LLM-MM-Agent: [NeurIPS2025] MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem

by usail-hkust · AI Tool · ★ 699

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Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

Quick Facts

Stars699
Forks56
LanguagePython
CategoryAI Tool
LicenseGPL-3.0
Quality Score60/100
Last Updated2026-09-28
Created2025-05-20
Platformspython
Est. Tokens~16k

About LLM-MM-Agent

MM Agent: LLMs as Agents for Real-world Mathematical Modeling Problems &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;&nbsp; <img src="https://img.shields.io/github/

Compatible Skills

These tools work well together with LLM-MM-Agent for enhanced workflows:

  • mcp-bench — semantic(0.34)+complementary+same_lang+similar_pop+shared_platform (57%)
  • Toucan — semantic(0.30)+complementary+same_lang+similar_pop+shared_platform (56%)
  • mcpmark — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)
  • omnicoreagent — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (51%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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