/pr-agent

🚀CodiumAI PR-Agent: An AI-Powered 🤖 Tool for Automated Pull Request Analysis, Feedback, Suggestions and More! 💻🔍

Primary LanguagePythonApache License 2.0Apache-2.0

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CodiumAI PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedbacks and suggestions

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  • See the Installation Guide for instructions on installing PR-Agent on different platforms.

  • See the 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 for a detailed description of the different tools, and the available configurations for each tool.

Table of Contents

News and Updates

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 for more details.

March 24, 2024

PR-Agent is now available for easy installation via pip.

March 17, 2024

  • A new feature is now available for the review tool: 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.

March 10, 2024

  • A new knowledge-base website for PR-Agent is now available. It includes detailed information about the different tools, usage guides and more, in an accessible and organized format.

March 8, 2024

  • A new tool, Find Similar Code 💎 is now available.
    This tool retrieves the most similar code components from inside the organization's codebase, or from open-source code:

(click on the image to see an instructional video)

Feb 29, 2024

  • You can now use the repo's wiki page to set configurations for PR-Agent 💎

Overview

Supported commands per platform:

GitHub Gitlab Bitbucket Azure DevOps
TOOLS Review
⮑ Incremental
SOC2 Compliance 💎
Describe
Inline File Summary 💎
Improve
⮑ Extended
Ask
Ask on code lines
Custom Suggestions 💎
Test 💎
Reflect and Review
Update CHANGELOG.md
Find Similar Issue
Add PR Documentation 💎
Custom Labels 💎
Analyze 💎
CI Feedback 💎
Similar Code 💎
USAGE CLI
App / webhook
Tagging bot
Actions
CORE PR compression
Repo language prioritization
Adaptive and token-aware file patch fitting
Multiple models support
Static code analysis 💎
Global and wiki configurations 💎
PR interactive actions 💎

Auto Description (/describe): Automatically generating PR description - title, type, summary, code walkthrough and labels.
Auto Review (/review): Adjustable feedback about the PR, possible issues, security concerns, review effort and more.
Code Suggestions (/improve): Code suggestions for improving the PR.
Question Answering (/ask ...): Answering free-text questions about the PR.
Update Changelog (/update_changelog): Automatically updating the CHANGELOG.md file with the PR changes.
Find Similar Issue (/similar_issue): Automatically retrieves and presents similar issues.
Add Documentation 💎 (/add_docs): Generates documentation to methods/functions/classes that changed in the PR.
Generate Custom Labels 💎 (/generate_labels): Generates custom labels for the PR, based on specific guidelines defined by the user.
Analyze 💎 (/analyze): 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): Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user.
Generate Tests 💎 (/test component_name): Generates unit tests for a selected component, based on the PR code changes.
CI Feedback 💎 (/checks ci_job): Automatically generates feedback and analysis for a failed CI job.
Similar Code 💎 (/find_similar_component): Retrieves the most similar code components from inside the organization's codebase, or from open-source code.


Example results





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. 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

Review generation process

To set up your own PR-Agent, see the 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 ....


PR-Agent Pro 💎

PR-Agent Pro 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\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. See here for a list of features available in PR-Agent Pro.

How it works

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

PR-Agent Tools

Check out the PR Compression strategy page for more details on how we convert a code diff to a manageable LLM prompt

Why use PR-Agent?

A reasonable question that can be asked is: "Why use PR-Agent? What makes it stand out from existing tools?"

Here are some advantages of PR-Agent:

  • 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.
  • Our PR Compression strategy is a core ability that enables to effectively tackle both short and long PRs.
  • Our JSON prompting strategy enables to have modular, customizable tools. For example, the '/review' tool categories can be controlled via the configuration file. Adding additional categories is easy and accessible.
  • We support multiple git providers (GitHub, Gitlab, Bitbucket), multiple ways to use the tool (CLI, GitHub Action, GitHub App, Docker, ...), and multiple models (GPT-4, GPT-3.5, Anthropic, Cohere, Llama2).

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

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.

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