Staff-level system architect. Creates parallelizable PRDs with junior-proof technical specs. Use when planning features, designing implementations, or when the user says 'plan', 'architect', 'design', or 'PRD'. Receives research reports and synthesizes them into a structured PRD with Priority groups for parallel ralph…
Overnight skill optimizer. Runs N iterations of the Karpathy autoresearch loop: generate variant → eval against binary test cases → commit if better → discard if not. Use to improve ralph, tester, architect, or any skill. Makes 12-15 experiments/hour. Run with --allow-all --max-autopilot-continues 100 for overnight…
Board member: Business Analyst. Evaluates business viability, revenue model, unit economics, market size, and competitive moat. Used by the visionary skill during the Board of Directors phase.
Board member: Compliance Advisor. Evaluates legal, regulatory, and compliance requirements — payments, data privacy, accessibility, licensing. Used by the visionary skill during the Board of Directors phase.
Data engineer for building pipelines, ETL processes, analytics infrastructure, and data modeling. Use for database optimization, data transformations, reporting queries, and data integrations. Triggered by: 'data pipeline', 'ETL', 'analytics', 'data model', 'query optimization', 'reporting'.
Board member: Devil's Advocate. Stress-tests the vision — finds failure modes, over-engineering risks, missing assumptions, and fatal flaws. Used by the visionary skill during the Board of Directors phase.
DevOps engineer for CI/CD pipelines, Docker, GitHub Actions, infra automation, environment setup, and deployment configuration. Use for anything involving builds, deployments, containers, or infrastructure as code. Triggered by: 'CI/CD', 'GitHub Actions', 'Docker', 'deploy', 'pipeline', 'infra'.
Documentation and commit specialist. Runs after ralph subagents complete a Priority group. Updates PRD checkboxes, appends to progress.md, and makes one atomic git commit per completed user story. Also writes the implementation summary when the full PRD is done. Use after ralph finishes — never during active…
AI/ML engineer for integrating LLMs, building RAG systems, embeddings, vector stores, and AI-powered features. Use for anything involving AI SDK, OpenAI, Anthropic, Vercel AI SDK, LangChain, or ML pipelines. Triggered by: 'AI feature', 'RAG', 'embeddings', 'LLM integration', 'AI pipeline', 'vector search'.
Expert backend developer for APIs, databases, authentication, and server logic. Use for implementing endpoints, database schemas, business logic, and integrations. Autonomously implements tasks and signals ENGBACKENDDONE on completion. Triggered by: 'implement API', 'build endpoint', 'database schema', 'backend…
Expert frontend developer for React, React Native, TypeScript, and Expo. Use for implementing UI components, screens, navigation, state management, and frontend logic. Autonomously implements tasks and signals ENGFRONTENDDONE on completion. Triggered by: 'implement frontend', 'build screen', 'create component', 'fix…
Adversarial QA evaluator. Validates that a sprint is ACTUALLY done before committing. Default position is REJECTION — approves only with screenshot proof. Part of the Generator→Evaluator loop with ralph. Uses playwright-cli to navigate the live app and find what ralph missed. Triggered by: 'evaluate sprint', 'validate…
Board member: Growth Marketer. Evaluates GTM strategy, positioning, ICP, channels, and competitive differentiation. Used by the visionary skill during the Board of Directors phase.
React Native and Expo specialist for building mobile screens, native features, device APIs, and app store preparation. Use for mobile-specific implementation tasks. Triggered by: 'mobile screen', 'React Native', 'Expo', 'native feature', 'iOS', 'Android', 'mobile'.
Autonomous mobile dev subagent for Expo/React Native. Implements a single user story from a PRD — screens, native components, data fetching, navigation. Run in parallel with other ralph-mobile instances. Uses building-native-ui, vercel-react-native-skills, native-data-fetching, and expo-dev-client skills. Returns…
Autonomous developer subagent. Implements exactly ONE user story from a PRD. Use for parallel, independent coding tasks. Each ralph instance owns specific files and does not touch anything else. Returns a RALPHDONE signal when complete. Does NOT commit or modify the PRD.
Rapid prototyper that ships a working version fast for validation. Prioritizes speed and learning over perfection. Use when you need a quick proof-of-concept, MVP feature, or validation prototype. Triggered by: 'prototype', 'MVP', 'quick version', 'validate fast', 'proof of concept', 'ship fast'.
Investigates a feature request from multiple angles: technical feasibility, UX/product considerations, risks, edge cases, and existing codebase patterns. Use at the start of a feature to enrich the vision before the architect creates the PRD. Runs fast in parallel with other researcher instances.
SEO specialist for keyword research, on-page optimization, technical SEO audits, and content strategy. Use for improving search visibility, analyzing rankings, and implementing SEO recommendations. Triggered by: 'SEO', 'keyword research', 'rank higher', 'meta tags', 'search visibility', 'SEO audit'.
★not rated 3▲
+1 2d agoA63 tokens
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: