Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own claims using uncertainty-guided retrieval.
Install from
M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.
process.env. You'll be asked to provide them before it can run.ARSR_CONFIDENCE_THRESHOLD— confidence_threshold 0.85 Claims above this skip retrievalARSR_ENTROPY_SAMPLES— entropy_samples 3 Rephrasings for semantic entropyARSR_INNER_MODEL— "": "claude-haiku-4-5-20251001"ARSR_MAX_ITERATIONS— max_iterations 3 Budget limit for refinement loopsARSR_RETRIEVAL_STRATEGY— "": "adversarial",PORT— TRANSPORT=http =3001 npm startTRANSPORT— http PORT=3001 npm start[](https://m8ven.ai/mcp/jayarrowz-mcp-arsr-d91400)