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pr-agent/README.md

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<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://codium.ai/images/pr_agent/logo-dark.png" width="330">
<source media="(prefers-color-scheme: light)" srcset="https://codium.ai/images/pr_agent/logo-light.png" width="330">
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<img src="https://codium.ai/images/pr_agent/logo-light.png" alt="logo" width="330">
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<br/>
CodiumAI PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedbacks and suggestions
</div>
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[![GitHub license](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://github.com/Codium-ai/pr-agent/blob/main/LICENSE)
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[![Discord](https://badgen.net/badge/icon/discord?icon=discord&label&color=purple)](https://discord.com/channels/1057273017547378788/1126104260430528613)
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[![Twitter](https://img.shields.io/twitter/follow/codiumai)](https://twitter.com/codiumai)
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<a href="https://github.com/Codium-ai/pr-agent/commits/main">
<img alt="GitHub" src="https://img.shields.io/github/last-commit/Codium-ai/pr-agent/main?style=for-the-badge" height="20">
</a>
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### [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.
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## Table of Contents
- [News and Updates](#news-and-updates)
- [Overview](#overview)
- [Example results](#example-results)
- [Try it now](#try-it-now)
- [PR-Agent Pro 💎](#pr-agent-pro-)
- [How it works](#how-it-works)
- [Why use PR-Agent?](#why-use-pr-agent)
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## News and Updates
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### May 12, 2024
Inspired by [AlphaCodium](https://github.com/Codium-ai/AlphaCodium) flow engineering scheme, PR-Agent now performs **self-reflection** on the code suggestions it provides,
enabling to remove invalid suggestions, and score the valid ones. The suggestions will be presented sorted by their score, enabling to focus on the most important ones first.
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You can also choose to automatically remove suggestions below a certain importance score threshold, by setting the `pr_code_suggestions.suggestions_score_threshold` [configuration](https://pr-agent-docs.codium.ai/tools/improve/#configuration-options).
<kbd><img src="https://codium.ai/images/pr_agent/self_reflection1.png" width="512"></kbd>
<kbd><img src="https://codium.ai/images/pr_agent/self_reflection2.png" width="512"></kbd>
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### May 2, 2024
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Check out the new [PR-Agent Chrome Extension](https://chromewebstore.google.com/detail/pr-agent-chrome-extension/ephlnjeghhogofkifjloamocljapahnl) 🚀🚀🚀
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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.
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<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>
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### April 14, 2024
You can now ask questions about images that appear in the comment, where the entire PR is considered as the context.
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see [here](https://pr-agent-docs.codium.ai/tools/ask/#ask-on-images) for more details.
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<kbd><img src="https://codium.ai/images/pr_agent/ask_images5.png" width="512"></kbd>
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### March 24, 2024
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PR-Agent is now available for easy installation via [pip](https://pr-agent-docs.codium.ai/installation/locally/#using-pip-package).
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### March 17, 2024
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- A new feature is now available for the review tool: [`require_can_be_split_review`](https://pr-agent-docs.codium.ai/tools/review/#enabledisable-features).
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.
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<kbd><img src="https://codium.ai/images/pr_agent/multiple_pr_themes.png" width="512"></kbd>
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### March 10, 2024
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- A new [knowledge-base website](https://pr-agent-docs.codium.ai/) for PR-Agent is now available. It includes detailed information about the different tools, usage guides and more, in an accessible and organized format.
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### March 8, 2024
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- A new tool, [Find Similar Code](https://pr-agent-docs.codium.ai/tools/similar_code/) 💎 is now available.
