74
grade C
11 days ago
glama

mcp-arsr

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.

// key findings
6 tools verified — handlers match their declared behaviour
6 read-only tools verified — handlers contain no write/delete/exec
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configARSR_CONFIDENCE_THRESHOLDconfidence_threshold 0.85 Claims above this skip retrieval
configARSR_ENTROPY_SAMPLESentropy_samples 3 Rephrasings for semantic entropy
configARSR_INNER_MODEL"": "claude-haiku-4-5-20251001"
configARSR_MAX_ITERATIONSmax_iterations 3 Budget limit for refinement loops
configARSR_RETRIEVAL_STRATEGY"": "adversarial",
configPORTTRANSPORT=http =3001 npm start
configTRANSPORThttp PORT=3001 npm start
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/jayarrowz-mcp-arsr-d91400)](https://m8ven.ai/mcp/jayarrowz-mcp-arsr-d91400)
commit: 9b9522a7b3f9f8f4ac469f8e3ab332807f4c1bd3
code hash: 5a77ae3fa544993d34be08b90aa26184a3a6ad69568c9334dbbdce6c2780c815
verified: 4/11/2026, 2:54:39 PM
view raw JSON →