Autonomous Lab

Item: Autonomous Lab
Rating: 2
Author: M8ven

Turns Senior-Junior workflows into autonomous loops where AI handles execution and humans make editorial decisions.

→ albert-ying/autonomous-lab · listed on pulsemcp

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// key findings

🚨

Code appears obfuscated

2 files are unreadable to a human reviewer. Cannot audit what they do.

⚠️

Tool descriptions don’t match what handlers do

1 tool describes read intent but its handler mutates — autolab_acquire_skill (line 3383: skill_md_path.write_text(skill_content, encoding="utf-8"))

// required environment variables

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

configMCP_DEBUG

configMCP_LANGUAGE

configMCP_TEST_MODE

configCLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS

configFASTMCP_LOG_LEVEL

configSESSIONNAME

configDISPLAY

configSSH_CONNECTION

configSSH_CLIENT

configVSCODE_INJECTION

configWSL_DISTRO_NAME

configWSL_INTEROP

configWSLENV

configMCP_WEB_HOST— Set to 0.0.0.0 in your MCP config:

configMCP_WEB_PORT— "": "8766"

configMCP_DESKTOP_MODE

configMCP_GZIP_MIN_SIZE

configMCP_GZIP_LEVEL

configMCP_STATIC_CACHE_AGE

configMCP_API_CACHE_AGE

// 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/albert-ying-autonomous-lab-1f5yg7)](https://m8ven.ai/mcp/albert-ying-autonomous-lab-1f5yg7)

commit: 0712fc37a3526c0c8badd0f244ee1178a697c214

code hash: b0459ca42cf2cad9342c016c58717380a73f16eaadc5d832bee454fde6aa7866

verified: 7/24/2026, 8:47:20 AM

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