The Digital Futurist logoSkills and Prompt Registry
type public-role-directoryrole rag-engineercategory ai-ml/llm-systemscurator Thomas Cherickalupdated 2026-11-15

rag-engineer: Public Skills (19)

Sorted by GitHub stars of the source repo, highest first.

# Skill Owner Repo Stars License What it does
1 iterative-retrieval affaan-m affaan-m/ECC 302,998 MIT Pattern for progressively refining context retrieval to solve the subagent context problem. Use when a subagent lacks the context it needs...
2 knowledge-ops affaan-m affaan-m/ECC 302,998 MIT Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git...
3 embedding-strategies sickn33 sickn33/agentic-awesome-skills 49,710 MIT Guide to selecting and optimizing embedding models for vector search applications.
4 hunt-rag-vector sickn33 sickn33/agentic-awesome-skills 49,710 MIT Hunt vector-store / embedding-layer weaknesses in RAG pipelines (OWASP LLM08 Vector and Embedding Weaknesses)
5 hybrid-search-implementation sickn33 sickn33/agentic-awesome-skills 49,710 MIT Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither...
6 rag-engineer sickn33 sickn33/agentic-awesome-skills 49,710 MIT Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval...
7 rag-implementation sickn33 sickn33/agentic-awesome-skills 49,710 MIT RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and...
8 agents-llamaindex davila7 davila7/claude-code-templates 33,617 MIT Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying....
9 rag-chroma davila7 davila7/claude-code-templates 33,617 MIT Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata....
10 rag-faiss davila7 davila7/claude-code-templates 33,617 MIT Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and...
11 rag-pinecone davila7 davila7/claude-code-templates 33,617 MIT Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata...
12 rag-qdrant davila7 davila7/claude-code-templates 33,617 MIT High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast...
13 rag-architect alirezarezvani alirezarezvani/claude-skills 29,806 MIT Design a RAG pipeline: chunk size, embedding model, vector database and retrieval quality metrics. Use whenever the user builds search over...
14 chroma Orchestra-Research Orchestra-Research/AI-Research-SKILLs 14,542 MIT Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata....
15 faiss Orchestra-Research Orchestra-Research/AI-Research-SKILLs 14,542 MIT Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and...
16 llamaindex Orchestra-Research Orchestra-Research/AI-Research-SKILLs 14,542 MIT Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying....
17 pinecone Orchestra-Research Orchestra-Research/AI-Research-SKILLs 14,542 MIT Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata...
18 qdrant-vector-search Orchestra-Research Orchestra-Research/AI-Research-SKILLs 14,542 MIT High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast...
19 vector-forge trailofbits trailofbits/skills 8,189 CC-BY-SA-4.0 Mutation-driven test vector generation. Finds implementations of a cryptographic algorithm or protocol, runs mutation testing to identify...