grey-haven-llm-project-development
Build LLM-powered applications and pipelines using proven methodology - task-model fit analysis, pipeline architecture, structured outputs, file-based state, and cost estimation. Use when building AI features, data processing pipelines, agents, or any LLM-integrated system. Inspired by Karpathy's methodology and production case studies.
grey-haven-documentation-alignment
6-phase verification system ensuring code matches documentation with automated alignment scoring (signature, type, behavior, error, example checks). Reduces onboarding friction 40%. Use when verifying code-docs alignment, onboarding developers, after code changes, pre-release documentation checks, or when user mentions 'docs out of sync', 'documentation verification', 'code-docs alignment', 'docs accuracy', 'documentation drift', or 'verify documentation'.
grey-haven-code-quality-analysis
Multi-mode code quality analysis covering security reviews (OWASP Top 10), clarity refactoring (readability rules), and synthesis analysis (cross-file issues). Supports team-mode parallel analysis when invoked from quality-pipeline. Use when reviewing code for security vulnerabilities, improving code readability, conducting quality audits, pre-deployment checks, or when user mentions 'code quality', 'code review', 'security review', 'refactoring', 'code smell', 'OWASP', 'code clarity', or 'quality audit'.
grey-haven-tdd-typescript
TypeScript/JavaScript Test-Driven Development with Vitest, strict red-green-refactor methodology, React component testing, and comprehensive coverage patterns. Use when implementing TypeScript features with TDD, writing Vitest tests, testing React components, developing with test-first approach, or when user mentions 'TypeScript TDD', 'Vitest', 'React testing', 'JavaScript TDD', 'red-green-refactor', 'TypeScript unit tests', or 'test-driven TypeScript'.
grey-haven-tool-design
Design effective MCP tools and Claude Code integrations using the consolidation principle. Fewer, better-designed tools dramatically improve agent success rates. Use when creating MCP servers, designing tool interfaces, optimizing tool sets, or when user mentions 'tool design', 'MCP', 'fewer tools', 'tool consolidation', 'tool architecture', or 'tool optimization'.
grey-haven-creative-writing
Professional writing assistance for blogs, research articles, fiction, essays, and marketing copy. Use when users want to write, edit, or improve any form of written content. Triggers: 'write a blog', 'write an article', 'help me write', 'write a story', 'write a chapter', 'draft an essay', 'creative writing', 'improve my writing', 'edit my writing', 'write copy', 'content writing'.
grey-haven-data-modeling
Design database schemas for Grey Haven multi-tenant SaaS - SQLModel models, Drizzle schema, multi-tenant isolation with tenant_id and RLS, timestamp fields, foreign keys, indexes, migrations, and relationships. Use when creating database tables.
grey-haven-data-validation
Comprehensive data validation using Pydantic v2 with data quality monitoring and schema alignment for PlanetScale PostgreSQL. Use when implementing API validation, database schema alignment, or data quality assurance. Triggers: 'validation', 'Pydantic', 'schema', 'data quality'.
grey-haven-database-conventions
Apply Grey Haven database conventions - snake_case fields, multi-tenant with tenant_id and RLS, proper indexing, migrations for Drizzle (TypeScript) and SQLModel (Python). Use when designing schemas, writing database code, creating migrations, setting up RLS policies, or when user mentions 'database', 'schema', 'Drizzle', 'SQLModel', 'migration', 'RLS', 'tenant_id', 'snake_case', 'indexes', or 'foreign keys'.
grey-haven-api-design
Design RESTful APIs following Grey Haven standards - FastAPI routes, Pydantic schemas, HTTP status codes, pagination, filtering, error responses, OpenAPI docs, and multi-tenant patterns. Use when creating API endpoints, designing REST resources, implementing server functions, configuring FastAPI, writing Pydantic schemas, setting up error handling, implementing pagination, or when user mentions 'API', 'endpoint', 'REST', 'FastAPI', 'Pydantic', 'server function', 'OpenAPI', 'pagination', 'validation', 'error handling', 'rate limiting', 'CORS', or 'authentication'.
grey-haven-code-style
Apply Grey Haven Studio's TypeScript/React and Python/FastAPI coding standards from production templates. Use when writing code, reviewing PRs, fixing linting errors, formatting files, or when the user mentions 'code standards', 'Grey Haven style', 'linting', 'Prettier', 'ESLint', 'Ruff', 'formatting rules', or 'coding conventions'. Includes exact Prettier/ESLint/Ruff configs, naming conventions, project structure, and multi-tenant database patterns.
grey-haven-documentation-architecture
Comprehensive documentation systems design including structure, generation, maintenance, and automation. Use when designing documentation systems, automating documentation generation, or managing large-scale documentation projects.
grey-haven-onboarding-coordination
Automate developer onboarding with personalized plans, Linear integration, knowledge base setup, and milestone tracking. Use when onboarding new developers, planning team expansion, or managing role transitions.
grey-haven-ontological-documentation
Create comprehensive ontological documentation for Grey Haven systems - extract domain concepts from TanStack Start and FastAPI codebases, model semantic relationships, generate visual representations of system architecture, and document business domains. Use when onboarding, documenting architecture, or analyzing legacy systems.
