D
Warning
41/100
5 days ago

npcpy

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

Warning. Serious findings were identified. Review the full report before connecting. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

NPC-Worldwide

Source: github_code · also listed on github_topic

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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// key findings
🚨
Secret credentials may flow to a network call
11 flows detected: OPENAI_API_KEY, ELEVENLABS_API_KEY, GROQ_API_KEY. We can’t prove the destination matches the brand the credential belongs to.
🚨
Reads files from sensitive locations
Touches: ~/.config, ~/.config/systemd/user
🔐
You'll be asked for 17 credentials: MINIMAX_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GOOGLE_API_KEY, ELEVENLABS_API_KEY, GROQ_API_KEY, EXA_API_KEY, BRAVE_API_KEY, PERPLEXITY_API_KEY, HF_TOKEN, REPLICATE_API_TOKEN, REPLICATE_API_KEY, OLLAMA_API_KEY, HUGGING_FACE_HUB_TOKEN, NPC_STUDIO_LICENSE_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.
configINCOGNIDE_HOME
configXDG_DATA_HOME
configNPCSH_DB_PATH
configGEMINI_SYSTEM_MD
configMINIMAX_API_URLSet MINIMAX_API_KEY and use provider="minimax" with MiniMax-M3 or MiniMax-M2.7. The optional setting selects the region and compatible protocol; it defaults to the global OpenAI-compatible Base URL.
🔐 secretMINIMAX_API_KEYSet and use provider="minimax" with MiniMax-M3 or MiniMax-M2.7. The optional MINIMAX_API_URL setting selects the region and compatible protocol; it defaults to the global OpenAI-compatible Base URL.
configXDG_CONFIG_HOME
configPYTHONWARNINGS
configSDL_AUDIODRIVER
configGGUF_DIR
🔐 secretDEEPSEEK_API_KEY
🔐 secretGEMINI_API_KEYexport ="your_key"
🔐 secretANTHROPIC_API_KEYexport ="your_key"
🔐 secretOPENAI_API_KEYexport ="your_key"
🔐 secretGOOGLE_API_KEY
🔐 secretELEVENLABS_API_KEY
🔐 secretGROQ_API_KEY
🔐 secretEXA_API_KEY
configSEARXNG_URL
🔐 secretBRAVE_API_KEY
🔐 secretPERPLEXITY_API_KEY
🔐 secretHF_TOKEN
🔐 secretREPLICATE_API_TOKEN
🔐 secretREPLICATE_API_KEY
configOLLAMA_API_URL
configOLLAMA_NUM_CTX
🔐 secretOLLAMA_API_KEY
configOLLAMA_HOST
🔐 secretHUGGING_FACE_HUB_TOKEN
🔐 secretNPC_STUDIO_LICENSE_KEY
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

1/1 tools missing one or more hints — handler (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint). OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tool test coverage

Only 0/1 tools referenced in tests (0%)

Write tests that reference each tool by name so every tool has at least one test.

No access to sensitive paths

Reads sensitive paths: ~/.config, ~/.config/systemd/user

Remove reads of sensitive system paths. If you genuinely need them, document why in the README.

Shell command execution

26 child_process/subprocess calls in production code — runs shell commands (npcpy/tools.py:158, npcpy/launcher.py:103, npcpy/launcher.py:111)

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Secrets stay with their owner

1 secret/sensitive value flow into network calls (GEMINI_API_KEY → dynamic) (10 other flows matched canonical API hosts)

Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.

Secrets not logged

7 secret values sent to console.log

Redact or omit secret values from log output.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// 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.
// improvement guidance — verified publishers only
We have 7 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 Verified](https://m8ven.ai/badge/mcp/npc-worldwide-npcpy-12damo?variant=verified)](https://m8ven.ai/mcp/npc-worldwide-npcpy-12damo)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: de068e4eb183f6ffdd0b03edd378e3ff34155eaf
code hash: 6df6020b49d101344c8a747949dabf01d6783475c4770850c2e80ef6590bad73
verified: 8/14/2026, 9:56:58 AM
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