multiagentframework (ramprasadre56/multiagentframework) is an MCP server listed on the M8ven Trust Index. It scores 74 out of 100, grade C. It declares 26 tools. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Emerging
74/100

multiagentframework

→ ramprasadre56/multiagentframework· listed on github_code

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

ramprasadre56

Source: github_code

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 →

⚡ Connect GitHub for Live Monitored

Install from

GitHub

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.
✅
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 2 credentials: AG_UI_API_KEY, DEVUI_AUTH_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.
configAZURE_OPENAI_ENDPOINTYour Azure OpenAI resource URL
configAZURE_OPENAI_MODEL
🔐 secretAG_UI_API_KEY
🔐 secretDEVUI_AUTH_TOKEN
configENABLE_INSTRUMENTATION
configGITHUB_BASE_REF
configAGUI_SERVER_URL
configOTEL_EXPORTER_OTLP_ENDPOINT
configOTEL_EXPORTER_OTLP_TRACES_ENDPOINT
configOTEL_EXPORTER_OTLP_METRICS_ENDPOINT
configOTEL_EXPORTER_OTLP_LOGS_ENDPOINT
configOTEL_EXPORTER_OTLP_PROTOCOL
configOTEL_EXPORTER_OTLP_HEADERS
configOTEL_EXPORTER_OTLP_TRACES_HEADERS
configOTEL_EXPORTER_OTLP_METRICS_HEADERS
configOTEL_EXPORTER_OTLP_LOGS_HEADERS
configOTEL_SERVICE_NAME
configOTEL_SERVICE_VERSION
configOTEL_RESOURCE_ATTRIBUTES
configKUBERNETES_SERVICE_HOST
configAUTH_REQUIRED
configFOUNDRY_LOCAL_MODEL
configMEM0_TELEMETRY
// 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

26/26 tools missing one or more hints — get_time_zone (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_agent_framework_docs (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); mcpstdio (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +23 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

10/26 tools referenced in tests (38%)

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

Secrets not logged

1 secret value sent to logger.info

Redact or omit secret values from log output.

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 Score](https://m8ven.ai/badge/mcp/ramprasadre56/multiagentframework)](https://m8ven.ai/mcp/ramprasadre56/multiagentframework)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 4352de0fdd1a5a5062c20d4e45887739eb3a1493
code hash: 1b4e73816379e52628089a1100f9fd92f4b5f6aecd77b5072e07e2f13ff0721d
view raw JSON →
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