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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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</picture>
<br/>
Qodo-Merge's open-source PR-Agent aims to help efficiently review and handle pull requests, by providing AI feedback and suggestions
</div>
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[![Static Badge](https://img.shields.io/badge/Chrome-Extension-violet)](https://chromewebstore.google.com/detail/qodo-merge-ai-powered-cod/ephlnjeghhogofkifjloamocljapahnl)
[![Static Badge](https://img.shields.io/badge/Pro-App-blue)](https://github.com/apps/qodo-merge-pro/)
[![Static Badge](https://img.shields.io/badge/OpenSource-App-red)](https://github.com/apps/qodo-merge-pro-for-open-source/)
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[![Discord](https://badgen.net/badge/icon/discord?icon=discord&label&color=purple)](https://discord.com/channels/1057273017547378788/1126104260430528613)
<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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</div>
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### [Documentation](https://qodo-merge-docs.qodo.ai/)
- See the [Installation Guide](https://qodo-merge-docs.qodo.ai/installation/) for instructions on installing PR-Agent on different platforms.
- See the [Usage Guide](https://qodo-merge-docs.qodo.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://qodo-merge-docs.qodo.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)
- [Qodo-Merge 💎](https://qodo-merge-docs.qodo.ai/overview/pr_agent_pro/)
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- [How it works](#how-it-works)
- [Why use Qodo-Merge?](#why-use-qodo-merge)
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## News and Updates
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### Jan 2, 2025
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New tool [/Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) (💎), which converts human code review discussions and feedback into ready-to-commit code changes.
<kbd><img src="https://www.qodo.ai/images/pr_agent/implement1.png" width="512"></kbd>
### Jan 1, 2025
Update logic and [documentation](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/#ollama) for running local models via Ollama.
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### December 30, 2024
Following [feedback](https://research.kudelskisecurity.com/2024/08/29/careful-where-you-code-multiple-vulnerabilities-in-ai-powered-pr-agent/) from the community, we have addressed two vulnerabilities identified in the open-source PR-Agent project. The fixes are now included in the newly released version (v0.26), available as of today.
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### December 25, 2024
The `review` tool previously included a legacy feature for providing code suggestions (controlled by '--pr_reviewer.num_code_suggestion'). This functionality has been deprecated. Use instead the [`improve`](https://qodo-merge-docs.qodo.ai/tools/improve/) tool, which offers higher quality and more actionable code suggestions.
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### December 2, 2024
Open-source repositories can now freely use Qodo-Merge, and enjoy easy one-click installation using a marketplace [app](https://github.com/apps/qodo-merge-pro-for-open-source).
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<kbd><img src="https://github.com/user-attachments/assets/b0838724-87b9-43b0-ab62-73739a3a855c" width="512"></kbd>
See [here](https://qodo-merge-docs.qodo.ai/installation/pr_agent_pro/) for more details about installing Qodo-Merge for private repositories.
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### November 18, 2024
A new mode was enabled by default for code suggestions - `--pr_code_suggestions.focus_only_on_problems=true`:
- This option reduces the number of code suggestions received
- The suggestions will focus more on identifying and fixing code problems, rather than style considerations like best practices, maintainability, or readability.
- The suggestions will be categorized into just two groups: "Possible Issues" and "General".
Still, if you prefer the previous mode, you can set `--pr_code_suggestions.focus_only_on_problems=false` in the [configuration file](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/).
