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Trusted
98/100
9 hours ago

marin

Open-source framework for the research and development of foundation models.

→ marin-community/marin· listed on github_code

Trusted. Deep verification, no outstanding findings, and an established reputation. 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

marin-community

Source: github_code

Is this your MCP?

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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 2 credentials: MARINMIRROR_TOKEN, GEMINI_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.
configFINELOG_BASE_URL
configFINELOG_DEV_SERVER
configGRAFANA_URL
configIRIS_WORKDIR
configXPROF_GRPC_PORT
configIRIS_BIND_HOST
configEVALDASH_INGEST_INTERVAL
configEVALDASH_REVALIDATE_AFTER
configEVALDASH_STORE
configEVALDASH_DASHBOARD_DIST
configEVALDASH_HOST
configDUCKY_DASHBOARD_DIST
configECHO_PUBLIC_URL
configGITHUB_REPOSITORY
configGITHUB_BRANCH
configK_REVISION
configCLOUDSQL_CONNECTION
configPGDATABASE
configPGUSER
configMARINMIRROR_URL
🔐 secretMARINMIRROR_TOKEN
configGF_DATABASE_URL
configGF_PATHS_DATA
configCUDA_HOME
configMARIN_VLLM_MODE
🔐 secretGEMINI_API_KEY
configMARIN_EVAL_USER
configCANARY_TPU_TYPE
configCANARY_ACCELERATOR
configRUN_ID
configCANARY_GPU_TYPE
configCANARY_ATTENTION_IMPLEMENTATION
configCANARY_TRACKER
configCANARY_JSON_LOGGER
configWANDB_ENTITY
configWANDB_PROJECT
configCANARY_WANDB_MODE
configWANDB_MODE
configFERRY_DATE
configSMOKE_RUN_ID
configFERRY_STATUS_PATH
configGRUG_RUN_ID
configGRUG_MULTISLICE_REGION
configGRUG_MULTISLICE_TPU_TYPE
configGRUG_MULTISLICE_CE_IMPL
configGRUG_MULTISLICE_OUTPUT_PATH
configMARIN_REVIEW_STATS
configECHO_API_URL
configECHO_LOGIN_CLUSTER
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployPORT
// 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

11/11 tools missing one or more hints — iris_list_jobs (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); iris_job_summary (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); iris_job_tree (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +8 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

Only 1/11 tools referenced in tests (9%)

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

Shell command execution

2 child_process/subprocess calls in production code — runs shell commands (lib/marin/src/marin/inference/vllm_server.py:81, experiments/evaluation/evals.py:348)

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Secrets not logged

1 secret value sent to console.log

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 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/marin-community-marin-zzb48c)](https://m8ven.ai/mcp/marin-community-marin-zzb48c)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 724e1512ee600d4858d9ce9addb3700902f6d580
code hash: fd9efd1f93bbd4b023e8d8d80ed69521152e08a033758355e91cba9a1a5d0c30
verified: 8/19/2026, 9:33:48 AM
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