AI_RESEARCH MCP Server
Zhouyeming1/AI_RESEARCH
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.
claude mcp add agentrank -- npx -y agentrank-mcp-server 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 #13935 out of 24840 indexed tools.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
1 stars → early stage
Last commit 1d ago → actively maintained
No issues filed → no history to score
0 contributors → solo project
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
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