    - 'usage-guide/index.md'
    - Introduction: 'usage-guide/introduction.md'
    - Configuration Options: 'usage-guide/configuration_options.md'
-    - Managing email notifications: 'usage-guide/mail_notifications.md'
+    - Managing Mail Notifications: 'usage-guide/mail_notifications.md'
    - Usage and Automation: 'usage-guide/automations_and_usage.md'
    - Additional Configurations: 'usage-guide/additional_configurations.md'
  - Tools: 
@ -25,8 +27,10 @@ nav:
    - Ask: 'tools/ask.md'
    - Update Changelog: 'tools/update_changelog.md'
    - Similar Issues: 'tools/similar_issues.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 Suggestions: 'tools/custom_suggestions.md'
@ -38,6 +42,8 @@ theme:
  logo: assets/logo.svg
  favicon: assets/favicon.ico
  name: material
+  icon:
+    repo: fontawesome/brands/github
  features:
    - navigation.tabs
    - navigation.expand
@ -77,6 +83,7 @@ theme:
 plugins:
  - social
  - search
+  - glightbox

 extra:
  generator: false
@ -94,7 +101,7 @@ extra:
    - icon: fontawesome/brands/instagram
      link: https://www.instagram.com/codiumai/
  analytics:
-    provider: google
+    provider: custom
    property: ${{ secrets.GOOGLE_ANALYTICS_ID }}

 extra_css:
@ -112,10 +119,11 @@ markdown_extensions:
  - pymdownx.details
  - pymdownx.superfences
  - pymdownx.mark
+  - md_in_html
  - attr_list
  - pymdownx.emoji:
      emoji_index: !!python/name:material.extensions.emoji.twemoji
-      emoji_generator: !!python/name:materialx.emoji.to_svg
+      emoji_generator: !!python/name:material.extensions.emoji.to_svg
  - toc:
      title: On this page
      toc_depth: 3
--- a/docs/overrides/main.html
+++ b/docs/overrides/main.html
@ -0,0 +1,10 @@
+{% extends "base.html" %}
+
+{% block scripts %}
+  {{ super() }}
+  
+    <!-- Google Tag Manager (noscript) -->
+    <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-5C9KZBM3"
+    height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
+    <!-- End Google Tag Manager (noscript) -->
+{% endblock %}
--- a/docs/overrides/partials/integrations/analytics/custom.html
+++ b/docs/overrides/partials/integrations/analytics/custom.html
@ -0,0 +1,7 @@
+<!-- Google Tag Manager -->
+<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':
+    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],
+    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
+    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);
+    })(window,document,'script','dataLayer','GTM-5C9KZBM3');</script>
+    <!-- End Google Tag Manager -->
--- a/pr_agent/agent/pr_agent.py
+++ b/pr_agent/agent/pr_agent.py
@ -73,6 +73,9 @@ class PRAgent:
        args = update_settings_from_args(args)

        action = action.lstrip("/").lower()
+        if action not in command2class:
+            get_logger().debug(f"Unknown command: {action}")
+            return False
        with get_logger().contextualize(command=action):
            get_logger().info("PR-Agent request handler started", analytics=True)
            if action == "reflect_and_review":
--- a/pr_agent/algo/init.py
+++ b/pr_agent/algo/init.py
@ -1,8 +1,9 @@
 MAX_TOKENS = {
    'text-embedding-ada-002': 8000,
-    'gpt-3.5-turbo': 4000,
+    'gpt-3.5-turbo': 16000,
+    'gpt-3.5-turbo-0125': 16000,
    'gpt-3.5-turbo-0613': 4000,
-    'gpt-3.5-turbo-0301': 4000,
+    'gpt-3.5-turbo-1106': 16000,
    'gpt-3.5-turbo-16k': 16000,
    'gpt-3.5-turbo-16k-0613': 16000,
    'gpt-4': 8000,
@ -10,6 +11,9 @@ MAX_TOKENS = {
    'gpt-4-32k': 32000,
    'gpt-4-1106-preview': 128000, # 128K, but may be limited by config.max_model_tokens
    'gpt-4-0125-preview': 128000,  # 128K, but may be limited by config.max_model_tokens
+    'gpt-4-turbo-preview': 128000,  # 128K, but may be limited by config.max_model_tokens
+    'gpt-4-turbo-2024-04-09': 128000,  # 128K, but may be limited by config.max_model_tokens
+    'gpt-4-turbo': 128000,  # 128K, but may be limited by config.max_model_tokens
    'claude-instant-1': 100000,
    'claude-2': 100000,
    'command-nightly': 4096,
@ -28,4 +32,6 @@ MAX_TOKENS = {
    'bedrock/anthropic.claude-v2:1': 100000,
    'bedrock/anthropic.claude-3-sonnet-20240229-v1:0': 100000,
    'bedrock/anthropic.claude-3-haiku-20240307-v1:0': 100000,
+    'groq/llama3-8b-8192': 8192,
+    'groq/llama3-70b-8192': 8192,
 }
--- a/pr_agent/algo/ai_handlers/base_ai_handler.py
+++ b/pr_agent/algo/ai_handlers/base_ai_handler.py
@ -15,7 +15,7 @@ class BaseAiHandler(ABC):
        pass

    @abstractmethod   
-    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2):
+    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2, img_path: str = None):
        """
        This method should be implemented to return a chat completion from the AI model.
        Args:
--- a/pr_agent/algo/ai_handlers/litellm_ai_handler.py
+++ b/pr_agent/algo/ai_handlers/litellm_ai_handler.py
@ -1,5 +1,5 @@
 import os
-
+import requests
 import boto3
 import litellm
 import openai
@ -52,8 +52,8 @@ class LiteLLMAIHandler(BaseAiHandler):
            litellm.anthropic_key = get_settings().anthropic.key
        if get_settings().get("COHERE.KEY", None):
            litellm.cohere_key = get_settings().cohere.key
-        if get_settings().get("REPLICATE.KEY", None):
-            litellm.replicate_key = get_settings().replicate.key
+        if get_settings().get("GROQ.KEY", None):
+            litellm.api_key = get_settings().groq.key
        if get_settings().get("REPLICATE.KEY", None):
            litellm.replicate_key = get_settings().replicate.key
        if get_settings().get("HUGGINGFACE.KEY", None):
@ -61,6 +61,9 @@ class LiteLLMAIHandler(BaseAiHandler):
        if get_settings().get("HUGGINGFACE.API_BASE", None) and 'huggingface' in get_settings().config.model:
            litellm.api_base = get_settings().huggingface.api_base
            self.api_base = get_settings().huggingface.api_base
+        if get_settings().get("OLLAMA.API_BASE", None) :
+            litellm.api_base = get_settings().ollama.api_base
+            self.api_base = get_settings().ollama.api_base
        if get_settings().get("HUGGINGFACE.REPITITION_PENALTY", None):
            self.repetition_penalty = float(get_settings().huggingface.repetition_penalty)
        if get_settings().get("VERTEXAI.VERTEX_PROJECT", None):
@ -99,13 +102,27 @@ class LiteLLMAIHandler(BaseAiHandler):
        retry=retry_if_exception_type((openai.APIError, openai.APIConnectionError, openai.Timeout)), # No retry on RateLimitError
        stop=stop_after_attempt(OPENAI_RETRIES)
    )
-    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2):
+    async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2, img_path: str = None):
        try:
            resp, finish_reason = None, None
            deployment_id = self.deployment_id
            if self.azure:
                model = 'azure/' + model
            messages = [{"role": "system", "content": system}, {"role": "user", "content": user}]
+            if img_path:
+                try:
+                    # check if the image link is alive
+                    r = requests.head(img_path, allow_redirects=True)
+                    if r.status_code == 404:
+                        error_msg = f"The image link is not [alive](img_path).\nPlease repost the original image as a comment, and send the question again with 'quote reply' (see [instructions](https://pr-agent-docs.codium.ai/tools/ask/#ask-on-images-using-the-pr-code-as-context))."
+                        get_logger().error(error_msg)
+                        return f"{error_msg}", "error"
+                except Exception as e:
+                    get_logger().error(f"Error fetching image: {img_path}", e)
+                    return f"Error fetching image: {img_path}", "error"
+                messages[1]["content"] = [{"type": "text", "text": messages[1]["content"]},
+                                          {"type": "image_url", "image_url": {"url": img_path}}]
+
            kwargs = {
                "model": model,
                "deployment_id": deployment_id,
@ -150,4 +167,4 @@ class LiteLLMAIHandler(BaseAiHandler):
            if get_settings().config.verbosity_level >= 2:
                get_logger().info(f"\nAI response:\n{resp}")

-        return resp, finish_reason
+        return resp, finish_reason
--- a/pr_agent/algo/pr_processing.py
+++ b/pr_agent/algo/pr_processing.py
@ -9,7 +9,7 @@ from pr_agent.algo.git_patch_processing import convert_to_hunks_with_lines_numbe
 from pr_agent.algo.language_handler import sort_files_by_main_languages
 from pr_agent.algo.file_filter import filter_ignored
 from pr_agent.algo.token_handler import TokenHandler
-from pr_agent.algo.utils import get_max_tokens, ModelType
+from pr_agent.algo.utils import get_max_tokens, clip_tokens, ModelType
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers.git_provider import GitProvider
 from pr_agent.algo.types import EDIT_TYPE, FilePatchInfo
@ -87,22 +87,34 @@ def get_pr_diff(git_provider: GitProvider, token_handler: TokenHandler, model: s
    # if we are over the limit, start pruning
    get_logger().info(f"Tokens: {total_tokens}, total tokens over limit: {get_max_tokens(model)}, "
                      f"pruning diff.")
-    patches_compressed, modified_file_names, deleted_file_names, added_file_names = \
+    patches_compressed, modified_file_names, deleted_file_names, added_file_names, total_tokens_new = \
        pr_generate_compressed_diff(pr_languages, token_handler, model, add_line_numbers_to_hunks)

+    # Insert additional information about added, modified, and deleted files if there is enough space
+    max_tokens = get_max_tokens(model) - OUTPUT_BUFFER_TOKENS_HARD_THRESHOLD
+    curr_token = total_tokens_new  # == token_handler.count_tokens(final_diff)+token_handler.prompt_tokens
    final_diff = "\n".join(patches_compressed)
-    if added_file_names:
+    delta_tokens = 10
+    if added_file_names and (max_tokens - curr_token) > delta_tokens:
        added_list_str = ADDED_FILES_ + "\n".join(added_file_names)
-        final_diff = final_diff + "\n\n" + added_list_str
-    if modified_file_names:
+        added_list_str = clip_tokens(added_list_str, max_tokens - curr_token)
+        if added_list_str:
+            final_diff = final_diff + "\n\n" + added_list_str
+            curr_token += token_handler.count_tokens(added_list_str) + 2
+    if modified_file_names and (max_tokens - curr_token) > delta_tokens:
        modified_list_str = MORE_MODIFIED_FILES_ + "\n".join(modified_file_names)
-        final_diff = final_diff + "\n\n" + modified_list_str
-    if deleted_file_names:
+        modified_list_str = clip_tokens(modified_list_str, max_tokens - curr_token)
+        if modified_list_str:
+            final_diff = final_diff + "\n\n" + modified_list_str
+            curr_token += token_handler.count_tokens(modified_list_str) + 2
+    if deleted_file_names and (max_tokens - curr_token) > delta_tokens:
        deleted_list_str = DELETED_FILES_ + "\n".join(deleted_file_names)
-        final_diff = final_diff + "\n\n" + deleted_list_str
+        deleted_list_str = clip_tokens(deleted_list_str, max_tokens - curr_token)
+        if deleted_list_str:
+            final_diff = final_diff + "\n\n" + deleted_list_str
    try:
        get_logger().debug(f"After pruning, added_list_str: {added_list_str}, modified_list_str: {modified_list_str}, "
-                          f"deleted_list_str: {deleted_list_str}")
+                           f"deleted_list_str: {deleted_list_str}")
    except Exception as e:
        pass
    return final_diff
@ -149,7 +161,7 @@ def pr_generate_extended_diff(pr_languages: list,


