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PaperHookMCP MCP Server

LucasPeixotg/PaperHookMCP

Score: 42.8 Rank #12130 MCP Server
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MCP server that finds the academic papers most relevant to a natural-language research question — searches OpenAlex/Semantic Scholar live, dedupes, and reranks with a cross-encoder. No local corpus, no database.

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Overview

LucasPeixotg/PaperHookMCP is a Python MCP server licensed under MIT. MCP server that finds the academic papers most relevant to a natural-language research question — searches OpenAlex/Semantic Scholar live, dedupes, and reranks with a cross-encoder. No local corpus, no database.

Ranked #12130 out of 24850 indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 2

2 stars → early stage

Freshness 25% 18d ago

Last commit 18d ago → recently updated

Issue Health 25% 0%

0/6 issues closed → many open issues

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

How to Improve

Issue Health high impact

You have 6 open vs 0 closed issues — triaging stale issues improves health

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 LucasPeixotg/PaperHookMCP
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Matched Queries

"mcp server""mcp-server"

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