Ship better code, faster. Without the standards drift.
OpenAI's cloud-based coding agent for autonomous software development. ChooChoo generates AGENTS.md and SKILLS.md so Codex knows your code standards, available skills, and guardrails before it writes a single line.
Codex reads AGENTS.md and SKILLS.md to understand your project before it acts. ChooChoo compiles both from your codebase — covering safety, context, patterns, and performance guardrails.
AGENTS.md with code standards, boundaries, and architecture decisions
SKILLS.md mapping available capabilities to source files
Security guardrails and performance constraints baked in
# AGENTS.md
# Generated by ChooChoo — do not edit by hand.
# Run: choochoo context generate
## Project: payments-api
Stack: Python 3.12 · FastAPI · PostgreSQL · Redis
Style: Ruff (line-length=100) · strict mypy
Tests: pytest · coverage ≥ 85% enforced on CI
## Standards
- Validate all inputs with Pydantic at API boundaries
- No raw SQL — use SQLAlchemy ORM
- Never log secrets, tokens, or payment data
- Annotate all public functions with types
## Boundaries
READ: src/** · tests/** · docs/**
WRITE: src/** · tests/**
NEVER: .github/** · migrations/** · infra/**
## Architecture Decisions
ADR-001 JWT (RS256) for auth
ADR-004 Event-driven webhooks via Redis Streams
ADR-007 API versioning under /v1/, /v2/ namespaces
# SKILLS.md
# Generated by ChooChoo — do not edit by hand.
## auth
JWT token lifecycle: creation, validation, refresh.
Entry: src/auth/service.py
Tests: tests/auth/
## payments
Stripe integration: charges, subscriptions, webhooks.
Entry: src/payments/processor.py
Note: Never log STRIPE_KEY or card numbers
## database
SQLAlchemy sessions and query patterns.
Entry: src/db/session.py
Rule: Always use get_db() dependency injection
## notifications
Email (SendGrid) and SMS (Twilio) dispatch.
Entry: src/notifications/dispatch.py
# PLAN.md
# Generated by ChooChoo — do not edit by hand.
## Goal
Refactor the authentication service to support
multi-factor authentication (MFA) via TOTP.
## Steps
1. [ ] Add TOTP secret column to users table
migration: src/db/migrations/0023_add_totp.py
2. [ ] Implement TOTP validation in auth service
src/auth/service.py → verify_totp()
3. [ ] Add /auth/mfa/setup and /auth/mfa/verify routes
src/api/auth.py
4. [ ] Write unit tests for new MFA paths
tests/auth/test_mfa.py (≥ 90% coverage)
5. [ ] Update AGENTS.md with new ADR-012
## Constraints
- Do not break existing JWT flow (ADR-001)
- TOTP secrets encrypted at rest (AES-256)
- Rate-limit /auth/mfa/verify to 5 attempts / 15 min
# ARCHITECTURE.md
# Generated by ChooChoo — do not edit by hand.
## System Overview
payments-api is a stateless FastAPI service.
All state lives in PostgreSQL (primary data) and
Redis (sessions, rate limiting, event streams).
## Request Flow
Client → API Gateway → FastAPI → Service Layer
→ Repository Layer
→ PostgreSQL / Redis
## Key Modules
src/auth/ JWT issuance + TOTP (ADR-001, ADR-012)
src/payments/ Stripe integration (charges, webhooks)
src/db/ SQLAlchemy sessions + migration runner
src/api/ Route definitions (v1 + v2 namespaces)
## ADR Index
ADR-001 RS256 JWT for authentication
ADR-004 Redis Streams for webhook event bus
ADR-007 URL versioning (/v1/, /v2/)
ADR-012 TOTP-based MFA (in progress)
## Deployment
Docker → ECS Fargate (app)
RDS PostgreSQL 15 (primary)
ElastiCache Redis 7 (cache + streams)
# GOAL.md
# Generated by ChooChoo — do not edit by hand.
## Current Sprint Goal
Implement MFA support without breaking existing
single-factor authentication flows.
## Success Criteria
- All existing auth tests continue to pass
- New /auth/mfa/* endpoints return correct responses
- TOTP validation rejects tokens older than 30 s
- Coverage for src/auth/ stays above 90%
## Out of Scope
- SMS-based MFA (deferred to ADR-013)
- Admin UI for MFA management (separate ticket)
- Recovery codes (phase 2)
## Definition of Done
- PR reviewed and approved
- CI green (lint + test + coverage)
- AGENTS.md updated with ADR-012 summary
- Deployed to staging and smoke-tested
flowchart TD
A([Client Request]) --> B[API Gateway]
B --> C{JWT Valid?}
C -- Yes --> D[FastAPI Router]
C -- No --> E([401 Unauthorized])
D --> F[Service Layer]
F --> G[Repository]
G --> H[(PostgreSQL)]
G --> I[(Redis)]
F --> J[Stripe API]
J --> K[Webhook Event]
K --> L[(Redis Streams)]
Why use ChooChoo with Codex?
Autonomous agents need context to act autonomously well. ChooChoo provides the foundation.
Consistent Output
Generated code follows your linting rules from the start, reducing cleanup work before code review.
Fewer Iterations
The AI understands your standards upfront, producing acceptable code faster and with less back-and-forth.
Team Alignment
Everyone's AI assistant generates code that matches your team's style guide — automatically.
Zero Configuration
Get started instantly with sensible defaults that work out of the box for most projects.
Type-Safe Code
Strict linting rules catch potential bugs and enforce type safety before they reach review.
AI-Ready Rules
Purpose-built rules that AI models understand and follow consistently, session after session.
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