 def pr_generate_compressed_diff(top_langs: list, token_handler: TokenHandler, model: str,
-                                convert_hunks_to_line_numbers: bool) -> Tuple[list, list, list, list]:
+                                convert_hunks_to_line_numbers: bool) -> Tuple[list, list, list, list, int]:
    """
    Generate a compressed diff string for a pull request, using diff minimization techniques to reduce the number of
    tokens used.
@ -195,10 +207,11 @@ def pr_generate_compressed_diff(top_langs: list, token_handler: TokenHandler, mo
        patch = handle_patch_deletions(patch, original_file_content_str,
                                       new_file_content_str, file.filename, file.edit_type)
        if patch is None:
-            if not deleted_files_list:
-                total_tokens += token_handler.count_tokens(DELETED_FILES_)
-            deleted_files_list.append(file.filename)
-            total_tokens += token_handler.count_tokens(file.filename) + 1
+            # if not deleted_files_list:
+            #     total_tokens += token_handler.count_tokens(DELETED_FILES_)
+            if file.filename not in deleted_files_list:
+                deleted_files_list.append(file.filename)
+            # total_tokens += token_handler.count_tokens(file.filename) + 1
            continue

        if convert_hunks_to_line_numbers:
@ -219,14 +232,17 @@ def pr_generate_compressed_diff(top_langs: list, token_handler: TokenHandler, mo
            if get_settings().config.verbosity_level >= 2:
                get_logger().warning(f"Patch too large, minimizing it, {file.filename}")
            if file.edit_type == EDIT_TYPE.ADDED:
-                if not added_files_list:
-                    total_tokens += token_handler.count_tokens(ADDED_FILES_)
-                added_files_list.append(file.filename)
+                # if not added_files_list:
+                #     total_tokens += token_handler.count_tokens(ADDED_FILES_)
+                if file.filename not in added_files_list:
+                    added_files_list.append(file.filename)
+                # total_tokens += token_handler.count_tokens(file.filename) + 1
            else:
-                if not modified_files_list:
-                    total_tokens += token_handler.count_tokens(MORE_MODIFIED_FILES_)
-                modified_files_list.append(file.filename)
-                total_tokens += token_handler.count_tokens(file.filename) + 1
+                # if not modified_files_list:
+                #     total_tokens += token_handler.count_tokens(MORE_MODIFIED_FILES_)
+                if file.filename not in modified_files_list:
+                    modified_files_list.append(file.filename)
+                # total_tokens += token_handler.count_tokens(file.filename) + 1
            continue

        if patch:
@ -239,7 +255,7 @@ def pr_generate_compressed_diff(top_langs: list, token_handler: TokenHandler, mo
            if get_settings().config.verbosity_level >= 2:
                get_logger().info(f"Tokens: {total_tokens}, last filename: {file.filename}")

-    return patches, modified_files_list, deleted_files_list, added_files_list
+    return patches, modified_files_list, deleted_files_list, added_files_list, total_tokens


 async def retry_with_fallback_models(f: Callable, model_type: ModelType = ModelType.REGULAR):
@ -382,4 +398,4 @@ def get_pr_multi_diffs(git_provider: GitProvider,
        final_diff = "\n".join(patches)
        final_diff_list.append(final_diff)

-    return final_diff_list
+    return final_diff_list
--- a/pr_agent/algo/token_handler.py
+++ b/pr_agent/algo/token_handler.py
@ -1,12 +1,25 @@
 from jinja2 import Environment, StrictUndefined
 from tiktoken import encoding_for_model, get_encoding
-
 from pr_agent.config_loader import get_settings
+from threading import Lock


-def get_token_encoder():
-    return encoding_for_model(get_settings().config.model) if "gpt" in get_settings().config.model else get_encoding(
-        "cl100k_base")
+class TokenEncoder:
+    _encoder_instance = None
+    _model = None
+    _lock = Lock()  # Create a lock object
+
+    @classmethod
+    def get_token_encoder(cls):
+        model = get_settings().config.model
+        if cls._encoder_instance is None or model != cls._model:  # Check without acquiring the lock for performance
+            with cls._lock:  # Lock acquisition to ensure thread safety
+                if cls._encoder_instance is None or model != cls._model:
+                    cls._model = model
+                    cls._encoder_instance = encoding_for_model(cls._model) if "gpt" in cls._model else get_encoding(
+                        "cl100k_base")
+        return cls._encoder_instance
+

 class TokenHandler:
    """
@ -31,7 +44,7 @@ class TokenHandler:
        - system: The system string.
        - user: The user string.
        """
-        self.encoder = get_token_encoder()
+        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)

--- a/pr_agent/algo/utils.py
+++ b/pr_agent/algo/utils.py
@ -2,6 +2,7 @@ from __future__ import annotations

 import difflib
 import json
+import os
 import re
 import textwrap
 from datetime import datetime
@ -12,7 +13,7 @@ import yaml
 from starlette_context import context

 from pr_agent.algo import MAX_TOKENS
-from pr_agent.algo.token_handler import get_token_encoder
+from pr_agent.algo.token_handler import TokenEncoder
 from pr_agent.config_loader import get_settings, global_settings
 from pr_agent.algo.types import FilePatchInfo
 from pr_agent.log import get_logger
@ -67,11 +68,11 @@ def convert_to_markdown(output_data: dict, gfm_supported: bool = True, increment
        output_data (dict): A dictionary containing data to be converted to markdown format.
    Returns:
        str: The markdown formatted text generated from the input dictionary.
-    """    
+    """

    emojis = {
        "Can be split": "🔀",
-        "Possible issues": "🔍",
+        "Possible issues": "⚡",
        "Score": "🏅",
        "Relevant tests": "🧪",
        "Focused PR": "✨",
@ -82,9 +83,9 @@ def convert_to_markdown(output_data: dict, gfm_supported: bool = True, increment
    }
    markdown_text = ""
    if not incremental_review:
-        markdown_text += f"## PR Review\n\n"
+        markdown_text += f"## PR Review 🔍\n\n"
    else:
-        markdown_text += f"## Incremental PR Review\n\n"
+        markdown_text += f"## Incremental PR Review 🔍 \n\n"
        markdown_text += f"⏮️ Review for commits since previous PR-Agent review {incremental_review}.\n\n"
    if gfm_supported:
        markdown_text += "<table>\n<tr>\n"
@ -566,7 +567,7 @@ def clip_tokens(text: str, max_tokens: int, add_three_dots=True) -> str:
        return text

    try:
-        encoder = get_token_encoder()
+        encoder = TokenEncoder.get_token_encoder()
        num_input_tokens = len(encoder.encode(text))
        if num_input_tokens <= max_tokens:
            return text
@ -575,7 +576,7 @@ def clip_tokens(text: str, max_tokens: int, add_three_dots=True) -> str:
        num_output_chars = int(chars_per_token * max_tokens)
        clipped_text = text[:num_output_chars]
        if add_three_dots:
-            clipped_text += "...(truncated)"
+            clipped_text += "\n...(truncated)"
        return clipped_text
    except Exception as e:
        get_logger().warning(f"Failed to clip tokens: {e}")
@ -661,3 +662,15 @@ def find_line_number_of_relevant_line_in_file(diff_files: List[FilePatchInfo],
                            absolute_position = start2 + delta - 1
                            break
    return position, absolute_position
+
+def github_action_output(output_data: dict, key_name: str):
+    try:
+        if not get_settings().get('github_action_config.enable_output', False):
+            return
+        
+        key_data = output_data.get(key_name, {})
+        with open(os.environ['GITHUB_OUTPUT'], 'a') as fh:
+            print(f"{key_name}={json.dumps(key_data, indent=None, ensure_ascii=False)}", file=fh)
+    except Exception as e:
+        get_logger().error(f"Failed to write to GitHub Action output: {e}")
+    return
--- a/pr_agent/cli.py
+++ b/pr_agent/cli.py
@ -52,8 +52,8 @@ def set_parser():

 def run_command(pr_url, command):
    # Preparing the command
-    run_command = f"--pr_url={pr_url} {command.lstrip('/')}"
-    args = set_parser().parse_args(run_command.split())
+    run_command_str = f"--pr_url={pr_url} {command.lstrip('/')}"
+    args = set_parser().parse_args(run_command_str.split())

    # Run the command. Feedback will appear in GitHub PR comments
    run(args=args)
--- a/pr_agent/config_loader.py
+++ b/pr_agent/config_loader.py
@ -36,6 +36,7 @@ def get_settings():
    try:
        return context["settings"]
    except Exception:
+        print("error")
        return global_settings


--- a/pr_agent/git_providers/codecommit_provider.py
+++ b/pr_agent/git_providers/codecommit_provider.py
@ -10,7 +10,7 @@ from ..algo.utils import load_large_diff
 from .git_provider import GitProvider
 from ..config_loader import get_settings
 from ..log import get_logger
-
+from pr_agent.algo.language_handler import is_valid_file

 class PullRequestCCMimic:
    """
--- a/pr_agent/git_providers/git_provider.py
+++ b/pr_agent/git_providers/git_provider.py
@ -71,7 +71,7 @@ class GitProvider(ABC):

        # if the existing description was generated by the pr-agent, but it doesn't contain a user description,
        # return nothing (empty string) because it means there is no user description
-        user_description_header = "## **user description**"
+        user_description_header = "### **user description**"
        if user_description_header not in description_lowercase:
            get_logger().info(f"Existing description was generated by the pr-agent, but it doesn't contain a user description")
            return ""
@ -102,8 +102,8 @@ class GitProvider(ABC):
        return original_user_description

    def _possible_headers(self):
-        return ("## **user description**", "## **pr type**", "## **pr description**", "## **pr labels**", "## **type**", "## **description**",
-                "## **labels**", "### 🤖 generated by pr agent")
+        return ("### **user description**", "### **pr type**", "### **pr description**", "### **pr labels**", "### **type**", "### **description**",
+                "### **labels**", "### 🤖 generated by pr agent")

    def _is_generated_by_pr_agent(self, description_lowercase: str) -> bool:
        possible_headers = self._possible_headers()
--- a/pr_agent/git_providers/github_provider.py
+++ b/pr_agent/git_providers/github_provider.py
@ -745,22 +745,4 @@ class GithubProvider(GitProvider):
            return False

    def calc_pr_statistics(self, pull_request_data: dict):
-        try:
-            out = {}
-            from datetime import datetime
-            created_at = pull_request_data['created_at']
-            closed_at = pull_request_data['closed_at']
-            closed_at_datetime = datetime.strptime(closed_at, "%Y-%m-%dT%H:%M:%SZ")
-            created_at_datetime = datetime.strptime(created_at, "%Y-%m-%dT%H:%M:%SZ")
-            difference = closed_at_datetime - created_at_datetime
-            out['hours'] = difference.total_seconds() / 3600
-            out['commits'] = pull_request_data['commits']
-            out['comments'] = pull_request_data['comments']
-            out['review_comments'] = pull_request_data['review_comments']
-            out['changed_files'] = pull_request_data['changed_files']
-            out['additions'] = pull_request_data['additions']
-            out['deletions'] = pull_request_data['deletions']
-        except Exception as e:
-            get_logger().exception(f"Failed to calculate PR statistics, error: {e}")
-            return {}
-        return out
+        return {}
--- a/pr_agent/servers/github_action_runner.py
+++ b/pr_agent/servers/github_action_runner.py
@ -46,19 +46,22 @@ async def run_action():
    if not GITHUB_EVENT_PATH:
        print("GITHUB_EVENT_PATH not set")
        return
-    if not OPENAI_KEY:
-        print("OPENAI_KEY not set")
-        return
    if not GITHUB_TOKEN:
        print("GITHUB_TOKEN not set")
        return

