rag-retrieval
Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.
- License
- MIT
- Compatibility
- Claude Code 2.1.220+.
Pinned to revision 1ff988bd66da, so it is the text this page describes rather than whatever the author pushed since.
Pre-approved tools experimental
Experimental field. Support varies between clients, so this list is what the author declared, not what your client will enforce.
- Read
- Glob
- Grep
- WebFetch
- WebSearch
Files
- skills/rag-retrieval/SKILL.md
- skills/rag-retrieval/checklists/rag-quality.md
- skills/rag-retrieval/checklists/search-implementation-checklist.md
- skills/rag-retrieval/examples/chatbot-with-rag-example.ts
- skills/rag-retrieval/metadata.json
- skills/rag-retrieval/rules/_sections.md
- skills/rag-retrieval/rules/_template.md
- skills/rag-retrieval/rules/agentic-adaptive-retrieval.md
- skills/rag-retrieval/rules/agentic-corrective-rag.md
- skills/rag-retrieval/rules/agentic-knowledge-graph.md
- skills/rag-retrieval/rules/agentic-self-rag.md
- skills/rag-retrieval/rules/contextual-hybrid.md
- skills/rag-retrieval/rules/contextual-pipeline.md
- skills/rag-retrieval/rules/contextual-prepend.md
- skills/rag-retrieval/rules/core-basic-rag.md
- skills/rag-retrieval/rules/core-context-management.md
- skills/rag-retrieval/rules/core-hybrid-search.md
- skills/rag-retrieval/rules/core-pipeline-composition.md
- skills/rag-retrieval/rules/embeddings-advanced.md
- skills/rag-retrieval/rules/embeddings-chunking.md
- skills/rag-retrieval/rules/embeddings-models.md
- skills/rag-retrieval/rules/hyde-fallback.md
- skills/rag-retrieval/rules/hyde-generation.md
- skills/rag-retrieval/rules/hyde-per-concept.md
- skills/rag-retrieval/rules/multimodal-chunking.md
- skills/rag-retrieval/rules/multimodal-embeddings.md
- skills/rag-retrieval/rules/multimodal-pipeline.md
- skills/rag-retrieval/rules/pgvector-hybrid-search.md
- skills/rag-retrieval/rules/pgvector-indexing.md
- skills/rag-retrieval/rules/pgvector-metadata.md
- skills/rag-retrieval/rules/pgvector-schema.md
- skills/rag-retrieval/rules/query-decompose.md
- skills/rag-retrieval/rules/query-detection.md
- skills/rag-retrieval/rules/query-hyde-combo.md
- skills/rag-retrieval/rules/reranking-combined.md
- skills/rag-retrieval/rules/reranking-cross-encoder.md
- skills/rag-retrieval/rules/reranking-llm.md
- skills/rag-retrieval/scripts/chunk-repository.py
- skills/rag-retrieval/scripts/rag-pipeline-template.ts
- skills/rag-retrieval/scripts/scripts/crag-workflow.py
- skills/rag-retrieval/scripts/scripts/self-rag-graph.py
- skills/rag-retrieval/scripts/search-service.py
- skills/rag-retrieval/test-cases.json
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