<br>This tool retrieves the most similar code components from inside the organization's codebase, or from open-source code:
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<kbd><a href="https://codium.ai/images/pr_agent/similar_code.mp4"><img src="https://codium.ai/images/pr_agent/similar_code_global2.png" width="512"></a></kbd>
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(click on the image to see an instructional video)
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### Feb 29, 2024
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- You can now use the repo's [wiki page](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/) to set configurations for PR-Agent 💎
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<kbd><img src="https://codium.ai/images/pr_agent/wiki_configuration.png" width="512"></kbd>
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## Overview
<div style="text-align:left;">
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Supported commands per platform:
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| | | GitHub | Gitlab | Bitbucket | Azure DevOps |
|-------|-------------------------------------------------------------------------------------------------------------------|:--------------------:|:--------------------:|:--------------------:|:--------------------:|
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| TOOLS | Review | ✅ | ✅ | ✅ | ✅ |
| | ⮑ Incremental | ✅ | | | |
| | ⮑ [SOC2 Compliance](https://pr-agent-docs.codium.ai/tools/review/#soc2-ticket-compliance) 💎 | ✅ | ✅ | ✅ | ✅ |
| | Describe | ✅ | ✅ | ✅ | ✅ |
| | ⮑ [Inline File Summary](https://pr-agent-docs.codium.ai/tools/describe#inline-file-summary) 💎 | ✅ | | | |
| | Improve | ✅ | ✅ | ✅ | ✅ |
| | ⮑ Extended | ✅ | ✅ | ✅ | ✅ |
| | Ask | ✅ | ✅ | ✅ | ✅ |
| | ⮑ [Ask on code lines](https://pr-agent-docs.codium.ai/tools/ask#ask-lines) | ✅ | ✅ | | |
| | [Custom Suggestions](https://pr-agent-docs.codium.ai/tools/custom_suggestions/) 💎 | ✅ | ✅ | ✅ | ✅ |
| | [Test](https://pr-agent-docs.codium.ai/tools/test/) 💎 | ✅ | ✅ | | ✅ |
| | Reflect and Review | ✅ | ✅ | ✅ | ✅ |
| | Update CHANGELOG.md | ✅ | ✅ | ✅ | ✅ |
| | Find Similar Issue | ✅ | | | |
| | [Add PR Documentation](https://pr-agent-docs.codium.ai/tools/documentation/) 💎 | ✅ | ✅ | | ✅ |
| | [Custom Labels](https://pr-agent-docs.codium.ai/tools/custom_labels/) 💎 | ✅ | ✅ | | ✅ |
| | [Analyze](https://pr-agent-docs.codium.ai/tools/analyze/) 💎 | ✅ | ✅ | | ✅ |
| | [CI Feedback](https://pr-agent-docs.codium.ai/tools/ci_feedback/) 💎 | ✅ | | | |
| | [Similar Code](https://pr-agent-docs.codium.ai/tools/similar_code/) 💎 | ✅ | | | |
| | | | | | |
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| USAGE | CLI | ✅ | ✅ | ✅ | ✅ |
| | App / webhook | ✅ | ✅ | ✅ | ✅ |
| | Tagging bot | ✅ | | | |
| | Actions | ✅ | | ✅ | |
| | | | | | |
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| CORE | PR compression | ✅ | ✅ | ✅ | ✅ |
| | Repo language prioritization | ✅ | ✅ | ✅ | ✅ |
| | Adaptive and token-aware file patch fitting | ✅ | ✅ | ✅ | ✅ |
| | Multiple models support | ✅ | ✅ | ✅ | ✅ |
| | [Static code analysis](https://pr-agent-docs.codium.ai/core-abilities/#static-code-analysis) 💎 | ✅ | ✅ | ✅ | ✅ |
| | [Global and wiki configurations](https://pr-agent-docs.codium.ai/usage-guide/configuration_options/) 💎 | ✅ | ✅ | ✅ | ✅ |
| | [PR interactive actions](https://www.codium.ai/images/pr_agent/pr-actions.mp4) 💎 | ✅ | | | |
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- 💎 means this feature is available only in [PR-Agent Pro](https://www.codium.ai/pricing/)
[//]: # (- Support for additional git providers is described in [here]&#40;./docs/Full_environments.md&#41;)
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___
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**Auto Description ([`/describe`](https://pr-agent-docs.codium.ai/tools/describe/))**: Automatically generating PR description - title, type, summary, code walkthrough and labels.