    # Set the environment variables in the settings
-    get_settings().set("OPENAI.KEY", OPENAI_KEY)
+    if OPENAI_KEY:
+        get_settings().set("OPENAI.KEY", OPENAI_KEY)
+    else:
+        # Might not be set if the user is using models not from OpenAI
+        print("OPENAI_KEY not set")
    if OPENAI_ORG:
        get_settings().set("OPENAI.ORG", OPENAI_ORG)
    get_settings().set("GITHUB.USER_TOKEN", GITHUB_TOKEN)
    get_settings().set("GITHUB.DEPLOYMENT_TYPE", "user")
+    enable_output = get_setting_or_env("GITHUB_ACTION_CONFIG.ENABLE_OUTPUT", True)
+    get_settings().set("GITHUB_ACTION_CONFIG.ENABLE_OUTPUT", enable_output)

    # Load the event payload
    try:
@ -101,6 +104,8 @@ async def run_action():
                    await PRReviewer(pr_url).run()
                if auto_improve is None or is_true(auto_improve):
                    await PRCodeSuggestions(pr_url).run()
+        else:
+            get_logger().info(f"Skipping action: {action}")

    # Handle issue comment event
    elif GITHUB_EVENT_NAME == "issue_comment" or GITHUB_EVENT_NAME == "pull_request_review_comment":
--- a/pr_agent/servers/github_app.py
+++ b/pr_agent/servers/github_app.py
@ -86,8 +86,13 @@ async def handle_comments_on_pr(body: Dict[str, Any],
        return {}
    comment_body = body.get("comment", {}).get("body")
    if comment_body and isinstance(comment_body, str) and not comment_body.lstrip().startswith("/"):
-        get_logger().info("Ignoring comment not starting with /")
-        return {}
+        if '/ask' in comment_body and comment_body.strip().startswith('> ![image]'):
+            comment_body_split = comment_body.split('/ask')
+            comment_body = '/ask' + comment_body_split[1] +' \n' +comment_body_split[0].strip().lstrip('>')
+            get_logger().info(f"Reformatting comment_body so command is at the beginning: {comment_body}")
+        else:
+            get_logger().info("Ignoring comment not starting with /")
+            return {}
    disable_eyes = False
    if "issue" in body and "pull_request" in body["issue"] and "url" in body["issue"]["pull_request"]:
        api_url = body["issue"]["pull_request"]["url"]
@ -118,15 +123,9 @@ async def handle_new_pr_opened(body: Dict[str, Any],
                               event: str,
                               sender: str,
                               sender_id: str,
-                               sender_type: str,
                               action: str,
                               log_context: Dict[str, Any],
                               agent: PRAgent):
-    # logic to ignore PRs opened by bot
-    if get_settings().get("GITHUB_APP.IGNORE_BOT_PR", False) and sender_type == "Bot":
-        get_logger().info(f"Ignoring PR from '{sender=}' due to github_app.ignore_bot_pr setting")
-        return {}
-
    title = body.get("pull_request", {}).get("title", "")

    # logic to ignore PRs with specific titles (e.g. "[Auto] ...")
@ -141,7 +140,7 @@ async def handle_new_pr_opened(body: Dict[str, Any],
    if not (pull_request and api_url):
        get_logger().info(f"Invalid PR event: {action=} {api_url=}")
        return {}
-    if action in get_settings().github_app.handle_pr_actions:  # ['opened', 'reopened', 'ready_for_review', 'review_requested']
+    if action in get_settings().github_app.handle_pr_actions:  # ['opened', 'reopened', 'ready_for_review']
        if get_identity_provider().verify_eligibility("github", sender_id, api_url) is not Eligibility.NOT_ELIGIBLE:
            await _perform_auto_commands_github("pr_commands", agent, body, api_url, log_context)
        else:
@ -237,10 +236,11 @@ def get_log_context(body, event, action, build_number):
        sender_type = body.get("sender", {}).get("type")
        repo = body.get("repository", {}).get("full_name", "")
        git_org = body.get("organization", {}).get("login", "")
+        installation_id = body.get("installation", {}).get("id", "")
        app_name = get_settings().get("CONFIG.APP_NAME", "Unknown")
        log_context = {"action": action, "event": event, "sender": sender, "server_type": "github_app",
                       "request_id": uuid.uuid4().hex, "build_number": build_number, "app_name": app_name,
-                       "repo": repo, "git_org": git_org}
+                       "repo": repo, "git_org": git_org, "installation_id": installation_id}
    except Exception as e:
        get_logger().error("Failed to get log context", e)
        log_context = {}
@ -261,6 +261,12 @@ async def handle_request(body: Dict[str, Any], event: str):
    agent = PRAgent()
    log_context, sender, sender_id, sender_type = get_log_context(body, event, action, build_number)

+    # logic to ignore PRs opened by bot
+    if get_settings().get("GITHUB_APP.IGNORE_BOT_PR", False) and sender_type == "Bot":
+        if 'pr-agent' not in sender:
+            get_logger().info(f"Ignoring PR from '{sender=}' because it is a bot")
+        return {}
+
    # handle comments on PRs
    if action == 'created':
        get_logger().debug(f'Request body', artifact=body, event=event)
@ -268,7 +274,7 @@ async def handle_request(body: Dict[str, Any], event: str):
    # handle new PRs
    elif event == 'pull_request' and action != 'synchronize' and action != 'closed':
        get_logger().debug(f'Request body', artifact=body, event=event)
-        await handle_new_pr_opened(body, event, sender, sender_id, sender_type, action, log_context, agent)
+        await handle_new_pr_opened(body, event, sender, sender_id, action, log_context, agent)
    # handle pull_request event with synchronize action - "push trigger" for new commits
    elif event == 'pull_request' and action == 'synchronize':
        get_logger().debug(f'Request body', artifact=body, event=event)
--- a/pr_agent/servers/help.py
+++ b/pr_agent/servers/help.py
@ -22,116 +22,22 @@ class HelpMessage:
    @staticmethod
    def get_review_usage_guide():
        output ="**Overview:**\n"
-        output +="The `review` tool scans the PR code changes, and generates a PR review. The tool can be triggered [automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on any PR.\n"
+        output +=("The `review` tool scans the PR code changes, and generates a PR review which includes several types of feedbacks, such as possible PR issues, security threats and relevant test in the PR. More feedbacks can be [added](https://pr-agent-docs.codium.ai/tools/review/#general-configurations) by configuring the tool.\n\n"
+                  "The tool can be triggered [automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on any PR.\n")
        output +="""\
-When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L19) related to the review tool (`pr_reviewer` section), use the following template:
+- When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L23) related to the review tool (`pr_reviewer` section), use the following template:
 ```
 /review --pr_reviewer.some_config1=... --pr_reviewer.some_config2=...
 ```
-With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template:
+- With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template:
 ```
 [pr_reviewer]
 some_config1=...
 some_config2=...
 ```
    """
-        output +="\n\n<table>"

-        # extra instructions
-        output += "<tr><td><details> <summary><strong> Utilizing extra instructions</strong></summary><hr>\n\n"
-        output += '''\
-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.
-
-Be specific, clear, and concise in the instructions. With extra instructions, you are the prompter. Specify the relevant sub-tool, and the relevant aspects of the PR that you want to emphasize.
-
-Examples for extra instructions:
-```
-[pr_reviewer] # /review #
-extra_instructions="""
-In the 'possible issues' section, emphasize the following:
- Does the code logic cover relevant edge cases?
- Is the code logic clear and easy to understand?
- Is the code logic efficient?
-...
-"""
-```
-Use triple quotes to write multi-line instructions. Use bullet points to make the instructions more readable.
-        '''
-        output += "\n\n</details></td></tr>\n\n"
-
-        # automation
-        output += "<tr><td><details> <summary><strong> How to enable\\disable automation</strong></summary><hr>\n\n"
-        output += """\
- When you first install PR-Agent app, the [default mode](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) for the `review` tool is:
-```
-pr_commands = ["/review", ...]
-```
-meaning the `review` tool will run automatically on every PR, with the default configuration.
-Edit this field to enable/disable the tool, or to change the used configurations
-        """
-        output += "\n\n</details></td></tr>\n\n"
-
-#         # code feedback
-#         output += "<tr><td><details> <summary><strong> About the 'Code feedback' section</strong></summary><hr>\n\n"
-#         output+="""\
-# The `review` tool provides several type of feedbacks, one of them is code suggestions.
-# If you are interested **only** in the code suggestions, it is recommended to use the [`improve`](https://github.com/Codium-ai/pr-agent/blob/main/docs/IMPROVE.md) feature instead, since it dedicated only to code suggestions, and usually gives better results.
-# Use the `review` tool if you want to get a more comprehensive feedback, which includes code suggestions as well.
-# """
-#         output += "\n\n</details></td></tr>\n\n"
-
-        # auto-labels
-        output += "<tr><td><details> <summary><strong> Auto-labels</strong></summary><hr>\n\n"
-        output+="""\
-The `review` tool can auto-generate two specific types of labels for a PR:
- a `possible security issue` label, that detects possible [security issues](https://github.com/Codium-ai/pr-agent/blob/tr/user_description/pr_agent/settings/pr_reviewer_prompts.toml#L136) (`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)
-"""
-        output += "\n\n</details></td></tr>\n\n"
-
-        # extra sub-tools
-        output += "<tr><td><details> <summary><strong> Extra sub-tools</strong></summary><hr>\n\n"
-        output += """\
-The `review` tool provides a collection of possible feedbacks about a PR.
-It is recommended to review the [possible options](https://pr-agent-docs.codium.ai/tools/review/#enabledisable-features), and choose the ones relevant for your use case.
-Some of the feature that are disabled by default are quite useful, and should be considered for enabling. For example: 
-`require_score_review`, `require_soc2_ticket`, `require_can_be_split_review`, and more.
-"""
-        output += "\n\n</details></td></tr>\n\n"
-
-        output += "<tr><td><details> <summary><strong> Auto-approve PRs</strong></summary><hr>\n\n"
-        output += '''\
-By invoking:
-```
-/review auto_approve
-```
-The tool will automatically approve the PR, and add a comment with the approval.
-
-
-To ensure safety, the auto-approval feature is disabled by default. To enable auto-approval, you need to actively set in a pre-defined configuration file the following:
-```
-[pr_reviewer]
-enable_auto_approval = true
-```
-(this specific flag cannot be set with a command line argument, only in the configuration file, committed to the repository)
-
-
-You can also enable auto-approval only if the PR meets certain requirements, such as that the `estimated_review_effort` is equal or below a certain threshold, by adjusting the flag:
-```
-[pr_reviewer]
-maximal_review_effort = 5
-```
-'''
-        output += "\n\n</details></td></tr>\n\n"
-
-        # general
-        output += "\n\n<tr><td><details> <summary><strong> More PR-Agent commands</strong></summary><hr> \n\n"
-        output += HelpMessage.get_general_bot_help_text()
-        output += "\n\n</details></td></tr>\n\n"
-
-        output += "</table>"
-
-        output += f"\n\nSee the [review usage](https://pr-agent-docs.codium.ai/tools/review/) page for a comprehensive guide on using this tool.\n\n"
+        output += f"\n\nSee the review [usage page](https://pr-agent-docs.codium.ai/tools/review/) for a comprehensive guide on using this tool.\n\n"

        return output

@ -162,10 +68,9 @@ some_config2=...
        output += """\
 - When you first install the app, the [default mode](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) for the describe tool is:
 ```
-pr_commands = ["/describe --pr_description.add_original_user_description=true" 
-                         "--pr_description.keep_original_user_title=true", ...]
+pr_commands = ["/describe", ...]
 ```
-meaning the `describe` tool will run automatically on every PR, will keep the original title, and will add the original user description above the generated description. 
+meaning the `describe` tool will run automatically on every PR.

