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Emerging
89/100
3 days ago

AceDataCloud Producer

AI music generation through the Producer/Riffusion model on the AceDataCloud platform.

→ acedatacloud/producermcp· pypi: mcp-producer· 19K installs· listed on pulsemcp

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

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

acedatacloud

Source: PulseMCP · also listed on Glama

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 →

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Install from

PulseMCPGlama

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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.
🔐
You'll be asked for 1 credential: ACEDATACLOUD_API_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.
🔐 secretACEDATACLOUD_API_TOKENexport ="your_token_here"
configACEDATACLOUD_API_BASE_URLAPI base URL https://api.acedata.cloud
configPRODUCER_DEFAULT_MODELDefault FUZZ model FUZZ-2.0
configPRODUCER_REQUEST_TIMEOUTRequest timeout in seconds 1800
configMCP_SERVER_NAME
configMCP_TRANSPORT
configLOG_LEVELLogging level INFO
configMCP_SERVER_URL
configACEDATACLOUD_OAUTH_CLIENT_IDOAuth client ID (hosted mode) --
// 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

18/18 tools missing one or more hints — producer_generate_music (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); producer_generate_custom_music (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); producer_extend_music (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +15 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

12/18 tools referenced in tests (67%)

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

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/mcp-producer-8to7pb)](https://m8ven.ai/mcp/mcp-producer-8to7pb)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 9359980cbffc13c612f84d93a5a8995ea17ed4b1
code hash: d5a62ba79d132faf44f80b99a9dac2a8ad4ea7e0327d972074850611e34ee133
verified: 8/16/2026, 11:02:59 AM
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