\
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**Auto Review ([`/review`](https://pr-agent-docs.codium.ai/tools/review/))**: Adjustable feedback about the PR, possible issues, security concerns, review effort and more.
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\
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**Code Suggestions ([`/improve`](https://pr-agent-docs.codium.ai/tools/improve/))**: Code suggestions for improving the PR.
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\
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**Question Answering ([`/ask ...`](https://pr-agent-docs.codium.ai/tools/ask/))**: Answering free-text questions about the PR.
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\
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**Update Changelog ([`/update_changelog`](https://pr-agent-docs.codium.ai/tools/update_changelog/))**: Automatically updating the CHANGELOG.md file with the PR changes.
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\
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**Find Similar Issue ([`/similar_issue`](https://pr-agent-docs.codium.ai/tools/similar_issues/))**: Automatically retrieves and presents similar issues.
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\
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**Add Documentation 💎 ([`/add_docs`](https://pr-agent-docs.codium.ai/tools/documentation/))**: Generates documentation to methods/functions/classes that changed in the PR.
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\
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**Generate Custom Labels 💎 ([`/generate_labels`](https://pr-agent-docs.codium.ai/tools/custom_labels/))**: Generates custom labels for the PR, based on specific guidelines defined by the user.
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\
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**Analyze 💎 ([`/analyze`](https://pr-agent-docs.codium.ai/tools/analyze/))**: Identify code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component.
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\
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**Custom Suggestions 💎 ([`/custom_suggestions`](https://pr-agent-docs.codium.ai/tools/custom_suggestions/))**: Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user.
\
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**Generate Tests 💎 ([`/test component_name`](https://pr-agent-docs.codium.ai/tools/test/))**: Generates unit tests for a selected component, based on the PR code changes.
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\
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**CI Feedback 💎 ([`/checks ci_job`](https://pr-agent-docs.codium.ai/tools/ci_feedback/))**: Automatically generates feedback and analysis for a failed CI job.
\
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**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.
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___
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## Example results
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</div>
<h4><a href="https://github.com/Codium-ai/pr-agent/pull/530">/describe</a></h4>
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<div align="center">
<p float="center">
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<img src="https://www.codium.ai/images/pr_agent/describe_new_short_main.png" width="512">
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</p>
</div>
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<hr>
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<h4><a href="https://github.com/Codium-ai/pr-agent/pull/732#issuecomment-1975099151">/review</a></h4>
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<div align="center">
<p float="center">
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<kbd>
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<img src="https://www.codium.ai/images/pr_agent/review_new_short_main.png" width="512">
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</kbd>
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</p>
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</div>
<hr>
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<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>
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</div>
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<hr>
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<h4><a href="https://github.com/Codium-ai/pr-agent/pull/530">/generate_labels</a></h4>
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<div align="center">
<p float="center">
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<kbd><img src="https://www.codium.ai/images/pr_agent/geneare_custom_labels_main_short.png" width="300"></kbd>
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</p>
</div>
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[//]: # (<h4><a href="https://github.com/Codium-ai/pr-agent/pull/78#issuecomment-1639739496">/reflect_and_review:</a></h4>)
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[//]: # (<div align="center">)
[//]: # (<p float="center">)
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[//]: # (<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">
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</div>
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<hr>
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## Try it now
Try the GPT-4 powered PR-Agent instantly on _your public GitHub repository_. Just mention `@CodiumAI-Agent` and add the desired command in any PR comment. The agent will generate a response based on your command.
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For example, add a comment to any pull request with the following text:
```
@CodiumAI-Agent /review
```
and the agent will respond with a review of your PR
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![Review generation process](https://www.codium.ai/images/demo-2.gif)
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To set up your own PR-Agent, see the [Installation](https://pr-agent-docs.codium.ai/installation/) section below.