 - Markers are an alternative way to control the generated description, to give maximal control to the user. If you set:
 ```
@ -222,7 +127,7 @@ Be specific, clear, and concise in the instructions. With extra instructions, yo
 Examples for extra instructions:
 ```
 [pr_description] 
-extra_instructions="""
+extra_instructions="""\
 - The PR title should be in the format: '<PR type>: <title>'
 - The title should be short and concise (up to 10 words)
 - ...
@ -254,16 +159,17 @@ It can be invoked manually by commenting on any PR:
 /ask "..."
 ```

-Note that the tool does not have "memory" of previous questions, and answers each question independently.        
+Note that the tool does not have "memory" of previous questions, and answers each question independently.   
+You can ask questions about the entire PR, about specific code lines, or about an image related to the PR code changes.     
        """
-        output += "\n\n<table>"
-
-        # general
-        output += "\n\n<tr><td><details> <summary><strong> More PR-Agent commands</strong></summary><hr> \n\n"
-        output += HelpMessage.get_general_bot_help_text()
-        output += "\n\n</details></td></tr>\n\n"
-
-        output += "</table>"
+        # output += "\n\n<table>"
+        #
+        # # # general
+        # # output += "\n\n<tr><td><details> <summary><strong> More PR-Agent commands</strong></summary><hr> \n\n"
+        # # output += HelpMessage.get_general_bot_help_text()
+        # # output += "\n\n</details></td></tr>\n\n"
+        #
+        # output += "</table>"

        output += f"\n\nSee the [ask usage](https://pr-agent-docs.codium.ai/tools/ask/) page for a comprehensive guide on using this tool.\n\n"

@ -273,16 +179,16 @@ Note that the tool does not have "memory" of previous questions, and answers eac
    @staticmethod
    def get_improve_usage_guide():
        output = "**Overview:**\n"
-        output += "The `improve` tool scans the PR code changes, and automatically generates suggestions for improving the PR code. "
+        output += "The code suggestions tool, named `improve`, scans the PR code changes, and automatically generates code suggestions for improving the PR."
        output += "The tool can be triggered [automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) every time a new PR is opened, or can be invoked manually by commenting on a PR.\n"
        output += """\
-When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L69) related to the improve tool (`pr_code_suggestions` section), use the following template:
+- When commenting, to edit [configurations](https://github.com/Codium-ai/pr-agent/blob/main/pr_agent/settings/configuration.toml#L78) related to the improve tool (`pr_code_suggestions` section), use the following template:

 ```
 /improve --pr_code_suggestions.some_config1=... --pr_code_suggestions.some_config2=...
 ```

-With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template:
+- With a [configuration file](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/), use the following template:

