academic-figures-mcp

A multi-step academic figure agent harness that enables AI agents to plan, generate, evaluate, and iterate publication-grade figures from sources like PMIDs, preprints, or freeform briefs.

→ u9401066/academic-figures-mcp · listed on glama

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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.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 3 credentials: GOOGLE_API_KEY, OPENAI_API_KEY, OPENROUTER_API_KEY

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.

configCODEX_HOME

configComSpec

🔐 secretGOOGLE_API_KEY— or provide / OPENROUTER_API_KEY / OPENAI_API_KEY

configOLLAMA_BASE_URL— AFM_IMAGE_PROVIDER=ollama with and OLLAMA_MODEL

configOLLAMA_MODEL— AFM_IMAGE_PROVIDER=ollama with OLLAMA_BASE_URL and

🔐 secretOPENAI_API_KEY— or provide GOOGLE_API_KEY / OPENROUTER_API_KEY /

🔐 secretOPENROUTER_API_KEY— or provide GOOGLE_API_KEY / / OPENAI_API_KEY

configAFM_SAFE_CWD

configAFM_IMAGE_PROVIDER— google with GOOGLE_API_KEY

configGEMINI_MODEL

configOPENAI_BASE_URL

configMCP_TRANSPORT— For local development with the newer MCP SDK transport options, the server defaults to stdio, and can also be started with =streamable-http for HTTP-based inspection workflows.

configAFM_METADATA_FILE

configAFM_OUTPUT_DIR

configAFM_MANIFEST_DIR— Every successful generation now writes a manifest to .academic-figures/manifests (override with ).

configAFM_METADATA_SOURCE

// 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 3 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/u9401066-academic-figures-mcp-1gru17)](https://m8ven.ai/mcp/u9401066-academic-figures-mcp-1gru17)

commit: 0b86c13fdd151fc3f43ef7fc6bdc6af20b15e33a

code hash: c8133e26f8a8bece41ee838cb82bb64dc3ac0dc33999a81077bcbb192cd91883

verified: 6/18/2026, 10:51:56 AM

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