**Example results:**
Original mode
<kbd><img src="https://qodo.ai/images/pr_agent/code_suggestions_original_mode.png" width="512"></kbd>
Focused mode
<kbd><img src="https://qodo.ai/images/pr_agent/code_suggestions_focused_mode.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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|-------|---------------------------------------------------------------------------------------------------------|:--------------------:|:--------------------:|:--------------------:|:------------:|
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| TOOLS | [Review](https://qodo-merge-docs.qodo.ai/tools/review/) | ✅ | ✅ | ✅ | ✅ |
| | [Describe](https://qodo-merge-docs.qodo.ai/tools/describe/) | ✅ | ✅ | ✅ | ✅ |
| | [Improve](https://qodo-merge-docs.qodo.ai/tools/improve/) | ✅ | ✅ | ✅ | ✅ |
| | [Ask](https://qodo-merge-docs.qodo.ai/tools/ask/) | ✅ | ✅ | ✅ | ✅ |
| | ⮑ [Ask on code lines](https://qodo-merge-docs.qodo.ai/tools/ask/#ask-lines) | ✅ | ✅ | | |
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| | [Update CHANGELOG](https://qodo-merge-docs.qodo.ai/tools/update_changelog/) | ✅ | ✅ | ✅ | ✅ |
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| | [Ticket Context](https://qodo-merge-docs.qodo.ai/core-abilities/fetching_ticket_context/) 💎 | ✅ | ✅ | ✅ | |
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| | [Utilizing Best Practices](https://qodo-merge-docs.qodo.ai/tools/improve/#best-practices) 💎 | ✅ | ✅ | ✅ | |
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| | [PR Chat](https://qodo-merge-docs.qodo.ai/chrome-extension/features/#pr-chat) 💎 | ✅ | | | |
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| | [Suggestion Tracking](https://qodo-merge-docs.qodo.ai/tools/improve/#suggestion-tracking) 💎 | ✅ | ✅ | | |
| | [CI Feedback](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/) 💎 | ✅ | | | |
| | [PR Documentation](https://qodo-merge-docs.qodo.ai/tools/documentation/) 💎 | ✅ | ✅ | | |
| | [Custom Labels](https://qodo-merge-docs.qodo.ai/tools/custom_labels/) 💎 | ✅ | ✅ | | |
| | [Analyze](https://qodo-merge-docs.qodo.ai/tools/analyze/) 💎 | ✅ | ✅ | | |
| | [Similar Code](https://qodo-merge-docs.qodo.ai/tools/similar_code/) 💎 | ✅ | | | |
| | [Custom Prompt](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/) 💎 | ✅ | ✅ | ✅ | |
| | [Test](https://qodo-merge-docs.qodo.ai/tools/test/) 💎 | ✅ | ✅ | | |
| | [Implement](https://qodo-merge-docs.qodo.ai/tools/implement/) 💎 | ✅ | ✅ | ✅ | |
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| | | | | | |
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| USAGE | [CLI](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#local-repo-cli) | ✅ | ✅ | ✅ | ✅ |
| | [App / webhook](https://qodo-merge-docs.qodo.ai/usage-guide/automations_and_usage/#github-app) | ✅ | ✅ | ✅ | ✅ |
| | [Tagging bot](https://github.com/Codium-ai/pr-agent#try-it-now) | ✅ | | | |
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| | [Actions](https://qodo-merge-docs.qodo.ai/installation/github/#run-as-a-github-action) | ✅ |✅| ✅ |✅|
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| | | | | | |
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| CORE | [PR compression](https://qodo-merge-docs.qodo.ai/core-abilities/compression_strategy/) | ✅ | ✅ | ✅ | ✅ |
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| | Adaptive and token-aware file patch fitting | ✅ | ✅ | ✅ | ✅ |
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| | [Multiple models support](https://qodo-merge-docs.qodo.ai/usage-guide/changing_a_model/) | ✅ | ✅ | ✅ | ✅ |
| | [Local and global metadata](https://qodo-merge-docs.qodo.ai/core-abilities/metadata/) | ✅ | ✅ | ✅ | ✅ |
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| | [Dynamic context](https://qodo-merge-docs.qodo.ai/core-abilities/dynamic_context/) | ✅ | ✅ | ✅ | ✅ |
| | [Self reflection](https://qodo-merge-docs.qodo.ai/core-abilities/self_reflection/) | ✅ | ✅ | ✅ | ✅ |
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| | [Static code analysis](https://qodo-merge-docs.qodo.ai/core-abilities/static_code_analysis/) 💎 | ✅ | ✅ | ✅ | |
| | [Global and wiki configurations](https://qodo-merge-docs.qodo.ai/usage-guide/configuration_options/) 💎 | ✅ | ✅ | ✅ | |
| | [PR interactive actions](https://www.qodo.ai/images/pr_agent/pr-actions.mp4) 💎 | ✅ | ✅ | | |
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| | [Impact Evaluation](https://qodo-merge-docs.qodo.ai/core-abilities/impact_evaluation/) 💎 | ✅ | ✅ | | |
- 💎 means this feature is available only in [Qodo-Merge](https://www.qodo.ai/pricing/)
[//]: # (- Support for additional git providers is described in [here]&#40;./docs/Full_environments.md&#41;)
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___
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**Auto Description ([`/describe`](https://qodo-merge-docs.qodo.ai/tools/describe/))**: Automatically generating PR description - title, type, summary, code walkthrough and labels.
\
**Auto Review ([`/review`](https://qodo-merge-docs.qodo.ai/tools/review/))**: Adjustable feedback about the PR, possible issues, security concerns, review effort and more.
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\
**Code Suggestions ([`/improve`](https://qodo-merge-docs.qodo.ai/tools/improve/))**: Code suggestions for improving the PR.
