ask-panda (BNLNPPS/ask-panda) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it yet. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Emerging
74/100

ask-panda

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

→ BNLNPPS/ask-panda· listed on glama

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

BNLNPPS

Source: Glama

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Glamanot scored here

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// 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: OIDC_AUTH_TOKEN, PANDA_AUTH_TOKEN, PANDA_AUTH_TOKEN_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GEMINI_API_KEY, MISTRAL_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configMCP_SERVER_URL
🔐 secretOIDC_AUTH_TOKEN
🔐 secretPANDA_AUTH_TOKEN
configOIDC_AUTH_ORIGIN
configPANDA_AUTH_ORIGIN
🔐 secretPANDA_AUTH_TOKEN_KEY
configPANDA_BASE_URL
🔐 secretANTHROPIC_API_KEY
🔐 secretOPENAI_API_KEY
🔐 secretGEMINI_API_KEYOpen Web UI is run, you need to set the environment variable to your Gemini API key as well as
🔐 secretMISTRAL_API_KEYNote: When running standalone, ensure your is set in the environment.
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
// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/bnlnpps/ask-panda)](https://m8ven.ai/mcp/bnlnpps/ask-panda)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: ec45374ef15e1589c23ba8333ddeaded0908b7b0
code hash: a707154768dc5e9309c5198e65ca71fd193ffbb23f33d7c26e1b1e97c1cc7d76
view raw JSON →
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