 ```
 [pr_code_suggestions]
@ -291,64 +197,7 @@ some_config2=...
 ```
    
 """
-        output += "\n\n<table>"

-        # automation
-        output += "<tr><td><details> <summary><strong> Enabling\\disabling automation </strong></summary><hr>\n\n"
-        output += """\
-When you first install the app, the [default mode](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#github-app-automatic-tools-when-a-new-pr-is-opened) for the improve tool is:
-
-```
-pr_commands = ["/improve --pr_code_suggestions.summarize=true", ...]
-```
-
-meaning the `improve` tool will run automatically on every PR, with summarization enabled. Delete this line to disable the tool from running automatically.
-"""
-        output += "\n\n</details></td></tr>\n\n"
-
-        # extra instructions
-        output += "<tr><td><details> <summary><strong> Utilizing extra instructions</strong></summary><hr>\n\n"
-        output += '''\
-Extra instructions are very important for the `improve` tool, since they enable to guide the model to suggestions that are more relevant to the specific needs of the project.
-
-Be specific, clear, and concise in the instructions. With extra instructions, you are the prompter. Specify relevant aspects that you want the model to focus on.
-
-Examples for extra instructions:
-
-```
-[pr_code_suggestions] # /improve #
-extra_instructions="""
-Emphasize the following aspects:
- Does the code logic cover relevant edge cases?
- Is the code logic clear and easy to understand?
- Is the code logic efficient?
-...
-"""
-```
-
-Use triple quotes to write multi-line instructions. Use bullet points to make the instructions more readable.
-    '''
-        output += "\n\n</details></td></tr>\n\n"
-
-        # suggestions quality
-        output += "\n\n<tr><td><details> <summary><strong> A note on code suggestions quality</strong></summary><hr> \n\n"
-        output += """\
- While the current AI for code is getting better and better (GPT-4), it's not flawless. Not all the suggestions will be perfect, and a user should not accept all of them automatically.
- Suggestions are not meant to be simplistic. Instead, they aim to give deep feedback and raise questions, ideas and thoughts to the user, who can then use his judgment, experience, and understanding of the code base.
- Recommended to use the 'extra_instructions' field to guide the model to suggestions that are more relevant to the specific needs of the project, or use the [custom suggestions :gem:](https://pr-agent-docs.codium.ai/tools/custom_suggestions/) tool
- With large PRs, best quality will be obtained by using 'improve --extended' mode.
-
-
-"""
-        output += "\n\n</details></td></tr>\n\n"\
-
-        # general
-        output += "\n\n<tr><td><details> <summary><strong> More PR-Agent commands</strong></summary><hr> \n\n"
-        output += HelpMessage.get_general_bot_help_text()
-        output += "\n\n</details></td></tr>\n\n"
-
-        output += "</table>"
-
-        output += f"\n\nSee the [improve usage](https://pr-agent-docs.codium.ai/tools/improve/) page for a more comprehensive guide on using this tool.\n\n"
+        output += f"\n\nSee the improve [usage page](https://pr-agent-docs.codium.ai/tools/improve/) for a comprehensive guide on using this tool.\n\n"

        return output
--- a/pr_agent/settings/.secrets_template.toml
+++ b/pr_agent/settings/.secrets_template.toml
@ -29,6 +29,9 @@ key = "" # Optional, uncomment if you want to use Cohere. Acquire through https:
 [replicate]
 key = "" # Optional, uncomment if you want to use Replicate. Acquire through https://replicate.com/

+[groq]
+key = "" # Acquire through https://console.groq.com/keys
+
 [huggingface]
 key = "" # Optional, uncomment if you want to use Huggingface Inference API. Acquire through https://huggingface.co/docs/api-inference/quicktour
 api_base = "" # the base url for your huggingface inference endpoint 
--- a/pr_agent/settings/configuration.toml
+++ b/pr_agent/settings/configuration.toml
@ -1,7 +1,7 @@
 [config]
-model="gpt-4" # "gpt-4-0125-preview"
-model_turbo="gpt-4-0125-preview"
-fallback_models=["gpt-3.5-turbo-16k"]
+model="gpt-4-turbo-2024-04-09"
+model_turbo="gpt-4-turbo-2024-04-09"
+fallback_models=["gpt-4-0125-preview"]
 git_provider="github"
 publish_output=true
 publish_output_progress=true
@ -44,7 +44,7 @@ enable_review_labels_effort=true
 require_all_thresholds_for_incremental_review=false
 minimal_commits_for_incremental_review=0
 minimal_minutes_for_incremental_review=0
-enable_help_text=true # Determines whether to include help text in the PR review. Enabled by default.
+enable_help_text=false # Determines whether to include help text in the PR review. Enabled by default.
 # auto approval
 enable_auto_approval=false
 maximal_review_effort=5
@ -52,15 +52,17 @@ maximal_review_effort=5

 [pr_description] # /describe #
 publish_labels=true
-publish_description_as_comment=false
 add_original_user_description=true
-keep_original_user_title=true
+generate_ai_title=false
 use_bullet_points=true
 extra_instructions = ""
 enable_pr_type=true
 final_update_message = true
 enable_help_text=false
 enable_help_comment=true
+# describe as comment
+publish_description_as_comment=false
+publish_description_as_comment_persistent=true
 ## changes walkthrough section
 enable_semantic_files_types=true
 collapsible_file_list='adaptive' # true, false, 'adaptive'
@ -72,16 +74,16 @@ include_generated_by_header=true
 #custom_labels = ['Bug fix', 'Tests', 'Bug fix with tests', 'Enhancement', 'Documentation', 'Other']

 [pr_questions] # /ask #
-enable_help_text=true
+enable_help_text=false


 [pr_code_suggestions] # /improve #
 max_context_tokens=8000
 num_code_suggestions=4
-summarize = true
+commitable_code_suggestions = false
 extra_instructions = ""
 rank_suggestions = false
-enable_help_text=true
+enable_help_text=false
 persistent_comment=false
 # params for '/improve --extended' mode
 auto_extended_mode=true
@ -108,8 +110,13 @@ num_tests=3            # number of tests to generate. max 5.
 avoid_mocks=true       # if true, the generated tests will prefer to use real objects instead of mocks
 file = ""              # in case there are several components with the same name, you can specify the relevant file
 class_name = ""        # in case there are several methods with the same name in the same file, you can specify the relevant class name
-enable_help_text=true
+enable_help_text=false

+[pr_improve_component] # /improve_component #
+num_code_suggestions=4
+extra_instructions = ""
+file = ""              # in case there are several components with the same name, you can specify the relevant file
+class_name = ""

 [checks] # /checks (pro feature) #
 enable_auto_checks_feedback=true
@ -133,6 +140,7 @@ try_fix_invalid_inline_comments = true
 # auto_review = true    # set as env var in .github/workflows/pr-agent.yaml
 # auto_describe = true  # set as env var in .github/workflows/pr-agent.yaml
 # auto_improve = true   # set as env var in .github/workflows/pr-agent.yaml
+# enable_output = true   # set as env var in .github/workflows/pr-agent.yaml

 [github_app]
 # these toggles allows running the github app from custom deployments
@ -140,9 +148,9 @@ override_deployment_type = true
 # settings for "pull_request" event
 handle_pr_actions = ['opened', 'reopened', 'ready_for_review']
 pr_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
+    "/describe",
    "/review --pr_reviewer.num_code_suggestions=0",
-    "/improve --pr_code_suggestions.summarize=true",
+    "/improve",
 ]
 # settings for "pull_request" event with "synchronize" action - used to detect and handle push triggers for new commits
 handle_push_trigger = false
@ -152,24 +160,24 @@ push_trigger_wait_for_initial_review = true
 push_trigger_pending_tasks_backlog = true
 push_trigger_pending_tasks_ttl = 300
 push_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
+    "/describe",
    "/review --pr_reviewer.num_code_suggestions=0",
 ]
 ignore_pr_title = []
-ignore_bot_pr = false
+ignore_bot_pr = true

 [gitlab]
 url = "https://gitlab.com" # URL to the gitlab service
 pr_commands = [
-    "/describe --pr_description.add_original_user_description=true --pr_description.keep_original_user_title=true",
+    "/describe",
    "/review --pr_reviewer.num_code_suggestions=0",
-    "/improve --pr_code_suggestions.summarize=true",
+    "/improve",
 ]

 [bitbucket_app]
 pr_commands = [
    "/review --pr_reviewer.num_code_suggestions=0",
-    "/improve --pr_code_suggestions.summarize=false",
+    "/improve --pr_code_suggestions.commitable_code_suggestions=true",
 ]


--- a/pr_agent/settings/pr_code_suggestions_prompts.toml
+++ b/pr_agent/settings/pr_code_suggestions_prompts.toml
@ -54,7 +54,7 @@ class CodeSuggestion(BaseModel):
    relevant_file: str = Field(description="the relevant file full path")
    language: str = Field(description="the code language of the relevant file")
    suggestion_content: str = Field(description="an actionable suggestion for meaningfully improving the new code introduced in the PR")
-{%- if summarize_mode %}
+{%- if not commitable_code_suggestions_mode %}
    existing_code: str = Field(description="a short code snippet from a '__new hunk__' section to illustrate the relevant existing code. Don't show the line numbers.")
    improved_code: str = Field(description="a short code snippet to illustrate the improved code, after applying the suggestion.")
    one_sentence_summary:str = Field(description="a short summary of the suggestion action, in a single sentence. Focus on the 'what'. Be general, and avoid method or variable names.")
@ -80,7 +80,7 @@ code_suggestions:
    python
  suggestion_content: |
    ...
-{%- if summarize_mode %}
+{%- if not commitable_code_suggestions_mode %}
  existing_code: |
    ...
  improved_code: |
--- a/pr_agent/tools/pr_code_suggestions.py
+++ b/pr_agent/tools/pr_code_suggestions.py
@ -57,7 +57,7 @@ class PRCodeSuggestions:
            "language": self.main_language,
            "diff": "",  # empty diff for initial calculation
            "num_code_suggestions": num_code_suggestions,
-            "summarize_mode": get_settings().pr_code_suggestions.summarize,
+            "commitable_code_suggestions_mode": get_settings().pr_code_suggestions.commitable_code_suggestions,
            "extra_instructions": get_settings().pr_code_suggestions.extra_instructions,
            "commit_messages_str": self.git_provider.get_commit_messages(),
        }
@ -76,7 +76,7 @@ class PRCodeSuggestions:
            relevant_configs = {'pr_code_suggestions': dict(get_settings().pr_code_suggestions),
                                'config': dict(get_settings().config)}
            get_logger().debug("Relevant configs", artifacts=relevant_configs)
-            if get_settings().config.publish_output:
+            if get_settings().config.publish_output and get_settings().config.publish_output_progress:
                if self.git_provider.is_supported("gfm_markdown"):
                    self.progress_response = self.git_provider.publish_comment(self.progress)
                else:
@ -90,7 +90,7 @@ class PRCodeSuggestions:

            if (not data) or (not 'code_suggestions' in data) or (not data['code_suggestions']):
                get_logger().error('No code suggestions found for PR.')
-                pr_body = "## PR Code Suggestions\n\nNo code suggestions found for PR."
+                pr_body = "## PR Code Suggestions ✨\n\nNo code suggestions found for PR."
                get_logger().debug(f"PR output", artifact=pr_body)
                if self.progress_response:
                    self.git_provider.edit_comment(self.progress_response, body=pr_body)
@ -105,7 +105,7 @@ class PRCodeSuggestions:

            if get_settings().config.publish_output:
                self.git_provider.remove_initial_comment()
-                if get_settings().pr_code_suggestions.summarize and self.git_provider.is_supported("gfm_markdown"):
+                if (not get_settings().pr_code_suggestions.commitable_code_suggestions) and self.git_provider.is_supported("gfm_markdown"):

                    # generate summarized suggestions
                    pr_body = self.generate_summarized_suggestions(data)
@ -113,14 +113,14 @@ class PRCodeSuggestions:

                    # add usage guide
                    if get_settings().pr_code_suggestions.enable_help_text:
-                        pr_body += "<hr>\n\n<details> <summary><strong>✨ Improve tool usage guide:</strong></summary><hr> \n\n"
+                        pr_body += "<hr>\n\n<details> <summary><strong>💡 Tool usage guide:</strong></summary><hr> \n\n"
                        pr_body += HelpMessage.get_improve_usage_guide()
                        pr_body += "\n</details>\n"

                    if get_settings().pr_code_suggestions.persistent_comment:
                        final_update_message = False
                        self.git_provider.publish_persistent_comment(pr_body,
-                                                                     initial_header="## PR Code Suggestions",
+                                                                     initial_header="## PR Code Suggestions ✨",
                                                                     update_header=True,
                                                                     name="suggestions",
                                                                     final_update_message=final_update_message, )
@ -196,24 +196,31 @@ class PRCodeSuggestions:
        suggestion_list = []
        one_sentence_summary_list = []
        for i, suggestion in enumerate(data['code_suggestions']):
-            if get_settings().pr_code_suggestions.summarize:
