ai-sdk-ui
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notebook-ml-architect
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5supabase-ts
Production-ready Supabase integration patterns for Next.js/React/TypeScript applications. Use when working with Supabase for (1) SSR authentication with @supabase/ssr, (2) Database operations and migrations, (3) Row Level Security (RLS) policies, (4) Storage buckets and file uploads, (5) Realtime channels and presence, (6) Edge Functions with Deno, (7) pgvector embeddings and semantic search, (8) Vercel deployment and connection pooling, (9) CLI operations (type generation, migrations). Triggers on Supabase client setup, auth patterns, RLS policies, storage uploads, realtime subscriptions, Edge Functions, vector search, or Vercel+Supabase deployment.
2opensrc-inspect
Fetch, inspect, and manage local opensrc source snapshots for packages and GitHub repositories. Use when you need dependency or upstream repo source code locally for deeper implementation review, API edge-case analysis, or version-aligned source inspection. Do not use as a general web-research skill.
1dmc-best-practices
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1context7-research
Deep library, dependency, framework, and API documentation research using Context7 MCP tools only. Use when you need up-to-date docs, version-specific API reference, migration guidance, or to verify code against official documentation. Triggers on requests like “look up docs”, “API reference”, “how do I use X”, “latest/current”, “deprecated”, “breaking changes”, “best practices”, or whenever correctness depends on primary documentation.
1langgraph-multiagent
Architect-level development, audit, and migration of multi-agent systems using LangGraph (v1+) and LangChain (v1+). Use when building or refactoring supervisor/subagent architectures, orchestrator-worker workflows, routing/hand-offs, agentic RAG, memory (short + long-term), state + context engineering, guardrails + human-in-the-loop, MCP tool integration, observability (LangSmith/OpenTelemetry), deployment, and performance/cost optimization — or when migrating off deprecated patterns like `langgraph.prebuilt.create_react_agent` and libraries like `langgraph-supervisor(-py)`, LlamaIndex agents, CrewAI, Agno, or OpenAI Agents.
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