ragbolt

Failure-aware RAG repair layer for Python.

ragbolt runs a bounded failure-handling loop around retrieval, generation, and grounding checks. It classifies retrieval low-confidence, malformed generation output, and grounding failures. It applies one bounded repair at a time with a maximum of two repairs in a run. Grounding is re-checked with EGA (Evidence-Gated Generation). Each run emits an auditable rag_trace.json trace.

What it is not

• Not a RAG framework
• Not an eval dashboard
• Not an agent system
• Not a grounding verifier

Install

pip install ragbolt              # BM25, stub EGA, CLI
pip install ragbolt[full]        # + FAISS hybrid, NLI verifier

Continue with Getting Started.