F
Warning
26/100
7 days ago

agentic-data-assistant

Agentic Data Analysis Assistant — a system that enables any user to query structured datasets in plain English, automatically generates and executes Python analysis code in a secure sandbox, and narrates findings in accessible language.

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

Akshay-Gudekar

Source: github_code

Is this your MCP?

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// key findings
🚨
Code appears obfuscated
23 files are unreadable to a human reviewer. Cannot audit what they do.
// 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.
configPYTHON_DOTENV_DISABLED
config_TYPER_STANDARD_TRACEBACK
configWATCHFILES_FORCE_POLLING
configWATCHFILES_POLL_DELAY_MS
configWATCHFILES_DEBUG
configWATCHFILES_IGNORE_PERMISSION_DENIED
configXDG_CONFIG_HOME
// 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

25/25 tools missing one or more hints — my_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); tool_with_context (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); async_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +22 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

8/25 tools referenced in tests (32%)

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

Readable source code

23 files appear obfuscated

Ship unminified, readable source.

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 4 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/akshay-gudekar-agentic-data-assistant-1doea4?variant=verified)](https://m8ven.ai/mcp/akshay-gudekar-agentic-data-assistant-1doea4)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: 72f08df547a10e832773e1aa450605583fcea5ab
code hash: d3efbfe5f1f9dda8328bbc03cb72cd0df204b55ec61cf769ba7cfdccbd4169bd
verified: 8/12/2026, 7:54:32 AM
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