-                if not suggestion or 'one_sentence_summary' not in suggestion or 'label' not in suggestion or 'relevant_file' not in suggestion:
-                    get_logger().debug(f"Skipping suggestion {i + 1}, because it is invalid: {suggestion}")
+            try:
+                if not get_settings().pr_code_suggestions.commitable_code_suggestions:
+                    if not suggestion or 'one_sentence_summary' not in suggestion or 'label' not in suggestion or 'relevant_file' not in suggestion:
+                        get_logger().debug(f"Skipping suggestion {i + 1}, because it is invalid: {suggestion}")
+                        continue
+
+                    if suggestion['one_sentence_summary'] in one_sentence_summary_list:
+                        get_logger().debug(f"Skipping suggestion {i + 1}, because it is a duplicate: {suggestion}")
+                        continue
+
+                if 'const' in suggestion['suggestion_content'] and 'instead' in suggestion['suggestion_content'] and 'let' in suggestion['suggestion_content']:
+                    get_logger().debug(f"Skipping suggestion {i + 1}, because it uses 'const instead let': {suggestion}")
                    continue

-                if suggestion['one_sentence_summary'] in one_sentence_summary_list:
-                    get_logger().debug(f"Skipping suggestion {i + 1}, because it is a duplicate: {suggestion}")
-                    continue
-
-            if ('existing_code' in suggestion) and ('improved_code' in suggestion) and (
-                    suggestion['existing_code'] != suggestion['improved_code']):
-                suggestion = self._truncate_if_needed(suggestion)
-                if get_settings().pr_code_suggestions.summarize:
-                    one_sentence_summary_list.append(suggestion['one_sentence_summary'])
-                suggestion_list.append(suggestion)
-            else:
-                get_logger().debug(
-                    f"Skipping suggestion {i + 1}, because existing code is equal to improved code {suggestion['existing_code']}")
+                if ('existing_code' in suggestion) and ('improved_code' in suggestion) and (
+                        suggestion['existing_code'] != suggestion['improved_code']):
+                    suggestion = self._truncate_if_needed(suggestion)
+                    if not get_settings().pr_code_suggestions.commitable_code_suggestions:
+                        one_sentence_summary_list.append(suggestion['one_sentence_summary'])
+                    suggestion_list.append(suggestion)
+                else:
+                    get_logger().debug(
+                        f"Skipping suggestion {i + 1}, because existing code is equal to improved code {suggestion['existing_code']}")
+            except Exception as e:
+                get_logger().error(f"Error processing suggestion {i + 1}: {suggestion}, error: {e}")
        data['code_suggestions'] = suggestion_list

        return data
@ -375,7 +382,7 @@ class PRCodeSuggestions:

    def generate_summarized_suggestions(self, data: Dict) -> str:
        try:
-            pr_body = "## PR Code Suggestions\n\n"
+            pr_body = "## PR Code Suggestions ✨\n\n"

            if len(data.get('code_suggestions', [])) == 0:
                pr_body += "No suggestions found to improve this PR."
@ -387,7 +394,7 @@ class PRCodeSuggestions:
                for ext in extensions:
                    extension_to_language[ext] = language

-            pr_body = "## PR Code Suggestions\n\n"
+            pr_body = "## PR Code Suggestions ✨\n\n"

            pr_body += "<table>"
            header = f"Suggestions"
--- a/pr_agent/tools/pr_description.py
+++ b/pr_agent/tools/pr_description.py
@ -113,7 +113,7 @@ class PRDescription:
                pr_body += HelpMessage.get_describe_usage_guide()
                pr_body += "\n</details>\n"
            elif get_settings().pr_description.enable_help_comment:
-                pr_body += "\n\n___\n\n> ✨ **PR-Agent usage**:"
+                pr_body += "\n\n___\n\n> 💡 **PR-Agent usage**:"
                pr_body += "\n>Comment `/help` on the PR to get a list of all available PR-Agent tools and their descriptions\n\n"

            if get_settings().config.publish_output:
@ -132,7 +132,14 @@ class PRDescription:
                # publish description
                if get_settings().pr_description.publish_description_as_comment:
                    full_markdown_description = f"## Title\n\n{pr_title}\n\n___\n{pr_body}"
-                    self.git_provider.publish_comment(full_markdown_description)
+                    if get_settings().pr_description.publish_description_as_comment_persistent:
+                        self.git_provider.publish_persistent_comment(full_markdown_description,
+                                                                     initial_header="## Title",
+                                                                     update_header=True,
+                                                                     name="describe",
+                                                                     final_update_message=False, )
+                    else:
+                        self.git_provider.publish_comment(full_markdown_description)
                else:
                    self.git_provider.publish_description(pr_title, pr_body)

@ -294,7 +301,7 @@ class PRDescription:

        # Remove the 'PR Title' key from the dictionary
        ai_title = self.data.pop('title', self.vars["title"])
-        if get_settings().pr_description.keep_original_user_title:
+        if (not get_settings().pr_description.generate_ai_title):
            # Assign the original PR title to the 'title' variable
            title = self.vars["title"]
        else:
@ -310,7 +317,11 @@ class PRDescription:
                value = self.file_label_dict
            else:
                key_publish = key.rstrip(':').replace("_", " ").capitalize()
-                pr_body += f"## **{key_publish}**\n"
+                if key_publish== "Type":
+                    key_publish = "PR Type"
+                # elif key_publish == "Description":
+                #     key_publish = "PR Description"
+                pr_body += f"### **{key_publish}**\n"
            if 'walkthrough' in key.lower():
                if self.git_provider.is_supported("gfm_markdown"):
                    pr_body += "<details> <summary>files:</summary>\n\n"
@ -322,7 +333,7 @@ class PRDescription:
                    pr_body += "</details>\n"
            elif 'pr_files' in key.lower():
                changes_walkthrough, pr_file_changes = self.process_pr_files_prediction(changes_walkthrough, value)
-                changes_walkthrough = f"## **Changes walkthrough**\n{changes_walkthrough}"
+                changes_walkthrough = f"### **Changes walkthrough** 📝\n{changes_walkthrough}"
            else:
                # if the value is a list, join its items by comma
                if isinstance(value, list):
--- a/pr_agent/tools/pr_help_message.py
+++ b/pr_agent/tools/pr_help_message.py
@ -18,8 +18,8 @@ class PRHelpMessage:
            relevant_configs = {'pr_help': dict(get_settings().pr_help),
                                'config': dict(get_settings().config)}
            get_logger().debug("Relevant configs", artifacts=relevant_configs)
-            pr_comment = "## PR Agent Walkthrough\n\n"
-            pr_comment += "🤖 Welcome to the PR Agent, an AI-powered tool for automated pull request analysis, feedback, suggestions and more."""
+            pr_comment = "## PR Agent Walkthrough 🤖\n\n"
+            pr_comment += "Welcome to the PR Agent, an AI-powered tool for automated pull request analysis, feedback, suggestions and more."""
            pr_comment += "\n\nHere is a list of tools you can use to interact with the PR Agent:\n"
            base_path = "https://pr-agent-docs.codium.ai/tools"

@ -27,12 +27,13 @@ class PRHelpMessage:
            tool_names.append(f"[DESCRIBE]({base_path}/describe/)")
            tool_names.append(f"[REVIEW]({base_path}/review/)")
            tool_names.append(f"[IMPROVE]({base_path}/improve/)")
-            tool_names.append(f"[ANALYZE]({base_path}/analyze/) 💎")
            tool_names.append(f"[UPDATE CHANGELOG]({base_path}/update_changelog/)")
-            tool_names.append(f"[ADD DOCUMENTATION]({base_path}/documentation/) 💎")
-            tool_names.append(f"[ASK]({base_path}/ask/)")
-            tool_names.append(f"[GENERATE CUSTOM LABELS]({base_path}/custom_labels/)")
+            tool_names.append(f"[ADD DOCS]({base_path}/documentation/) 💎")
            tool_names.append(f"[TEST]({base_path}/test/) 💎")
+            tool_names.append(f"[IMPROVE COMPONENT]({base_path}/improve_component/) 💎")
+            tool_names.append(f"[ANALYZE]({base_path}/analyze/) 💎")
+            tool_names.append(f"[ASK]({base_path}/ask/)")
+            tool_names.append(f"[GENERATE CUSTOM LABELS]({base_path}/custom_labels/) 💎")
            tool_names.append(f"[CI FEEDBACK]({base_path}/ci_feedback/) 💎")
            tool_names.append(f"[CUSTOM SUGGESTIONS]({base_path}/custom_suggestions/) 💎")
            tool_names.append(f"[SIMILAR ISSUE]({base_path}/similar_issues/)")
@ -40,27 +41,29 @@ class PRHelpMessage:
            descriptions = []
            descriptions.append("Generates PR description - title, type, summary, code walkthrough and labels")
            descriptions.append("Adjustable feedback about the PR, possible issues, security concerns, review effort and more")
-            descriptions.append("Code suggestions for improving the PR.")
-            descriptions.append("Identifies code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component.")
-            descriptions.append("Automatically updates the changelog.")
-            descriptions.append("Generates documentation to methods/functions/classes that changed in the PR.")
-            descriptions.append("Answering free-text questions about the PR.")
+            descriptions.append("Code suggestions for improving the PR")
+            descriptions.append("Automatically updates the changelog")
+            descriptions.append("Generates documentation to methods/functions/classes that changed in the PR")
+            descriptions.append("Generates unit tests for a specific component, based on the PR code change")
+            descriptions.append("Code suggestions for a specific component that changed in the PR")
+            descriptions.append("Identifies code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component")
+            descriptions.append("Answering free-text questions about the PR")
            descriptions.append("Generates custom labels for the PR, based on specific guidelines defined by the user")
-            descriptions.append("Generates unit tests for a specific component, based on the PR code change.")
-            descriptions.append("Generates feedback and analysis for a failed CI job.")
-            descriptions.append("Generates custom suggestions for improving the PR code, based on specific guidelines defined by the user.")
-            descriptions.append("Automatically retrieves and presents similar issues.")
+            descriptions.append("Generates feedback and analysis for a failed CI job")
+            descriptions.append("Generates custom suggestions for improving the PR code, based only on specific guidelines defined by the user")
+            descriptions.append("Automatically retrieves and presents similar issues")

            commands  =[]
            commands.append("`/describe`")
            commands.append("`/review`")
            commands.append("`/improve`")
-            commands.append("`/analyze`")
            commands.append("`/update_changelog`")
            commands.append("`/add_docs`")
+            commands.append("`/test`")
+            commands.append("`/improve_component`")
+            commands.append("`/analyze`")
            commands.append("`/ask`")
            commands.append("`/generate_labels`")
-            commands.append("`/test`")
            commands.append("`/checks`")
            commands.append("`/custom_suggestions`")
            commands.append("`/similar_issue`")
@ -69,9 +72,13 @@ class PRHelpMessage:
            checkbox_list.append(" - [ ] Run <!-- /describe -->")
            checkbox_list.append(" - [ ] Run <!-- /review -->")
            checkbox_list.append(" - [ ] Run <!-- /improve -->")
-            checkbox_list.append(" - [ ] Run <!-- /analyze -->")
            checkbox_list.append(" - [ ] Run <!-- /update_changelog -->")
            checkbox_list.append(" - [ ] Run <!-- /add_docs -->")
+            checkbox_list.append(" - [ ] Run <!-- /test -->")
+            checkbox_list.append(" - [ ] Run <!-- /improve_component -->")
+            checkbox_list.append(" - [ ] Run <!-- /analyze -->")
+            checkbox_list.append("[*]")
+            checkbox_list.append("[*]")
            checkbox_list.append("[*]")
            checkbox_list.append("[*]")
            checkbox_list.append("[*]")
@ -80,16 +87,16 @@ class PRHelpMessage:
            checkbox_list.append("[*]")

            if isinstance(self.git_provider, GithubProvider):
-                pr_comment += f"<table><tr align='center'><th align='center'>Tool</th><th align='center'>Description</th><th align='center'>Invoke Interactively :gem:</th></tr>"
+                pr_comment += f"<table><tr align='left'><th align='left'>Tool</th><th align='left'>Description</th><th align='left'>Trigger Interactively :gem:</th></tr>"
                for i in range(len(tool_names)):
-                    pr_comment += f"\n<tr><td align='center'>\n\n<strong>{tool_names[i]}</strong></td>\n<td>{descriptions[i]}</td>\n<td>\n\n{checkbox_list[i]}\n</td></tr>"
