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rag-architect
Complete RAG (Retrieval-Augmented Generation) toolkit: chunking strategies, hybrid retrieval, GraphRAG, Agentic RAG, Corrective RAG, evaluation, and production deployment patterns.
What's Inside
Slash Commands3
Skills7
agentic-rag
/agentic-rag
Build autonomous RAG agents that reason, plan, and use tools for complex retrieval tasks. Use this skill when simple retrieve-and-generate isn't enough. Activate when: agentic RAG, RAG agent, multi-step retrieval, tool-using RAG, autonomous retrieval, query decomposition.
chunking-strategies
/chunking-strategies
Expert guidance on document chunking strategies for RAG systems. Use this skill when designing how to split documents for vector embeddings. Activate when: chunking, chunk size, text splitting, document segmentation, overlap, semantic chunking, recursive splitting.
corrective-rag
/corrective-rag
Implement Corrective RAG (CRAG) with retrieval validation, fallback strategies, and self-correction. Use this skill when RAG outputs need quality guarantees and automatic error correction. Activate when: CRAG, corrective RAG, retrieval validation, fallback search, self-correcting RAG, grounded generation.
graphrag-patterns
/graphrag-patterns
Implement GraphRAG patterns combining knowledge graphs with retrieval for complex reasoning. Use this skill when building RAG over interconnected data or needing relationship-aware retrieval. Activate when: GraphRAG, knowledge graph, graph retrieval, entity relationships, Neo4j RAG, graph database, connected data.
hybrid-retrieval
/hybrid-retrieval
Implement hybrid search combining dense vectors and sparse retrieval for optimal RAG results. Use this skill when vector search alone isn't providing accurate results. Activate when: hybrid search, BM25, keyword search, sparse retrieval, dense retrieval, reranking, ensemble retrieval.
MCP Servers6
pinecone
1 secret
Pinecone vector database for similarity search
weaviate
1 secret
Weaviate vector database with hybrid search
qdrant
1 secret
Qdrant vector database for high-performance search
neo4j
1 secret
Neo4j graph database for GraphRAG patterns
elasticsearch
1 secret
Elasticsearch for hybrid keyword + vector search
Stats
Version1.0.0
Stars3
MaintenanceFair
LicenseMIT
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Needs API keys or credentials to function
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