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C
Caution
74/100
11 days ago

software-engineering-in-applied-ai

Codes and references used in the Postgraduate Program in Software Engineering with Applied AI

→ MarcosRibeiroJesus/software-engineering-in-applied-ai· listed on github_code

Caution. Specific findings reduced this grade. They are listed on the page. 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

MarcosRibeiroJesus

Source: github_code

Is this your MCP?

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// key findings
⚠️
Tests do not pass
Either the test suite is broken or the code regressed. Either way the published behaviour can’t be verified by the publisher’s own tests.
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
🔐
You'll be asked for 1 credential: SERVICE_TOKEN
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.
🔐 secretSERVICE_TOKEN
// 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

5/5 tools missing one or more hints — create_customer (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); delete_customer (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_customer (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +2 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 inputs are validated

Only 2/5 tool handlers declare input schemas (40%)

Declare an inputSchema with zod/joi/yup on every tool definition.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tests pass

npm test failed — tests do not pass

Make sure npm test runs cleanly. Common cause: missing build step or missing env vars.

Domain consistency

npm scope @erickwendel doesn't match GitHub owner marcosribeirojesus

Use the same org name across GitHub, npm, and your homepage so users can verify the publisher.

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/marcosribeirojesus-software-engineering-in-applied-ai-12lgaw?variant=verified)](https://m8ven.ai/mcp/marcosribeirojesus-software-engineering-in-applied-ai-12lgaw)
Shows verification status without the grade. Want the grade badge instead? Remove ?variant=verified from the URL.
commit: 64cdb9771f8d2d62c85b9e1fd22a05ddb9dfda02
code hash: 70b2823c9889486328f941a95238664134e3e7b4969689b9df9326b82adbd747
verified: 8/8/2026, 7:21:32 AM
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