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protonese3/unloop-mcp

Score: 45.6 Rank #102 MCP Server

MCP server that detects AI fix loops and forces course correction. Error fingerprinting + fix similarity analysis + escalating intervention.

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Overview

protonese3/unloop-mcp is a TypeScript MCP server licensed under MIT. MCP server that detects AI fix loops and forces course correction. Error fingerprinting + fix similarity analysis + escalating intervention. Topics: ai, claude, coding-assistant, cursor, developer-tools, loop-detection, mcp, open-source, typescript, vibe-coding.

Ranked #102 out of 110 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

TypeScript MIT 4 tool calls
aiclaudecoding-assistantcursordeveloper-toolsloop-detectionmcpopen-sourcetypescriptvibe-coding

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 3

3 stars → early stage

Freshness 25% today

Last commit today → actively maintained

Issue Health 25% 0%

0/8 issues closed → many open issues

Contributors 10% 1

1 contributor → solo project

Dependents 25% 0

No dependents → no downstream usage

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

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

How to Improve

Description low impact

Expand your description to 150+ characters for better discoverability

Issue Health high impact

You have 8 open vs 0 closed issues — triaging stale issues improves health

Contributors medium impact

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

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AgentRank score for protonese3/unloop-mcp
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Matched Queries

"mcp server""mcp-server"

From the README

<p align="center">
  
  <br>
  <em>Break the Loop. Ship the Code.</em>
</p>

<p align="center">
  <strong>MCP server that detects when AI coding assistants get stuck in fix loops and forces them to change approach.</strong>
</p>

<p align="center">
  <a href="https://www.npmjs.com/package/unloop-mcp"></a>
  <a href="https://github.com/protonese3/unloop-mcp/blob/master/LICENSE"></a>
  <a href="https://www.npmjs.com/package/unloop-mcp"></a>
  <a href="https://github.com/protonese3/unloop-mcp/actions"></a>
</p>

---

## Let your AI set it up for you

Paste this into Claude Code, Cursor, or any MCP-compatible assistant and it will install and configure Unloop for you:

```
Install Unloop MCP to detect fix loops in this project. Here's what to do:

1. Run: claude mcp add unloop -s user -- npx -y unloop-mcp
   (Or for Cursor: create .cursor/mcp.json with {"mcpServers":{"unloop":{"command":"npx","args":["-y","unloop-mcp"]}}})

2. Download the rules file for this IDE from https://raw.githubuse
Read full README on GitHub →
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