voc-amazon-reviews (mguozhen/voc-amazon-reviews) is an MCP server listed on the M8ven Trust Index. It scores 71 out of 100, grade C. It declares 6 tools. No publisher has claimed this listing.

C
Limited view
71/100

voc-amazon-reviews

Agent-native Amazon review intelligence — fetches verified reviews from 10 marketplaces via real Shulex OpenAPI (not scrapers) and produces copy-ready listing improvements grounded in actual customer language. Backed by a 2B-review historical dataset that Helium 10 / Jungle Scout can't replicate. Works in any MCP client (Claude Code, Claude Desktop, ChatGPT, Cursor, Windsurf, VS Code, Cline).

Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

Limited view: static analysis for Python is partially covered.

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

mguozhen

Source: Glama · also listed on github_topic

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 →

Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
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: VOC_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.
configMCP_HOST
configMCP_TRANSPORTstreamable-http PORT=8080 python -m mcp_server.server
configOTEL_ENABLED
configOTEL_EXPORTER_OTLP_METRICS_ENDPOINT
configOTEL_SERVICE_NAME
configMCP_CLIENT
configMCP_CLIENT_INSTANCE_ID
configCLIENT_INSTANCE_ID
configMCP_SOURCE_CATALOG
configMCP_SESSION_ID
configTELEMETRY_HASH_SALT
configTELEMETRY_LOG_PATH
configTELEMETRY_SERVER_NAME
🔐 secretVOC_API_KEY"": "your-shulex-key"
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployPORT
deployREDIS_URL
// 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

6/6 tools missing one or more hints — fetch_reviews (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); analyze_reviews (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); voc_full (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +3 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 handlers catch errors

Only 0/6 tool handlers wrap calls in try/catch (0%)

Wrap each tool handler body in try/catch and return a structured error response.

License file

No license file

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

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 5 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/mguozhen/voc-amazon-reviews)](https://m8ven.ai/mcp/mguozhen/voc-amazon-reviews)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 31b2c4b5b578929f72a45ca6ed79189a2bec3179
code hash: f3a35722c9f58d600fec37e2c2688f4fc40d705376826205c4d6d553899af66a
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