ScholarMind

A multimodal academic research assistant for LLM Agent papers, enabling paper search, PDF/figure understanding, knowledge graph memory, learning paths, and reproducible experiments via MCP.

→ FengLiangcheng-hfut/AcademicAgent · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 5 credentials: MINIMAX_API_KEY, NOTION_API_KEY, OPENAI_API_KEY, GITHUB_TOKEN, MY_DB_PASSWORD

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configMINIMAX_MODEL

configMINIMAX_BASE_URL

🔐 secretMINIMAX_API_KEY— 编辑 .env，填入

🔐 secretNOTION_API_KEY

🔐 secretOPENAI_API_KEY

🔐 secretGITHUB_TOKEN

🔐 secretMY_DB_PASSWORD

configSCHOLARMIND_DATA_DIR

configMINIMAX_VISION_MODEL

configPYTHONIOENCODING

configSCHOLARMIND_ACTIVE_KG

configNOTION_PARENT_PAGE_ID

configNOTION_PARENT_PAGE_NAME

configNOTION_VERSION

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 6 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/fengliangcheng-hfut-academicagent-12xmxu)](https://m8ven.ai/mcp/fengliangcheng-hfut-academicagent-12xmxu)

commit: 6f14f9c8c6f1d2c59724b5315584e28448c6c2d2

code hash: 4761ee5cb177ebb4e8e13017df303f0742b506a0b2c5c8de4729a741eb53f321

verified: 6/18/2026, 10:31:57 AM

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