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RAG Patterns

Agent skill
1 skill

RAG architecture: embeddings, chunking strategies, hybrid search (BM25 + vector), reranking, CRAG/self-correcting, multi-hop reasoning, evaluation metrics. Triggers: RAG, embedding, vector search, pgvector, Qdrant, Pinecone, Weaviate, chunking, reranker, retrieval, hybrid search, semantic search, knowledge base, cosine similarity. Load when building or tuning RAG systems.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryEngineeringStars0

About this skill

RAG architecture: embeddings, chunking strategies, hybrid search (BM25 + vector), reranking, CRAG/self-correcting, multi-hop reasoning, evaluation metrics. Triggers: RAG, embedding, vector search, pgvector, Qdrant, Pinecone, Weaviate, chunking, reranker, retrieval, hybrid search, semantic search, knowledge base, cosine similarity. Load when building or tuning RAG systems.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 6016e5f99deecae8274c1510c89dcd06b5cdfe35955cf80d72d7b118110634f2

About scan coverage and limitations

About this listing

Category
Engineering
Reported license
Not specified
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
RAG Patterns | Agent Skills Atlas