Note that when you set your own PR-Agent or use CodiumAI hosted PR-Agent, there is no need to mention `@CodiumAI-Agent ...`. Instead, directly start with the command, e.g., `/ask ...`.
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---
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[//]: # (## Installation)
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[//]: # (To use your own version of PR-Agent, you first need to acquire two tokens:)
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[//]: # ()
[//]: # (1. An OpenAI key from [here]&#40;https://platform.openai.com/&#41;, with access to GPT-4.)
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[//]: # (2. A GitHub personal access token &#40;classic&#41; with the repo scope.)
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[//]: # ()
[//]: # (There are several ways to use PR-Agent:)
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[//]: # ()
[//]: # (**Locally**)
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[//]: # (- [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;)
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## 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:
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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.
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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.
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See [here](https://pr-agent-docs.codium.ai/#pr-agent-pro) for a list of features available in PR-Agent Pro.
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## How it works
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The following diagram illustrates PR-Agent tools and their flow:
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![PR-Agent Tools](https://codium.ai/images/pr_agent/diagram-v0.9.png)
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Check out the [PR Compression strategy](https://pr-agent-docs.codium.ai/core-abilities/#pr-compression-strategy) page for more details on how we convert a code diff to a manageable LLM prompt
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## Why use PR-Agent?
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A reasonable question that can be asked is: `"Why use PR-Agent? What makes it stand out from existing tools?"`
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Here are some advantages of PR-Agent:
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- We emphasize **real-life practical usage**. Each tool (review, improve, ask, ...) has a single GPT-4 call, no more. We feel that this is critical for realistic team usage - obtaining an answer quickly (~30 seconds) and affordably.
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- Our [PR Compression strategy](https://pr-agent-docs.codium.ai/core-abilities/#pr-compression-strategy) is a core ability that enables to effectively tackle both short and long PRs.
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- Our JSON prompting strategy enables to have **modular, customizable tools**. For example, the '/review' tool categories can be controlled via the [configuration](pr_agent/settings/configuration.toml) file. Adding additional categories is easy and accessible.
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- We support **multiple git providers** (GitHub, Gitlab, Bitbucket), **multiple ways** to use the tool (CLI, GitHub Action, GitHub App, Docker, ...), and **multiple models** (GPT-4, GPT-3.5, Anthropic, Cohere, Llama2).
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## Data privacy
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### Self-hosted PR-Agent
- 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:
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https://openai.com/enterprise-privacy
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### CodiumAI-hosted PR-Agent Pro 💎
- When using PR-Agent Pro 💎, hosted by CodiumAI, we will not store any of your data, nor will we use it for training. You will also benefit from an OpenAI account with zero data retention.
- For certain clients, CodiumAI-hosted PR-Agent Pro will use CodiumAIs proprietary models — if this is the case, you will be notified.
- No passive collection of Code and Pull Requests data — PR-Agent will be active only when you invoke it, and it will then extract and analyze only data relevant to the executed command and queried pull request.
### PR-Agent Chrome extension
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- The [PR-Agent Chrome extension](https://chromewebstore.google.com/detail/pr-agent-chrome-extension/ephlnjeghhogofkifjloamocljapahnl) serves solely to modify the visual appearance of a GitHub PR screen. It does not transmit any user's repo or pull request code. Code is only sent for processing when a user submits a GitHub comment that activates a PR-Agent tool, in accordance with the standard privacy policy of PR-Agent.
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## Links
[![Join our Discord community](https://raw.githubusercontent.com/Codium-ai/codiumai-vscode-release/main/media/docs/Joincommunity.png)](https://discord.gg/kG35uSHDBc)
- Discord community: https://discord.gg/kG35uSHDBc
- CodiumAI site: https://codium.ai
- Blog: https://www.codium.ai/blog/
- Troubleshooting: https://www.codium.ai/blog/technical-faq-and-troubleshooting/
- Support: support@codium.ai