Agentic RAG
by AaaS · open-source · Last verified 2026-03-17
Extends basic RAG into fully agentic pipelines where the LLM dynamically decides when to retrieve, what to retrieve, and whether additional retrieval rounds are needed — rather than a single fixed pipeline. Covers query planning agents, iterative retrieval loops, and tool-augmented RAG using LangGraph and LlamaIndex Workflows.
https://aaas.blog/skill/agentic-rag ↗B
B—Above Average
Adoption: B+Quality: AFreshness: A+Citations: BEngagement: F
Specifications
- License
- MIT
- Pricing
- open-source
- Capabilities
- dynamic-retrieval-decisions, iterative-retrieval, query-planning, tool-augmented-rag, retrieval-reflection
- Integrations
- langgraph, llama-index, langchain, pinecone
- Use Cases
- complex-qa, research-automation, multi-document-synthesis, enterprise-knowledge-agents
- API Available
- No
- Difficulty
- advanced
- Prerequisites
- rag-retrieval, tool-use, planning
- Supported Agents
- claude-code
- Tags
- rag, agentic, tool-use, multi-step-retrieval, llm-agents
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
60.7Adoption
70
Quality
86
Freshness
92
Citations
62
Engagement
0