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mcp-brain MCP Server

PierfrancescoLijoi/mcp-brain

Score: 51.9 Rank #15673 MCP Server
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Local-first MCP server that tells coding agents which files to read, and how sure it is. 97% Hit@10 on Java (SWE-bench Multilingual), 89% on Python (SWE-bench Lite), zero LLM cost. mcp-brain calibrate re-measures it on your own Git history. Plus team memory and conflict checks.

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Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

PierfrancescoLijoi/mcp-brain is a Python MCP server licensed under MIT. Local-first MCP server that tells coding agents which files to read, and how sure it is. 97% Hit@10 on Java (SWE-bench Multilingual), 89% on Python (SWE-bench Lite), zero LLM cost. mcp-brain calibrate re-measures it on your own Git history. Plus team memory and conflict checks.

Ranked #15673 out of 24846 indexed tools.

Ecosystem

Python MIT 29 pypi/wk

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 5

5 stars → early stage

Freshness 25% 21d ago

Last commit 21d ago → recently updated

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 13% 29/wk

29 weekly installs → early adoption

Forks 0
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

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

Install in your agent

claude mcp add mcp-brain -- uvx mcp-brain
codex mcp add mcp-brain -- uvx mcp-brain
{"mcpServers":{"mcp-brain":{"command":"uvx","args":["mcp-brain"]}}}
hermes mcp add mcp-brain --command uvx --args mcp-brain

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AgentRank score for PierfrancescoLijoi/mcp-brain
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Matched Queries

topic:mcp"mcp server""mcp-server"

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