The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Install
npx shippie reviewclaude mcp add shippie -- npx shippie review{
"mcpServers": {
"shippie": {
"command": "npx",
"args": [
"shippie",
"review"
]
}
}
}Install command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →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.mdand Agent Skills - Subagent Tool - Delegate work to flue subagents with the
tasktool - On-demand /shippie - Run shippie by commenting
/shippie(Actions or webhook)
Development 🔧
This repo targets Node >= 22.19 with npm.
Clone the repository:
git clone https://github.com/mattzcarey/shippie.git cd shippieInstall dependencies:
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