chatgpt-app:new
Create a new ChatGPT App from concept to working code. Guides through conceptualization, design, implementation, testing, and deployment.
chatgpt-app:add-tool
Add a new MCP tool to your ChatGPT App. Guides through tool design, schema creation, and code generation.
chatgpt-app:add-widget
Add a new inline widget to your ChatGPT App with Tailwind CSS and Apps SDK integration.
chatgpt-app:golden-prompts
Generate test prompts to validate that ChatGPT will correctly invoke your app's tools.
chatgpt-app:resume
Resume building an in-progress ChatGPT App from a previous session. Loads saved state and continues from where you left off.
chatgpt-app:test
Run automated tests on your ChatGPT App using MCP Inspector and golden prompt validation.
chatgpt-app:validate
Run validation suite on your ChatGPT App to check schemas, annotations, widgets, and UX compliance.
chatgpt-app:add-auth
Configure authentication for your ChatGPT App using Auth0 or Supabase Auth for multi-user support.
chatgpt-app:deploy
Deploy your ChatGPT App to Render with PostgreSQL database and automatic health checks.
chatgpt-app:add-database
Configure a PostgreSQL database for your ChatGPT App using Supabase for data persistence.
renovate-review
Review Renovate dependency update PRs for breaking changes and compatibility
twilio-api
This is the public Twilio REST API.. Use when working with the Twilio - Api or when the user needs to interact with this API.
discord-http-api-preview
Preview of the Discord v10 HTTP API specification. See https://discord.com/developers/docs for more details.. Use when working with the Discord HTTP API (Preview) or when the user needs to interact with this API.
cloudflare-api
Welcome to Cloudflare's API documentation site. We are experimenting with an updated version of our API documentation - check out [developers.cloudflare.com/api-next/](https://developers.cloudflare.co. Use when working with the Cloudflare API or when the user needs to interact with this API.
figma-api
This is the OpenAPI specification for the [Figma REST API](https://www.figma.com/developers/api).. Use when working with the Figma API or when the user needs to interact with this API.
jira-8-13-17
. Use when working with the Jira 8.13.17 or when the user needs to interact with this API.
pagerduty-api
This document describes the PagerDuty REST APIs.. Use when working with the PagerDuty API or when the user needs to interact with this API.
shopify-admin-api
The REST Admin API lets you build apps and other integrations for the Shopify admin.. Use when working with the Shopify Admin API or when the user needs to interact with this API.
slack-web-api
One way to interact with the Slack platform is its HTTP RPC-based Web API, a collection of methods requiring OAuth 2.0-based user, bot, or workspace tokens blessed with related OAuth scopes.. Use when working with the Slack Web API or when the user needs to interact with this API.
stripe-api
The Stripe REST API. Please see https://stripe.com/docs/api for more details.. Use when working with the Stripe API or when the user needs to interact with this API.
testrail-api-readonly
Community-maintained OpenAPI 3.0 specification for TestRail API v2.. Use when working with the TestRail API or when the user needs to interact with this API.
testrail-api
Community-maintained OpenAPI 3.0 specification for TestRail API v2.. Use when working with the TestRail API or when the user needs to interact with this API.
x-api-v2
X API v2 available endpoints. Use when working with the X API v2 or when the user needs to interact with this API.
asana
This is the interface for interacting with the [Asana Platform](https://developers.asana.com). Our API reference is generated from our [OpenAPI spec] (https://raw.githubusercontent.com/Asana/openapi/m. Use when working with the Asana or when the user needs to interact with this API.
the-jira-cloud-platform-rest-api
Jira Cloud platform REST API documentation. Use when working with the The Jira Cloud platform REST API or when the user needs to interact with this API.
gitlab-rest-api
GitLab REST API used to interact with a GitLab installation.. Use when working with the GitLab REST API or when the user needs to interact with this API.
github-v3-rest-api
GitHub's v3 REST API.. Use when working with the GitHub v3 REST API or when the user needs to interact with this API.
starwave:tasks
3. Create Task List
starwave:smolspec
Small Spec (Smolspec) - Lightweight Specification for Minor Changes
starwave:requirements
1. Requirement Gathering
starwave:design
2. Create Feature Design Document
starwave:creating-spec
Initialize a new spec with requirements, design, and task planning. Orchestrates the entire spec-driven workflow from feature idea to actionable task list.
specs-overview
Generate or regenerate specs/OVERVIEW.md with a tabular summary, status, and per-spec file listings
ui-ux-reviewer
Evaluate and improve user experience of interfaces (CLI, web, mobile)
transit
Route Transit tickets to the appropriate workflow based on task type. Use when a user mentions a T-[number] ticket reference and wants to work on it. Fetches task details and dispatches to the correct skill (fix-bug, creating-spec, planning mode, or asks for clarification).
performing-systematic-debugging-for-stubborn-problems
Applies a modified Fagan Inspection methodology to systematically resolve persistent bugs and complex issues. Use when multiple previous fix attempts have failed repeatedly, when dealing with intricate system interactions, or when a methodical root cause analysis is needed. Do not use for simple troubleshooting. Triggers after multiple failed debugging attempts on the same complex issue.
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