ask-panda

MCP server for querying PanDA documentation, analyzing job errors, and retrieving JSON data using multiple AI models.

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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 7 credentials: ANTHROPIC_API_KEY, OPENAI_API_KEY, GEMINI_API_KEY, MISTRAL_API_KEY, OIDC_AUTH_TOKEN, PANDA_AUTH_TOKEN, PANDA_AUTH_TOKEN_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.

🔐 secretANTHROPIC_API_KEY— export ='your_anthropic_api_key'

🔐 secretOPENAI_API_KEY— export ='your_openai_api_key'

🔐 secretGEMINI_API_KEY— export ='your_gemini_api_key'

🔐 secretMISTRAL_API_KEY— Edit .env and add at least (or other LLM API keys)

configMCP_SERVER_URL

configASK_PANDA_BASE_URL— (default http://localhost:8000) – base URL for the Ask PanDA server

configOLLAMA_SHIM_MODEL— (default mistral) – backend model name

configOLLAMA_SHIM_VERSION

configOLLAMA_SHIM_PORT— (default 11434) – port to listen on

🔐 secretOIDC_AUTH_TOKEN

🔐 secretPANDA_AUTH_TOKEN

configOIDC_AUTH_ORIGIN

configPANDA_AUTH_ORIGIN

🔐 secretPANDA_AUTH_TOKEN_KEY

configPANDA_BASE_URL

// 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 1 concrete improvement 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/bnlnpps-ask-panda-1ktf9e)](https://m8ven.ai/mcp/bnlnpps-ask-panda-1ktf9e)

commit: ec45374ef15e1589c23ba8333ddeaded0908b7b0

code hash: a707154768dc5e9309c5198e65ca71fd193ffbb23f33d7c26e1b1e97c1cc7d76

verified: 6/18/2026, 11:03:52 AM

view raw JSON →