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9 hours ago

Data-Science-Reports

→ AltanReisoglu/Data-Science-Reports· 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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Who stands behind it

AltanReisoglu

Source: github_code

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// key findings
🚨
Secret credentials may flow to a network call
4 flows detected: LLM_API_KEY. We can’t prove the destination matches the brand the credential belongs to.
🔐
You'll be asked for 4 credentials: LLM_API_KEY, OPENREWARD_API_KEY, OPENROUTER_API_KEY, VC_LLM_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.
configVC_GATEWAY_URL
configPYTHONPATH
configBRAIN_CELERY_DIR
configBRAIN_BOARD_DB
configBRAIN_STRATEGY
configBRAIN_BUDGET
configBRAIN_FAIL_AT
configBRAIN_NODE_SIM
configBRAIN_SPILL_DIR
configMOTOR_CANVAS_DIR
configLLM_BASE_URL
🔐 secretLLM_API_KEY
configLLM_MODEL_NAME
configTRACE_TOKEN_BUDGET
configTRACE_PROTECT_WINDOW
🔐 secretOPENREWARD_API_KEY
🔐 secretOPENROUTER_API_KEY
configCELERY_POC_DIR
configPOC_FAIL_TIMES
configPOC_MAX_RETRIES
configPOC_CRASH
configPOC_LEASE
configCUDA_VISIBLE_DEVICES
configVLLM_NO_USAGE_STATS
configDESEN_CELERY_DIR
configSAF_HATA
configSAF_CELERY_DIR
configLLM_LIVE
configVC_SKIP_ENV_FILE
configVC_STATE_DIR
configVC_AGENT_ID
configVC_LLM_BASE_URL
🔐 secretVC_LLM_API_KEY
configVC_MODEL_CHEAP
configVC_MODEL_MID
configVC_MODEL_STRONG
configVC_MODEL_FAMILY
configVC_LLM_TIMEOUT
configVC_LLM_MAX_RETRIES
configVC_DM_SCOPE
configVC_RESET_HOUR
configVC_IDLE_MINUTES
configVC_TOKEN_BUDGET
configVC_COMPACTION_RESERVE
configVC_SEC_UA
configVC_MCP_DEEPWIKI
configVC_OPENCLAW_BIN
configVC_CODE_EXEC_IMAGE
configVC_CODE_EXEC_TIMEOUT
// 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

11/11 tools missing one or more hints — vc_status (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); name (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); run_terminal (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +8 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

4/11 tools referenced in tests (36%)

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

Shell command execution

12 child_process/subprocess calls in production code — runs shell commands (distillation/gpt_to_llama.py:208, poc-trace-compaction/ptc.py:69, randopt/randopt_1d.py:317)

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

Secrets stay with their owner

4 secret/sensitive values flow into network calls (LLM_API_KEY → dynamic, LLM_API_KEY → dynamic)

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

Secrets not logged

1 secret value 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/altanreisoglu-data-science-reports-1dt7w7?variant=verified)](https://m8ven.ai/mcp/altanreisoglu-data-science-reports-1dt7w7)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: 8fac9b3f244f5ecb39ecb1080360303a0234321b
code hash: eacff0bc45bdf2314f8c2bf13c56341c618e9cc43d0ec30f035d561055a000f8
verified: 8/19/2026, 9:16:49 AM
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