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The AI_RESEARCH MCP server was last committed 1mo ago and has 0 contributors. Issue health: 50% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

AI_RESEARCH MCP Server

Name: Zhouyeming1/AI_RESEARCH
Rating: 2.9 (1 reviews)
Author: Zhouyeming1

Zhouyeming1/AI_RESEARCH

Score: 46.7 Rank #24365 Agent Framework

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Hand-written (zero LangChain) LLM+RAG+Agent research copilot for scientific literature. PyMuPDF paper ingestion, BGE-M3/BM25 hybrid retrieval with RRF fusion & query expansion, citation-grounded ReAct agents with Reflexion, long-term memory & multi-agent debate over MCP tools. 85 deterministic offline tests; Recall/MRR/nDCG + LLM-as-Judge eval.

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Overview

Zhouyeming1/AI_RESEARCH is a Python tool. Hand-written (zero LangChain) LLM+RAG+Agent research copilot for scientific literature. PyMuPDF paper ingestion, BGE-M3/BM25 hybrid retrieval with RRF fusion & query expansion, citation-grounded ReAct agents with Reflexion, long-term memory & multi-agent debate over MCP tools. 85 deterministic offline tests; Recall/MRR/nDCG + LLM-as-Judge eval.

Ranked #24365 out of 24846 indexed tools.

Ecosystem

Python No license

Score Breakdown

Stars 15% 1

1 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

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 None

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

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License low impact

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Freshness high impact

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Contributors medium impact

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Details

Stars: 1
Forks: 0
Open Issues: 0
Closed Issues: 0
Contributors: 0
Dependents: —
Language: Python
License: —
Last Commit: 1mo ago

Matched Queries

topic:mcp

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