Shippie MCP Server

Shippie 🚢 (formerly Code Review GPT)

Helps you ship faster

Shippie is an extendable code-review agent. It runs an agent loop that reads your diff, explores the codebase with real developer tools, and posts focused review comments — picking up issues a human reviewer would, such as:

• Exposed secrets
• Slow or inefficient code
• Potential bugs or unhandled edge cases

Shippie can also act as a Model Context Protocol (MCP) client to reach external tools like browser automation, observability and documentation.

Demo

https://github.com/mattzcarey/shippie/assets/77928207/92029baf-f691-465f-8d15-e1363fcb808e

Ethos 💭

• A prebuilt review workflow, not a bespoke CLI — the agent loop runs on flue + pi.
• Runs anywhere: Node, Cloudflare, GitHub Actions, GitLab CI.
• Functions as a human code reviewer, using flue's built-in tools instead of a hand-rolled tool registry.
• Provider-agnostic: Anthropic, OpenAI, OpenRouter, and Cloudflare Workers AI out of the box.
• Acts as an MCP client for integration with external tools.

Quick start 🚀

GitHub Action

Run npx shippie init to scaffold the workflow below, then add your provider API key as a repo secret. Or add it manually — it needs a full checkout (fetch-depth: 0), PR write permissions, and a provider API key.

# .github/workflows/shippie.yml
name: Shippie

on:
  pull_request:

permissions:
  pull-requests: write
  contents: read

jobs:
  review:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: 0
      - uses: mattzcarey/shippie@v0
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}

See Action Options for all inputs (MODEL, THINKING_LEVEL, IGNORE, CUSTOM_INSTRUCTIONS, MCP_SERVERS, and the provider keys).

Local

Run the review workflow locally with no server. Local mode reviews your staged changes (git diff --cached) and writes results to .shippie/review/local_*.md:

npx shippie review

Run on demand with /shippie

Comment /shippie review on a pull request to run shippie on demand — either via a GitHub Actions workflow (no server) or a deployed webhook channel. See Run Shippie on demand.

Setup Instructions 💫

See the setup instructions for more docs on how to set up shippie in your CI/CD pipeline and run it locally.

Additional Documentation

• Setup - Get shippie running in CI and locally
• AI Provider Configuration - Configure Anthropic, OpenAI, OpenRouter, and Cloudflare Workers AI
• Action Options - GitHub Action configuration options
• Model Context Protocol (MCP) - Give shippie access to external tools
• Rules Files - Inject project context via AGENTS.md / CLAUDE.md and Agent Skills
• Subagent Tool - Delegate work to flue subagents with the task tool
• On-demand /shippie - Run shippie by commenting /shippie (Actions or webhook)

Development 🔧

This repo targets Node >= 22.19 with npm.

1. Clone the repository:

   git clone https://github.com/mattzcarey/shippie.git
   cd shippie
   

2. Install dependencies:

   npm install
   

3. Set up your API key:

   • Copy .env.example to .env.
   • Set the provider key you want to use, e.g. ANTHROPIC_API_KEY (or OPENAI_API_KEY, OPENROUTER_API_KEY, CLOUDFLARE_API_KEY + CLOUDFLARE_ACCOUNT_ID).

4. Run the review workflow:

   npm run review
   

   Useful commands:

   • npm run dev — run flue in dev mode
   • npm run build — build a publishable Node server to dist/server.mjs (run it with npm run start, then POST /workflows/review?wait=result)
   • npm run check — lint with oxlint + check formatting with oxfmt
   • npm run check:types — typecheck with tsc
   • npm test — run tests

   See package.json for the full list of scripts.

Contributors 🙏

Thanks to our wonderful contributors!

<a href="https://github.com/mattzcarey/shippie/graphs/contributors"> <img src="https://contrib.rocks/image?repo=mattzcarey/shippie" /> </a>

Roadmap 🌏

Have a look at the discussion tab for the latest chat and ideas. I am actively working on the items in todo.md.

Star History ⭐️

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