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1 month ago

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Mcity Data Engine MCP Server

Item: Mcity Data Engine MCP Server
Rating: 37
Author: M8ven

Enables natural language interaction with complex computer vision workflows such as auto-labeling, class mapping, and embedding selection through an LLM-agnostic MCP orchestration layer.

→ mcity/mcity_data_agent · listed on glama

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// key findings

⚠️

Tool descriptions don’t match what handlers do

1 tool describes read intent but its handler mutates — set_auto_labeling_zero_shot_classes (line 154: CONFIG_PATH.write_text("\n".join(modified) + "\n"))

✅

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 10 credentials: AWS_ACCESS_KEY, AWS_SECRET_KEY, AWS_SECRET_ACCESS_KEY, CVAT_ACCESS_TOKEN, LS_TOKEN, OPENAI_API_KEY, GROQ_API_KEY, GEMINI_API_KEY, ANTHROPIC_API_KEY, HF_TOKEN

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretAWS_ACCESS_KEY

🔐 secretAWS_SECRET_KEY

configREGION

configOPENAIAPIKEY

configHFTOKEN

configROLE_ARN

configKEY_PAIR_NAME

configINSTANCE_TYPE

configREDIS_HOST

configREDIS_PORT

configREDIS_DB

configS3_BUCKET_NAME

configAWS_ACCESS_KEY_ID

🔐 secretAWS_SECRET_ACCESS_KEY

configAWS_DEFAULT_REGION

configCUDA_VISIBLE_DEVICES

🔐 secretCVAT_ACCESS_TOKEN

🔐 secretLS_TOKEN

configLLM_PROVIDER

🔐 secretOPENAI_API_KEY

configOPENAI_MODEL

🔐 secretGROQ_API_KEY

configGROQ_MODEL

🔐 secretGEMINI_API_KEY

🔐 secretANTHROPIC_API_KEY

configCLAUDE_MODEL

configCVAT_URL

configMDE_UPLOAD_ROOT

configLS_URL

🔐 secretHF_TOKEN

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 9 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/mcity-mcity-data-agent-jx96yk)](https://m8ven.ai/mcp/mcity-mcity-data-agent-jx96yk)

commit: 617940f365828779b15f6acc282d746803a9c42d

code hash: 133cc9fe0189c75d67dd5d6a95b55e901e5339d98aec22debf71011425061d5e

verified: 6/24/2026, 9:59:23 AM

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