Ragas Python Packages

iris-vector-rag

Enterprise RAG pipelines with native IRIS vector search. 6 production implementations with RAGAS evaluation, LangChain, AWS/Azure configs. No external VectorDB required.

chunktuner

Benchmark chunking strategies for your RAG corpus. Get a recommended config. CLI, Python library, and MCP server.

rag-forge-core

Production-grade RAG pipelines with evaluation baked in

rag-forge-evaluator

Production-grade RAG pipelines with evaluation baked in

rag-forge-observability

Production-grade RAG pipelines with evaluation baked in

faultmap

Automatically discover where and why your LLM is failing — embedding-space clustering + statistical hypothesis testing to surface input slices with elevated failure rates and audit test suite coverage gaps.

rag-harness

⚡ CLI tool to evaluate and compare RAG systems.