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\
**Question Answering ([`/ask ...`](https://qodo-merge-docs.qodo.ai/tools/ask/))**: Answering free-text questions about the PR.
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\
**Update Changelog ([`/update_changelog`](https://qodo-merge-docs.qodo.ai/tools/update_changelog/))**: Automatically updating the CHANGELOG.md file with the PR changes.
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\
**Find Similar Issue ([`/similar_issue`](https://qodo-merge-docs.qodo.ai/tools/similar_issues/))**: Automatically retrieves and presents similar issues.
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\
**Add Documentation 💎 ([`/add_docs`](https://qodo-merge-docs.qodo.ai/tools/documentation/))**: Generates documentation to methods/functions/classes that changed in the PR.
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\
**Generate Custom Labels 💎 ([`/generate_labels`](https://qodo-merge-docs.qodo.ai/tools/custom_labels/))**: Generates custom labels for the PR, based on specific guidelines defined by the user.
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\
**Analyze 💎 ([`/analyze`](https://qodo-merge-docs.qodo.ai/tools/analyze/))**: Identify code components that changed in the PR, and enables to interactively generate tests, docs, and code suggestions for each component.
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\
**Test 💎 ([`/test`](https://qodo-merge-docs.qodo.ai/tools/test/))**: Generate tests for a selected component, based on the PR code changes.
\
**Custom Prompt 💎 ([`/custom_prompt`](https://qodo-merge-docs.qodo.ai/tools/custom_prompt/))**: Automatically generates custom suggestions for improving the PR code, based on specific guidelines defined by the user.
\
**Generate Tests 💎 ([`/test component_name`](https://qodo-merge-docs.qodo.ai/tools/test/))**: Generates unit tests for a selected component, based on the PR code changes.
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\
**CI Feedback 💎 ([`/checks ci_job`](https://qodo-merge-docs.qodo.ai/tools/ci_feedback/))**: Automatically generates feedback and analysis for a failed CI job.
\
**Similar Code 💎 ([`/find_similar_component`](https://qodo-merge-docs.qodo.ai/tools/similar_code/))**: Retrieves the most similar code components from inside the organization's codebase, or from open-source code.
\
**Implement 💎 ([`/implement`](https://qodo-merge-docs.qodo.ai/tools/implement/))**: Generates implementation code from review suggestions.
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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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<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
```
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and the agent will respond with a review of your PR.
Note that this is a promotional bot, suitable only for initial experimentation.
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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.
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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://qodo-merge-docs.qodo.ai/installation/) section below.
Note that when you set your own PR-Agent or use Qodo 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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## Qodo-Merge 💎
[Qodo-Merge](https://www.qodo.ai/pricing/) is a hosted version of Qodo-Merge, provided by Qodo. 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 Qodo-Merge app to your GitHub\GitLab\BitBucket repo.
2. **Improved privacy** - No data will be stored or used to train models. Qodo-Merge will employ zero data retention, and will use an OpenAI account with zero data retention.
3. **Improved support** - Qodo-Merge 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, Qodo-Merge will emphasize more customization, and the usage of static code analysis, in addition to LLM logic, to improve results.
See [here](https://qodo-merge-docs.qodo.ai/overview/pr_agent_pro/) for a list of features available in Qodo-Merge.
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## How it works
The following diagram illustrates Qodo-Merge tools and their flow:
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![PR-Agent Tools](https://www.qodo.ai/images/pr_agent/diagram-v0.9.png)
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Check out the [PR Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/#pr-compression-strategy) page for more details on how we convert a code diff to a manageable LLM prompt
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## Why use Qodo-Merge?
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A reasonable question that can be asked is: `"Why use Qodo-Merge? 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.
- Our [PR Compression strategy](https://qodo-merge-docs.qodo.ai/core-abilities/#pr-compression-strategy) is a core ability that enables to effectively tackle both short and long PRs.
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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
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- 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
### Qodo-hosted Qodo-Merge 💎
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- When using Qodo-Merge 💎, hosted by Qodo, 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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- For certain clients, Qodo-hosted Qodo-Merge will use Qodos proprietary models — if this is the case, you will be notified.
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- No passive collection of Code and Pull Requests data — Qodo-Merge 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.
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### PR-Agent Chrome extension
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- The [PR-Agent Chrome extension](https://chromewebstore.google.com/detail/qodo-merge-ai-powered-cod/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 Qodo-Merge.
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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
- Qodo site: https://www.qodo.ai/
- Blog: https://www.qodo.ai/blog/
- Troubleshooting: https://www.qodo.ai/blog/technical-faq-and-troubleshooting/
- Support: support@qodo.ai