FareedKhan-dev/autonomous-agentic-rag

Self improving agentic rag pipeline

50
/ 100
Established

Implements a multi-agent architecture with specialist agents orchestrated via LangGraph that collaboratively generate outputs, evaluated across multiple dimensions (accuracy, feasibility, compliance) by a custom scoring system. An outer evolutionary loop uses diagnostician and SOP architect agents to iteratively refine standard operating procedures based on performance vectors, identifying Pareto-optimal trade-offs. Integrates LangChain/LangGraph for orchestration, Ollama for local LLMs, FAISS and DuckDB for multi-source knowledge indexing (PubMed, FDA guidelines, MIMIC-III clinical data), and LangSmith for observability.

125 stars.

No Package No Dependents
Maintenance 6 / 25
Adoption 10 / 25
Maturity 13 / 25
Community 21 / 25

How are scores calculated?

Stars

125

Forks

41

Language

Jupyter Notebook

License

MIT

Last pushed

Nov 13, 2025

Commits (30d)

0

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