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azank1/loop-llm

Score: 40.4 Rank #2148

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.

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 #2148 out of 25632 indexed tools.

In the top 9% of all indexed tools.

Ecosystem

Python MIT

Signal Breakdown

Stars 2
Freshness 22d ago
Issue Health 50%
Contributors 0
Dependents 0
Forks 0
Description Detailed
License MIT

How to Improve

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

Badge

AgentRank score for azank1/loop-llm
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Matched Queries

"mcp server""mcp-server"
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