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loop-llm MCP Server

azank1/loop-llm

Score: 53.1 Rank #1571 Database
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MCP server that observes every prompt, scores quality in real time, and closes the loop with iterative refinement. Built on FastMCP, SQLite, and Bayesian priors — no extra LLM required.

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Overview

azank1/loop-llm is a Python MCP server licensed under MIT. MCP server that observes every prompt, scores quality in real time, and closes the loop with iterative refinement. Built on FastMCP, SQLite, and Bayesian priors — no extra LLM required.

Ranked #1571 out of 25022 indexed tools.

In the top 7% of all indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 2

2 stars → early stage

Freshness 25% 6mo ago

Last commit 6mo ago → stale

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License MIT

Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →

How to Improve

Freshness high impact

Last commit was 203 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for azank1/loop-llm
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Matched Queries

"mcp server""mcp-server"

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