+                    pr_comment += f"\n<tr><td align='left'>\n\n<strong>{tool_names[i]}</strong></td>\n<td>{descriptions[i]}</td>\n<td>\n\n{checkbox_list[i]}\n</td></tr>"
                pr_comment += "</table>\n\n"
                pr_comment += f"""\n\n(1) Note that each tool be [triggered automatically](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#github-app-automatic-tools-for-pr-actions) when a new PR is opened, or called manually by [commenting on a PR](https://github.com/Codium-ai/pr-agent/blob/main/Usage.md#online-usage)."""
                pr_comment += f"""\n\n(2) Tools marked with [*] require additional parameters to be passed. For example, to invoke the `/ask` tool, you need to comment on a PR: `/ask "<question content>"`. See the relevant documentation for each tool for more details."""
            else:
-                pr_comment += f"<table><tr align='center'><th align='center'>Tool</th><th align='left'>Command</th><th align='left'>Description</th></tr>"
+                pr_comment += f"<table><tr align='left'><th align='left'>Tool</th><th align='left'>Command</th><th align='left'>Description</th></tr>"
                for i in range(len(tool_names)):
-                    pr_comment += f"\n<tr><td align='center'>\n\n<strong>{tool_names[i]}</strong></td><td>{commands[i]}</td><td>{descriptions[i]}</td></tr>"
+                    pr_comment += f"\n<tr><td align='left'>\n\n<strong>{tool_names[i]}</strong></td><td>{commands[i]}</td><td>{descriptions[i]}</td></tr>"
                pr_comment += "</table>\n\n"
                pr_comment += f"""\n\nNote that each tool be [invoked automatically](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/) when a new PR is opened, or called manually by [commenting on a PR](https://pr-agent-docs.codium.ai/usage-guide/automations_and_usage/#online-usage)."""
            if get_settings().config.publish_output:
--- a/pr_agent/tools/pr_questions.py
+++ b/pr_agent/tools/pr_questions.py
@ -56,13 +56,19 @@ class PRQuestions:
        get_logger().debug("Relevant configs", artifacts=relevant_configs)
        if get_settings().config.publish_output:
            self.git_provider.publish_comment("Preparing answer...", is_temporary=True)
+
+        # identify image
+        img_path = self.idenfity_image_in_comment()
+        if img_path:
+            get_logger().debug(f"Image path identified", artifact=img_path)
+
        await retry_with_fallback_models(self._prepare_prediction)

        pr_comment = self._prepare_pr_answer()
        get_logger().debug(f"PR output", artifact=pr_comment)

        if self.git_provider.is_supported("gfm_markdown") and get_settings().pr_questions.enable_help_text:
-            pr_comment += "<hr>\n\n<details> <summary><strong>✨ Ask tool usage guide:</strong></summary><hr> \n\n"
+            pr_comment += "<hr>\n\n<details> <summary><strong>💡 Tool usage guide:</strong></summary><hr> \n\n"
            pr_comment += HelpMessage.get_ask_usage_guide()
            pr_comment += "\n</details>\n"

@ -71,6 +77,19 @@ class PRQuestions:
            self.git_provider.remove_initial_comment()
        return ""

+    def idenfity_image_in_comment(self):
+        img_path = ''
+        if '![image]' in self.question_str:
+            # assuming structure:
+            # /ask question ...  > ![image](img_path)
+            img_path = self.question_str.split('![image]')[1].strip().strip('()')
+            self.vars['img_path'] = img_path
+        elif 'https://' in self.question_str and ('.png' in self.question_str or 'jpg' in self.question_str): # direct image link
+            # include https:// in the image path
+            img_path = 'https://' + self.question_str.split('https://')[1]
+            self.vars['img_path'] = img_path
+        return img_path
+
    async def _prepare_prediction(self, model: str):
        self.patches_diff = get_pr_diff(self.git_provider, self.token_handler, model)
        if self.patches_diff:
@ -86,11 +105,17 @@ class PRQuestions:
        environment = Environment(undefined=StrictUndefined)
        system_prompt = environment.from_string(get_settings().pr_questions_prompt.system).render(variables)
        user_prompt = environment.from_string(get_settings().pr_questions_prompt.user).render(variables)
-        response, finish_reason = await self.ai_handler.chat_completion(model=model, temperature=0.2,
-                                                                        system=system_prompt, user=user_prompt)
+        if 'img_path' in variables:
+            img_path = self.vars['img_path']
+            response, finish_reason = await self.ai_handler.chat_completion(model=model, temperature=0.2,
+                                                                            system=system_prompt, user=user_prompt,
+                                                                            img_path=img_path)
+        else:
+            response, finish_reason = await self.ai_handler.chat_completion(model=model, temperature=0.2,
+                                                                            system=system_prompt, user=user_prompt)
        return response

    def _prepare_pr_answer(self) -> str:
-        answer_str = f"Question: {self.question_str}\n\n"
-        answer_str += f"Answer:\n{self.prediction.strip()}\n\n"
+        answer_str = f"### **Ask**❓\n{self.question_str}\n\n"
+        answer_str += f"### **Answer:**\n{self.prediction.strip()}\n\n"
        return answer_str
--- a/pr_agent/tools/pr_reviewer.py
+++ b/pr_agent/tools/pr_reviewer.py
@ -8,7 +8,7 @@ from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
 from pr_agent.algo.ai_handlers.litellm_ai_handler import LiteLLMAIHandler
 from pr_agent.algo.pr_processing import get_pr_diff, retry_with_fallback_models
 from pr_agent.algo.token_handler import TokenHandler
-from pr_agent.algo.utils import convert_to_markdown, load_yaml, ModelType
+from pr_agent.algo.utils import convert_to_markdown, github_action_output, load_yaml, ModelType
 from pr_agent.config_loader import get_settings
 from pr_agent.git_providers import get_git_provider
 from pr_agent.git_providers.git_provider import IncrementalPR, get_main_pr_language
@ -137,7 +137,7 @@ class PRReviewer:
                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="## PR Review",
+                                                                 initial_header="## PR Review 🔍",
                                                                 update_header=True,
                                                                 final_update_message=final_update_message, )
                else:
@ -192,6 +192,7 @@ class PRReviewer:
        data = load_yaml(self.prediction.strip(),
                         keys_fix_yaml=["estimated_effort_to_review_[1-5]:", "security_concerns:", "possible_issues:",
                                        "relevant_file:", "relevant_line:", "suggestion:"])
+        github_action_output(data, 'review')

        if 'code_feedback' in data:
            code_feedback = data['code_feedback']
@ -233,7 +234,7 @@ class PRReviewer:

        # Add help text if gfm_markdown is supported
        if self.git_provider.is_supported("gfm_markdown") and get_settings().pr_reviewer.enable_help_text:
-            markdown_text += "<hr>\n\n<details> <summary><strong>✨ Review tool usage guide:</strong></summary><hr> \n\n"
+            markdown_text += "<hr>\n\n<details> <summary><strong>💡 Tool usage guide:</strong></summary><hr> \n\n"
            markdown_text += HelpMessage.get_review_usage_guide()
            markdown_text += "\n</details>\n"

@ -357,6 +358,9 @@ class PRReviewer:
        return True

    def set_review_labels(self, data):
+        if not get_settings().config.publish_output:
+            return
+
        if (get_settings().pr_reviewer.enable_review_labels_security or
                get_settings().pr_reviewer.enable_review_labels_effort):
            try:
--- a/pr_agent/tools/pr_update_changelog.py
+++ b/pr_agent/tools/pr_update_changelog.py
@ -81,7 +81,7 @@ class PRUpdateChangelog:
            if self.commit_changelog:
                self._push_changelog_update(new_file_content, answer)
            else:
-                self.git_provider.publish_comment(f"**Changelog updates:**\n\n{answer}")
+                self.git_provider.publish_comment(f"**Changelog updates:** 🔄\n\n{answer}")

    async def _prepare_prediction(self, model: str):
        self.patches_diff = get_pr_diff(self.git_provider, self.token_handler, model)
@ -141,7 +141,7 @@ class PRUpdateChangelog:
                self.git_provider.pr.create_review(commit=last_commit_id, comments=[d])
        except Exception:
            # we can't create a review for some reason, let's just publish a comment
-            self.git_provider.publish_comment(f"**Changelog updates:**\n\n{answer}")
+            self.git_provider.publish_comment(f"**Changelog updates: 🔄**\n\n{answer}")

    def _get_default_changelog(self):
        example_changelog = \
--- a/tests/unittest/test_clip_tokens.py
+++ b/tests/unittest/test_clip_tokens.py
@ -15,5 +15,5 @@ class TestClipTokens:

        max_tokens = 10
        result = clip_tokens(text, max_tokens)
-        expected_results = 'line1\nline2\nline3\nli...(truncated)'
+        expected_results = 'line1\nline2\nline3\nli\n...(truncated)'
        assert result == expected_results
--- a/tests/unittest/test_convert_to_markdown.py
+++ b/tests/unittest/test_convert_to_markdown.py
@ -52,7 +52,7 @@ class TestConvertToMarkdown:
             'suggestion': "Consider raising an exception or logging a warning when 'pr_url' attribute is not found. This can help in debugging issues related to the absence of 'pr_url' in instances where it's expected. [important]\n",
             'relevant_line': '[return ""](https://github.com/Codium-ai/pr-agent-pro/pull/102/files#diff-52d45f12b836f77ed1aef86e972e65404634ea4e2a6083fb71a9b0f9bb9e062fR199)'}]}

-        expected_output = '## PR Review\n\n<table>\n<tr>\n<tr><td> ⏱️&nbsp;<strong>Estimated&nbsp;effort&nbsp;to&nbsp;review [1-5]</strong></td><td>\n\n1, because the changes are minimal and straightforward, focusing on a single functionality addition.\n\n\n</td></tr>\n<tr><td> 🧪&nbsp;<strong>Relevant tests</strong></td><td>\n\nNo\n\n\n</td></tr>\n<tr><td> 🔍&nbsp;<strong>Possible issues</strong></td><td>\n\nNo\n\n</td></tr>\n<tr><td> 🔒&nbsp;<strong>Security concerns</strong></td><td>\n\nNo\n\n</td></tr>\n</table>\n\n\n<details><summary> <strong>Code feedback:</strong></summary>\n\n<hr><table><tr><td>relevant file</td><td>pr_agent/git_providers/git_provider.py\n</td></tr><tr><td>suggestion &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</td><td>\n\n<strong>\n\nConsider raising an exception or logging a warning when \'pr_url\' attribute is not found. This can help in debugging issues related to the absence of \'pr_url\' in instances where it\'s expected. [important]\n\n</strong>\n</td></tr><tr><td>relevant line</td><td><a href=\'https://github.com/Codium-ai/pr-agent-pro/pull/102/files#diff-52d45f12b836f77ed1aef86e972e65404634ea4e2a6083fb71a9b0f9bb9e062fR199\'>return ""</a></td></tr></table><hr>\n\n</details>'
+        expected_output = '## PR Review 🔍\n\n<table>\n<tr>\n<tr><td> ⏱️&nbsp;<strong>Estimated&nbsp;effort&nbsp;to&nbsp;review [1-5]</strong></td><td>\n\n1, because the changes are minimal and straightforward, focusing on a single functionality addition.\n\n\n</td></tr>\n<tr><td> 🧪&nbsp;<strong>Relevant tests</strong></td><td>\n\nNo\n\n\n</td></tr>\n<tr><td> ⚡&nbsp;<strong>Possible issues</strong></td><td>\n\nNo\n\n</td></tr>\n<tr><td> 🔒&nbsp;<strong>Security concerns</strong></td><td>\n\nNo\n\n</td></tr>\n</table>\n\n\n<details><summary> <strong>Code feedback:</strong></summary>\n\n<hr><table><tr><td>relevant file</td><td>pr_agent/git_providers/git_provider.py\n</td></tr><tr><td>suggestion &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</td><td>\n\n<strong>\n\nConsider raising an exception or logging a warning when \'pr_url\' attribute is not found. This can help in debugging issues related to the absence of \'pr_url\' in instances where it\'s expected. [important]\n\n</strong>\n</td></tr><tr><td>relevant line</td><td><a href=\'https://github.com/Codium-ai/pr-agent-pro/pull/102/files#diff-52d45f12b836f77ed1aef86e972e65404634ea4e2a6083fb71a9b0f9bb9e062fR199\'>return ""</a></td></tr></table><hr>\n\n</details>'

        assert convert_to_markdown(input_data).strip() == expected_output.strip()

--- a/tests/unittest/test_github_action_output.py
+++ b/tests/unittest/test_github_action_output.py
@ -0,0 +1,50 @@
+import os
+import json
+from pr_agent.algo.utils import get_settings, github_action_output
+
+class TestGitHubOutput:
+    def test_github_action_output_enabled(self, monkeypatch, tmp_path):
+        get_settings().set('GITHUB_ACTION_CONFIG.ENABLE_OUTPUT', True)
+        monkeypatch.setenv('GITHUB_OUTPUT', str(tmp_path / 'output'))
+        output_data = {'key1': {'value1': 1, 'value2': 2}}
+        key_name = 'key1'
+        
+        github_action_output(output_data, key_name)
+        
+        with open(str(tmp_path / 'output'), 'r') as f:
+            env_value = f.read()
+        
+        actual_key = env_value.split('=')[0]
+        actual_data = json.loads(env_value.split('=')[1])
+        
+        assert actual_key == key_name
+        assert actual_data == output_data[key_name]
+    
+    def test_github_action_output_disabled(self, monkeypatch, tmp_path):
+        get_settings().set('GITHUB_ACTION_CONFIG.ENABLE_OUTPUT', False)
+        monkeypatch.setenv('GITHUB_OUTPUT', str(tmp_path / 'output'))
+        output_data = {'key1': {'value1': 1, 'value2': 2}}
+        key_name = 'key1'
+        
+        github_action_output(output_data, key_name)
+        
