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.

rag-forge-evaluator

Evaluation engine: RAGAS, DeepEval, LLM-as-Judge, and audit report generation

rag-forge-core

RAG pipeline primitives: ingestion, retrieval, context management, and security

chunktuner

Auto chunking tuner and MCP server for RAG pipelines

rag-forge-observability

Observability stack: OpenTelemetry tracing, Langfuse integration, and drift detection

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.