Codium-ai/pr-agent

Fork: 590 Star: 6042 (更新于 2024-11-17 15:49:22)

license: Apache-2.0

Language: Python .

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

最后发布版本： v0.24 ( 2024-09-03 22:48:11)

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介绍
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Qode Merge PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedback and suggestions

Documentation

See the Installation Guide for instructions on installing Qode Merge PR-Agent on different platforms.
See the Usage Guide for instructions on running Qode Merge 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.

News and Updates

November 7, 2024

Added new option: --pr_code_suggestions.focus_only_on_problems=true

When enabled, this option reduces the number of code suggestions and categorizes them into just two groups: "Possible Issues" and "General". The suggestions will focus primarily on identifying and fixing code problems, rather than style considerations like best practices, maintainability, or readability.

This mode is ideal for developers who want to concentrate specifically on finding and fixing potential bugs in their pull request code.

Example results:

Original mode

Focused mode

November 4, 2024

Qodo Merge PR Agent will now leverage context from Jira or GitHub tickets to enhance the PR Feedback. Read more about this feature here

November 3, 2024

Meaningful improvement to the quality of code suggestions by separating the code suggestion generation from line number detection

October 27, 2024

Qodo Merge PR Agent will now automatically document accepted code suggestions in a dedicated wiki page (.pr_agent_accepted_suggestions), enabling users to track historical changes, assess the tool's effectiveness, and learn from previously implemented recommendations in the repository.

This dedicated wiki page will also serve as a foundation for future AI model improvements, allowing it to learn from historically implemented suggestions and generate more targeted, contextually relevant recommendations. Read more about this novel feature here.

October 21, 2024

Disable publishing labels by default:

The default setting for pr_description.publish_labels has been updated to false. This means that labels generated by the /describe tool will no longer be published, unless this configuration is explicitly set to true.

We constantly strive to balance informative AI analysis with reducing unnecessary noise. User feedback indicated that in many cases, the original PR title alone provides sufficient information, making the generated labels (enhancement, documentation, bug fix, ...) redundant. The review_effort label, generated by the review tool, will still be published by default, as it provides valuable information enabling reviewers to prioritize small PRs first.

However, every user has different preferences. To still publish the describe labels, set pr_description.publish_labels=true in the configuration file. For more tailored and relevant labeling, we recommend using the custom_labels 💎 tool, that allows generating labels specific to your project's needs.

→

October 14, 2024

Improved support for GitHub enterprise server with GitHub Actions

October 10, 2024

New ability for the review tool - ticket compliance feedback. If the PR contains a ticket number, PR-Agent will check if the PR code actually complies with the ticket requirements.

Overview

Supported commands per platform:

		GitHub	Gitlab	Bitbucket	Azure DevOps
TOOLS	Review	✅	✅	✅	✅
	⮑ Incremental	✅
	Describe	✅	✅	✅	✅
	⮑ Inline File Summary 💎	✅
	Improve	✅	✅	✅	✅
	⮑ Extended	✅	✅	✅	✅
	Ask	✅	✅	✅	✅
	⮑ Ask on code lines	✅	✅
	Custom Prompt 💎	✅	✅	✅
	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 💎	✅	✅

💎 means this feature is available only in PR-Agent Pro

‣ 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 Prompt 💎 (/custom_prompt): 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

/describe

/review

/improve

/generate_labels

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.

Note that this is a promotional bot, suitable only for initial experimentation. It does not have 'edit' access to your repo, for example, so it cannot update the PR description or add labels (@CodiumAI-Agent /describe will publish PR description as a comment). In addition, the bot cannot be used on private repositories, as it does not have access to the files there.

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:

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.
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.
Improved support - PR-Agent Pro users will receive priority support, and will be able to request new features and capabilities.
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

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: https://openai.com/enterprise-privacy

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 CodiumAI’s 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

The PR-Agent Chrome extension 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.