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Open Source Program

Every AI contributor.
Your coding standards.

Stop reviewing PRs that violate your conventions. Commit ChooChoo context files to your repo and every contributor's AI agent reads your standards automatically — no setup required.

The Problem

AI contributors don't know your project.

Without structured context, every AI assistant starts blank — rediscovering your architecture, ignoring your conventions, and generating code that fails your review standards.

01

Conventions Stay Invisible

Your CONTRIBUTING.md gets read once, if ever. AI assistants don't inherit your project's standards unless you encode them — every session, every contributor, every agent.

02

Review Cycles Multiply

AI-generated PRs that miss your patterns mean more rounds, more inline comments, and maintainer time spent teaching instead of merging.

03

Drift Compounds Silently

Different contributors, different AI assistants, different outputs. Without a shared context layer the codebase fragments even as velocity increases.

Benefits

One commit. Every contributor on the same page.

Commit ChooChoo context files once. Every contributor's AI reads them automatically — before writing a single line.

Fewer Failed Reviews

Context files front-load your conventions. Contributions arrive closer to mergeable — less back-and-forth, faster time to merge.

Consistent Across All Contributors

One source of truth for AI coding standards. No per-contributor drift between what different assistants generate across your contributor base.

Guardrails by Default

Security constraints and architectural decisions are encoded once and respected across every session, every contributor, every agent in your stack.

How it works

Three steps to fix AI contribution quality.

Works with Claude, Cursor, Codex, Copilot, Gemini, and OpenCode. No per-contributor configuration needed.

01

Generate

Run `choochoo context generate`. ChooChoo scans your codebase and compiles AGENTS.md, CLAUDE.md, and per-agent rules files — all in under two seconds.

02

Commit

Add the context files to your repo. They're plain Markdown — version-controlled, diffable, and reviewable like any other source file.

03

Ship

Every contributor's AI reads the files at session start. No per-contributor setup, no manual syncing. Standards enforced from the first keystroke.

Program

Free for qualifying open source projects.

We believe open source deserves the same context tooling as enterprise teams. No usage limits, no expiry, no credit card required.

Unlimited context generation runs
All agent formats: AGENTS.md, CLAUDE.md, .cursor/rules, GEMINI.md, and more
CI integration for auto-regeneration on push
Priority support via GitHub issues
Early access to new features

Eligibility

Public repository on GitHub, GitLab, or Bitbucket
OSI-approved open source license
Actively maintained (commits in the last 90 days)
Non-commercial or community-led project
Apply

Get started with ChooChoo OSS.

Tell us about your project. We review every application personally and respond within a few days.

We review every application and respond within a few days.