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8 hours ago

jet_python_modules

→ micchyboy237/jet_python_modules· listed on github_code

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.

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Code Verified⚡ Live Monitored: not connected

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Who stands behind it

micchyboy237

Source: github_code

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
6 flows detected: EXA_API_KEY, FIRECRAWL_API_KEY, SERPER_API_KEY. We can’t prove the destination matches the brand the credential belongs to.
🔐
You'll be asked for 7 credentials: OLLAMA_API_KEY, BING_API_KEY, EXA_API_KEY, FIRECRAWL_API_KEY, GOOGLE_API_KEY, SERPER_API_KEY, TAVILY_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.
configSEARXNG_URL
🔐 secretOLLAMA_API_KEY
configLLAMA_CPP_LLM_URL
configLLAMA_CPP_LLM_MODEL
🔐 secretBING_API_KEY
🔐 secretEXA_API_KEY
🔐 secretFIRECRAWL_API_KEY
🔐 secretGOOGLE_API_KEY
configGOOGLE_CX
🔐 secretSERPER_API_KEY
🔐 secretTAVILY_API_KEY
configTOKENIZERS_PARALLELISM
configHF_HUB_DISABLE_PROGRESS_BARS
// 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

64/64 tools missing one or more hints — read_file (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); navigate_to_url (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); summarize_text (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +61 more. 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 13/64 tools referenced in tests (20%)

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

Shell command execution

6 child_process/subprocess calls in production code — runs shell commands (jet/audio/audio_waveform/app.py:203, backup/audio_waveform.py:88, backup/audio_waveform.py:133)

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 (EXA_API_KEY → https://api.exa.ai/search) (5 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

9 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 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 Verified](https://m8ven.ai/badge/mcp/micchyboy237-jet-python-modules-vdxzs3?variant=verified)](https://m8ven.ai/mcp/micchyboy237-jet-python-modules-vdxzs3)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: f1e9c9494e07c958f4fdaa530724626d578a90bb
code hash: 544053f3c91ec015cf56b595108a31f4670d798add868855b9ce40d9f6620e79
verified: 8/19/2026, 9:56:45 AM
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