Google-Scholar-Search (paleblue111/google-scholar-search-py) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it: we have no way to read this server ourselves. No publisher has claimed this listing.

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C
Emerging
74/100
16 days ago

Google-Scholar-Search

一个基于 FastMCP 框架的 Google Scholar 搜索服务器，使用 Playwright 浏览器自动化技术实现文献搜索功能。

→ paleblue111/google-scholar-search-py· listed on modelscope

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

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Who stands behind it

paleblue111

Source: modelscope

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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
// 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

2/2 tools missing one or more hints — search_google_scholar (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_article_details (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.

Tests exist

No test files found

Add tests that exercise each declared tool.

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 3 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 Score](https://m8ven.ai/badge/mcp/paleblue111-google-scholar-search-py-1v9cw5)](https://m8ven.ai/mcp/paleblue111-google-scholar-search-py-1v9cw5)
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commit: 3f858fb77e9ff5372adf086a8557b6e013f2eae6
code hash: 2e883375b4e7e631c3582f28cbbabfdd3f0c7575c614568e75ef1344ba8c936d
verified: 8/13/2026, 9:39:46 PM
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