+        assert not os.path.exists(str(tmp_path / 'output'))
+
+    def test_github_action_output_notset(self, monkeypatch, tmp_path):
+        # not set config
+        monkeypatch.setenv('GITHUB_OUTPUT', str(tmp_path / 'output'))
+        output_data = {'key1': {'value1': 1, 'value2': 2}}
+        key_name = 'key1'
+        
+        github_action_output(output_data, key_name)
+        
+        assert not os.path.exists(str(tmp_path / 'output'))
+    
+    def test_github_action_output_error_case(self, monkeypatch, tmp_path):
+        monkeypatch.setenv('GITHUB_OUTPUT', str(tmp_path / 'output'))
+        output_data = None # invalid data
+        key_name = 'key1'
+        
+        github_action_output(output_data, key_name)
+        
+        assert not os.path.exists(str(tmp_path / 'output'))
Author	SHA1	Message	Date
Tal	254c3e2ed1	Update config_loader.py	2024-05-05 14:54:31 +03:00
Tal	cac450098a	Merge pull request #887 from Codium-ai/tr/branding Tr/branding	2024-05-05 14:00:17 +03:00
mrT23	097637d7c0	toolbar emojis in pr-agent feedbacks	2024-05-05 13:48:45 +03:00
mrT23	e4157d2efc	toolbar emojis in pr-agent feedbacks	2024-05-05 13:36:34 +03:00
mrT23	34ad5f2aa2	toolbar emojis in pr-agent feedbacks	2024-05-05 13:33:54 +03:00
Tal	3c76230f61	Update README.md	2024-05-03 14:52:19 +03:00
Tal	92cde2ef99	Update README.md	2024-05-03 08:32:39 +03:00
mrT23	0b10f88b84	toolbar	2024-05-02 21:08:12 +03:00
Tal	3dbe1bbc35	Merge pull request #880 from tacascer/new-35-models chore: update GPT3.5 models	2024-04-24 08:52:12 +03:00
tacascer	2e34436589	chore: update GPT3.5 models	2024-04-22 20:25:32 -04:00
Tal	fae6cab2a7	Merge pull request #877 from randy-tsukemen/support-groq-llama3 Add Groq Llama3 support	2024-04-22 11:41:12 +03:00
Tal	19f239ae3d	Merge pull request #876 from randy-tsukemen/fix-duplication Fix duplicate assignment of replicate_key in LiteLLMAIHandler	2024-04-21 10:55:01 +03:00
Randy, Huang	d457fa2b9f	Add Groq API key configuration to .secrets_template.toml	2024-04-21 15:22:40 +09:00
Randy, Huang	d430604dfe	Add Groq Llama3 model configuration instructions to usage guide	2024-04-21 15:22:19 +09:00
Randy, Huang	0a53f09a7f	Add GROQ.KEY support in LiteLLMAIHandler	2024-04-21 15:21:45 +09:00
Randy, Huang	7a9e73702d	Fix duplicate assignment of replicate_key in LiteLLMAIHandler	2024-04-21 14:47:25 +09:00
Tal	e429c5d012	Merge pull request #873 from Codium-ai/tr/readme docs: Add option to disable automatic CI feedback in configuration	2024-04-18 16:33:21 +03:00
mrT23	1c8aeb2b64	docs: Add option to disable automatic CI feedback in configuration	2024-04-18 16:31:41 +03:00
Tal	4d6126d2c0	Merge pull request #872 from Codium-ai/tr/readme ## Example usage	2024-04-18 10:11:39 +03:00
mrT23	a9d30c1d10	Remember	2024-04-18 10:11:19 +03:00
mrT23	ea4d4ab618	## Example usage	2024-04-18 10:04:38 +03:00
Tal	3088c58d5f	Merge pull request #871 from Codium-ai/tr/readme Tr/readme	2024-04-18 09:27:51 +03:00
mrT23	0f99db65a9	docs	2024-04-18 09:10:14 +03:00
mrT23	f913f02ea6	docs	2024-04-18 08:53:43 +03:00
mrT23	7563af08a0	docs	2024-04-18 08:44:08 +03:00
mrT23	ad96326832	not	2024-04-18 07:53:37 +03:00
Tal	003d5728e0	Merge pull request #870 from Codium-ai/tr/readme Replace `summarize_mode` with `commitable_code_suggestions_mode` in p…	2024-04-18 07:32:32 +03:00
mrT23	8242b10d8e	Replace `summarize_mode` with `commitable_code_suggestions_mode` in pr_code_suggestions_prompts.toml to enhance PR suggestion mechanism	2024-04-18 07:31:33 +03:00
Tal	1c296127bd	Merge pull request #865 from Codium-ai/tr/readme Tr/readme	2024-04-17 21:06:32 +03:00
mrT23	2f4e40860d	Replace `keep_original_user_title` with `generate_ai_title` for PR description customization and update documentation accordingly	2024-04-17 16:29:12 +03:00
mrT23	b076c33351	commitable_code_suggestions	2024-04-17 15:32:45 +03:00
mrT23	e2e0bea8fd	num_code_suggestions	2024-04-17 09:13:53 +03:00
mrT23	e878dcb6b1	Example usage	2024-04-17 09:12:49 +03:00
Tal	b8bcaf86f2	Merge pull request #864 from Codium-ai/tr/readme Example usage	2024-04-17 09:05:18 +03:00
mrT23	6c78f4fd88	Example usage	2024-04-17 09:02:54 +03:00
Tal	a134a8bf6d	Merge pull request #863 from Codium-ai/add-repo-url-to-docs Add repo url to docs	2024-04-15 20:41:41 +03:00
Almog Lavi	32fd03bd55	Add repository URL to MkDocs configuration	2024-04-15 13:42:36 +03:00
Almog Lavi	d5262f24ca	add name + github icon	2024-04-15 13:37:50 +03:00
Almog Lavi	fe231929ae	Update mkdocs.yml to include site description and rename site	2024-04-15 13:33:22 +03:00
Almog Lavi	1481796d6a	Add GitHub repository URL to MkDocs configuration	2024-04-15 13:32:05 +03:00
Tal	9274cd730d	Merge pull request #862 from Codium-ai/tr/image ask	2024-04-15 10:14:21 +03:00
mrT23	93d153bae1	ask	2024-04-15 10:12:19 +03:00
Tal	50736447fb	Merge pull request #860 from Codium-ai/tr/image ask	2024-04-14 14:48:43 +03:00
mrT23	8168ce0c8e	ask	2024-04-14 14:45:15 +03:00
Tal	a8d2fca4a3	Merge pull request #859 from Codium-ai/tr/image Tr/image	2024-04-14 14:14:06 +03:00
mrT23	44eb0b4f23	ask	2024-04-14 14:12:48 +03:00
mrT23	506e3007c4	ask	2024-04-14 14:11:04 +03:00
mrT23	92ef2b4464	ask	2024-04-14 14:09:58 +03:00
mrT23	86e64501df	ask	2024-04-14 12:43:26 +03:00
mrT23	f0230fce79	gpt-4-turbo-2024-04-09	2024-04-14 12:37:54 +03:00
mrT23	4683a29819	s	2024-04-14 12:34:14 +03:00
mrT23	8f0f08006f	s	2024-04-14 12:00:19 +03:00
mrT23	a4680ded93	protections	2024-04-12 20:32:47 +03:00
Tal	654f88b98a	Merge pull request #858 from pkvach/handle-missing-openai-key Handle OPENAI_KEY not set error in github_action_runner.py	2024-04-12 18:30:15 +03:00
Pavel Kvach	4c83bf695d	Handle OPENAI_KEY not set error in github_action_runner.py Fixes https://github.com/Codium-ai/pr-agent/issues/855	2024-04-12 10:50:00 +03:00
Tal	af8ca7d1a4	Merge pull request #853 from idubnori/feature/gha-outputs-1 feat: set review data to github actions output	2024-04-11 16:34:49 +03:00
idubnori	9e4ffd824c	Merge branch 'main' into feature/gha-outputs-1	2024-04-10 23:27:44 +09:00
idubnori	aef1c6ecde	docs: add feature spec and config	2024-04-10 23:04:29 +09:00
idubnori	5e5ead98de	test: rename & add error case	2024-04-10 22:36:15 +09:00
idubnori	ae633b3cea	refine: github_action_output	2024-04-10 22:30:16 +09:00
idubnori	97dcb34d77	clean: rename to github_action_output	2024-04-10 22:16:09 +09:00
Tal	f0c5aec0e4	Merge pull request #854 from riya-amemiya/riya-amemiya/add_model add support for gpt-4-turbo model	2024-04-10 09:20:53 +03:00
Yuta Nishi	108b1afa0e	add new models	2024-04-10 14:44:38 +09:00
Tal	4a69ebe816	Merge pull request #851 from phuongvietnamlab/hotfix/is_valid_file Failed to review PR: name 'is_valid_file' is not defined	2024-04-10 08:21:43 +03:00
idubnori	3412095d81	chore: change default to true, if use in github actions	2024-04-10 09:18:21 +09:00
idubnori	45176ab893	test: add config not set case	2024-04-10 09:17:29 +09:00
idubnori	75c4befadf	feat: set review data to github actions output	2024-04-10 01:02:05 +09:00
phuongvietnamlab	0257b619ff	Failed to review PR: name 'is_valid_file' is not defined	2024-04-09 15:47:54 +07:00
Tal	7e664184be	Merge pull request #848 from Codium-ai/tr/readme Tr/readme	2024-04-08 15:50:19 +03:00
mrT23	8a5b01b465	empty calc_pr_statistics	2024-04-08 14:49:00 +03:00
mrT23	84d8f78d0c	publish_output	2024-04-08 14:00:41 +03:00
Tal	c1c11e6c77	Merge pull request #846 from Codium-ai/tr/readme readme	2024-04-08 09:14:54 +03:00
mrT23	a543d7ed1a	readme	2024-04-08 09:12:50 +03:00
Tal	236d7c44e2	Merge pull request #845 from Codium-ai/change-docs-readme Update docs readme	2024-04-08 09:06:23 +03:00
Almog Lavi	09f76f45ef	Update docs readme	2024-04-08 08:18:33 +03:00
Tal	61388f6d28	Merge pull request #844 from Codium-ai/tr/readme readme	2024-04-07 17:05:09 +03:00
mrT23	a5a68c2a73	readme	2024-04-07 17:02:37 +03:00
mrT23	2be0e9108e	readme	2024-04-07 17:00:40 +03:00
mrT23	aa2121a48d	readme	2024-04-07 16:28:30 +03:00
Tal	4841f0db7c	Merge pull request #843 from network-charles/network-charles-patch-1 Fix Broken URL in README.md	2024-04-07 13:03:10 +03:00
Charles Uneze	dc14b87657	Update README.md	2024-04-07 10:06:05 +01:00
Tal	7b4d833e06	Merge pull request #842 from Codium-ai/tr/readme readme	2024-04-07 11:53:25 +03:00
mrT23	68f29a41ef	readme	2024-04-07 11:52:42 +03:00
mrT23	d6b037a63a	readme	2024-04-07 11:51:06 +03:00
mrT23	45eefaa4f0	readme	2024-04-07 11:04:23 +03:00
mrT23	f3b4695617	readme	2024-04-07 10:43:56 +03:00
Tal	dbcbe52d3e	Merge pull request #841 from Codium-ai/tr/readme readme	2024-04-07 09:41:21 +03:00
mrT23	60fd1c67fa	readme	2024-04-07 09:35:41 +03:00
mrT23	d9efc441df	readme	2024-04-07 09:28:22 +03:00
Tal	cb13740166	Merge pull request #840 from Codium-ai/tr/readme readme	2024-04-07 09:11:19 +03:00
mrT23	4dc160bc16	readme	2024-04-07 09:08:40 +03:00
Tal	d9b4481701	Merge pull request #839 from Codium-ai/mrT23-patch-1 Update additional_configurations.md	2024-04-05 17:24:45 +03:00
Tal	bbd302360f	Update additional_configurations.md	2024-04-05 17:22:54 +03:00
Almog Lavi	877aeffbb3	Update describe.md	2024-04-03 14:59:53 +03:00
Almog Lavi	d7b19af117	Update README.md	2024-04-03 14:53:56 +03:00
Tal	7bc4f3a1c1	Merge pull request #838 from Codium-ai/tr/single_encoder TokenEncoder	2024-04-03 08:49:49 +03:00
mrT23	9c3673209d	TokenEncoder	2024-04-03 08:42:50 +03:00
Tal	a13c6e964b	Merge pull request #837 from Codium-ai/tr/persistent_describe feat: add persistent comment option for PR descriptions	2024-04-02 17:59:17 +03:00
mrT23	9614f619e8	feat: add persistent comment option for PR descriptions	2024-04-02 17:54:37 +03:00
mrT23	3ebb72e3f1	feat: add persistent comment option for PR descriptions	2024-04-02 17:52:34 +03:00
Tal	dfe8301dcd	Merge pull request #836 from gregoryboue/main feat: allows ollama usage	2024-04-02 16:30:54 +03:00
gregoryboue	501b059575	feat: allows ollama usage Fix https://github.com/Codium-ai/pr-agent/issues/657	2024-04-02 11:01:45 +02:00
Tal	27cdd419e5	Update index.md	2024-04-01 18:56:36 +03:00
Tal	3d86430f18	Update automations_and_usage.md	2024-04-01 18:46:08 +03:00
Almog Lavi	b7237c113b	Merge pull request #834 from Codium-ai/analytics analytics	2024-04-01 10:19:17 +03:00
Almog Lavi	a53ba4596e	fix custom analytics	2024-04-01 10:03:36 +03:00
Almog Lavi	b86b37e6a2	analytics	2024-04-01 09:54:59 +03:00
Tal	4391ac4d4d	Merge pull request #833 from Codium-ai/tr/help docs: Add "Improve Component" tool documentation and update related g…	2024-03-31 12:18:20 +03:00
mrT23	ce47adf986	C#	2024-03-31 12:15:29 +03:00
mrT23	8bda365636	docs: Add "Improve Component" tool documentation and update related guides	2024-03-31 12:13:25 +03:00
Tal	30bb2f3fc9	Merge pull request #832 from Codium-ai/tr/help refine help	2024-03-31 11:44:29 +03:00
mrT23	c3b3651769	refine help	2024-03-31 11:43:00 +03:00
Tal	949808d0d2	Merge pull request #831 from Codium-ai/tr/readme4 docs: Refine project description and reorganize documentation links i…	2024-03-29 13:43:48 +03:00
mrT23	7e84acc63c	docs: Refine project description and reorganize documentation links in README	2024-03-29 13:34:23 +03:00
mrT23	aae6869964	docs: Update PR-Agent usage guide	2024-03-28 09:37:29 +02:00
mrT23	79bdb9a69f	bugfix: validate output publishing with progress condition in pr_code_suggestions	2024-03-27 19:56:27 +02:00
Tal	a86913aa7f	Merge pull request #828 from idubnori/work/fix-827 Improve trigger condition in github actions	2024-03-27 19:07:53 +02:00
idubnori	020a29ebb8	docs: optimize condition of github actions	2024-03-27 20:53:46 +09:00
Tal	a8bee89ae9	Update custom.css	2024-03-27 13:00:16 +02:00
Tal	d0dc2af918	Merge pull request #829 from Codium-ai/mrT23-patch-7 Update github.md	2024-03-27 12:42:07 +02:00
Tal	82d9c77489	Update github.md	2024-03-27 12:40:47 +02:00
Tal	c42f2d17e7	Merge pull request #825 from Codium-ai/improve-docs-images Refactor markdown image syntax and enhance documentation presentation	2024-03-27 12:36:30 +02:00
Tal	cd4deefbf8	Merge pull request #826 from s1moe2/fix/issue-824 fix: missing requirements.txt on lambda dockerfile	2024-03-27 12:32:23 +02:00
idubnori	493f73f1ce	chore: add logging the reason not execute	2024-03-27 12:03:27 +09:00
idubnori	fa889fbb06	docs: add pull request event types	2024-03-27 12:00:24 +09:00
Diogo Simoes	0241fe5c13	fix: missing git binary on lambda dockerfile	2024-03-26 23:58:07 +00:00
Diogo Simoes	d250cb46f4	fix: missing requirements.txt on lambda dockerfile	2024-03-26 22:28:19 +00:00
Almog Lavi	c97702982c	fix image	2024-03-26 23:09:37 +02:00
Almog Lavi	2f823fb4e1	update deprecated plugin	2024-03-26 23:06:07 +02:00
Almog Lavi	736c8a6953	Refactor markdown image syntax and enhance documentation presentation	2024-03-26 23:00:57 +02:00
Tal	26c4a98fc8	Merge pull request #820 from riya-amemiya/riya-amemiya/change_gpt-4-turbo_model add support for gpt-4-turbo-preview model	2024-03-26 10:46:51 +02:00
Riya Amemiya	a7494746df	revert default model	2024-03-26 16:21:30 +09:00
Tal	182e485741	Merge pull request #821 from Codium-ai/tr/installation_id logs	2024-03-26 08:12:43 +02:00
mrT23	1491bcba96	logs	2024-03-26 08:09:33 +02:00
Yuta Nishi	d064a352ad	feat(pr_agent): add support for gpt-4-turbo-preview model and update default settings	2024-03-26 14:47:05 +09:00
mrT23	9c284e64cf	dont log pr-agent bot	2024-03-25 12:27:45 +02:00
mrT23	903d74b2f7	ignore_bot_pr = true	2024-03-25 11:42:24 +02:00
Tal	4651ced0f6	Merge pull request #817 from Codium-ai/tr/shorter_help ignore bot	2024-03-25 09:17:07 +02:00
mrT23	3cdadb3ad1	always ignore bot	2024-03-25 09:04:07 +02:00
Tal	cff6f2b597	Merge pull request #816 from Codium-ai/tr/shorter_help Tr/shorter help	2024-03-25 08:55:33 +02:00
mrT23	695f0706a8	Refactor help text for clarity and update configuration links in help.py; standardize variable naming in cli.py	2024-03-25 08:53:13 +02:00
mrT23	07f5025b03	Refactor help text for clarity and update configuration links in help.py; standardize variable naming in cli.py	2024-03-25 08:51:59 +02:00