Pullfrog

GitHub Action for running AI agents via Pullfrog to automate development workflows

What is Pullfrog?

Pullfrog is a GitHub bot that brings the full power of your favorite coding agents into GitHub. It's open source and powered by GitHub Actions.

Once configured, you can start triggering agent runs.

• Tag @pullfrog — Tag @pullfrog in a comment anywhere in your repo. It will pull in any relevant context using the action's internal MCP server and perform the appropriate task.
• Prompt from the web — Trigger arbitrary tasks from the Pullfrog dashboard
• Automated triggers — Configure Pullfrog to trigger agent runs in response to specific events. Each of these triggers can be associated with custom prompt instructions.
  • issue created
  • issue labeled
  • PR created
  • PR review created
  • PR review requested
  • and more...

Pullfrog is the bridge between GitHub and your preferred coding agents and GitHub. Use it for:

• 🤖 Coding tasks — Tell @pullfrog to implement something and it'll spin up a PR. If CI fails, it'll read the logs and attempt a fix automatically. It'll automatically address any PR reviews too.
• 🔍 PR review — Coding agents are great at reviewing PRs. Using the "PR created" trigger, you can configure Pullfrog to auto-review new PRs.
• 🤙 Auto-respond to issues — Via the "issue created" trigger, Pullfrog can automatically respond to common questions, create implementation plans, and link to related issues/PRs. Or (if you're feeling lucky) you can prompt it to immediately attempt a PR addressing new issues.
• Literally whatever — Want to have the agent automatically add docs to all new PRs? Cut a new release with agent-written notes on every commit to main? Pullfrog lets you do it.

Get started

Install the Pullfrog GitHub App on your personal or organization account. During installation you can choose to limit access to a specific repo or repos. After installation, you'll be redirected to the Pullfrog dashboard where you'll see an onboarding flow. This flow will create your pullfrog.yml workflow and prompt you to set up API keys. Once you finish those steps (2 minutes) you're ready to rock 🐸

Add to GitHub ➜

Manual setup instructions

You can also use the pullfrog/action Action without a GitHub App installation. This is more time-consuming to set up, and it places limitations on the actions your Agent will be capable of performing.

To manually set up the Pullfrog action, you need to set up two workflow files in your repository: pullfrog.yml (the execution logic) and triggers.yml (the event triggers).

1. Create pullfrog.yml

Create a file at .github/workflows/pullfrog.yml. This is a reusable workflow that runs the Pullfrog action.

name: Pullfrog
on:
  workflow_dispatch:
    inputs:
      prompt:
        type: string
        description: "Agent prompt"
  workflow_call:
    inputs:
      prompt:
        description: "Agent prompt"
        type: string

permissions:
  id-token: write
  contents: read

jobs:
  pullfrog:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout code
        uses: actions/checkout@v4
        with:
          fetch-depth: 1
      - name: Run agent
        uses: pullfrog/action@main # Use a specific version tag in production
        with:
          prompt: ${{ inputs.prompt }}
          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
          # Add other keys as needed:
          # openai_api_key: ${{ secrets.OPENAI_API_KEY }}

2. Create triggers.yml

Create a file at .github/workflows/triggers.yml. This workflow listens for GitHub events and calls the pullfrog.yml workflow with the event data.

name: Agent Triggers

on:
  issue_comment:
    types: [created]
  pull_request_review_comment:
    types: [created]
  issues:
    types: [opened, assigned]
  pull_request_review:
    types: [submitted]
  # add other triggers as needed
  

jobs:
  pullfrog:
    
    # trigger conditions (e.g. only run if @pullfrog is mentioned)
    if: contains(github.event.comment.body, '@pullfrog') || contains(github.event.issue.body, '@pullfrog')
    
    permissions:
      id-token: write
      contents: write
      issues: write
      pull-requests: write
      actions: read
      checks: read
    uses: ./.github/workflows/pullfrog.yml
    with:
      # pass the full event payload as the prompt
      prompt: ${{ toJSON(github.event) }}
    secrets: inherit