> ## Documentation Index
> Fetch the complete documentation index at: https://docs.pullfrog.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

Pullfrog is **the** GitHub integration for coding agents. Write code, make plans, and review PRs with your favorite agent — without leaving GitHub.

## What is Pullfrog?

Pullfrog is an open-source orchestration layer for asynchronous development inside GitHub. It listens for webhooks, triggers agent runs based on your configuration, and provides a standard interaction model for any team to automate planning, coding, and review.

Once installed, you can trigger agent runs by tagging `@pullfrog` anywhere in your repo, from the web dashboard, or via automated triggers.

## Key features

* **🔌 Bring your own model** — Works with any LLM provider: Anthropic, OpenAI, Google, Mistral, DeepSeek, OpenRouter, and more. Switch models with a config change.

* **💬 Tag your agent anywhere** — No new UI to learn. Trigger agent runs with an @mention anywhere in your repo: issues, PRs, comments.

* **⚡ Automatic triggers** — Configure automated responses to events like new issues, new PRs, CI failures, or PR reviews.

* **🧠 Context-aware behavior** — Pullfrog picks the right approach for each task automatically: implement for code changes, review for PRs, plan for task breakdowns, address reviews for follow-up commits.

* **🔄 Self-healing PRs** — Pullfrog automatically addresses CI failures and PR reviews on its own PRs.

* **👥 Built for teams** — Organization-wide permissions, shared configuration, and async workflows. GitHub remains the single source of truth for access control.

* **🔐 Secure by default** — Provider keys are stored encrypted in Pullfrog (or in GitHub Actions secrets, your choice). Repo actions use short-lived GitHub App tokens that auto-revoke when the run completes.

* **⚙️ Powered by GitHub Actions** — Runs entirely in your GitHub Actions using your own API keys. You control the infrastructure, the secrets, and the costs.

* **🆓 Free for open source** — The Pullfrog GitHub action is open-source and free for any open source projects, forever.

## Get started

Ready to start? Head over to [getting started](/getting-started) to install Pullfrog and configure your first repository.