MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning

by Chenyu-Wang567 · LLM Plugin · ★ 142

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install MLLM-Tool

git clone https://github.com/MLLM-Tool/MLLM-Tool.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 71/100

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.

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.

gpt4llmlmmtool-agent

Quick Facts

Stars142
Forks5
LanguagePython
CategoryLLM Plugin
LicenseMIT
Quality Score71/100
Open Issues5
Last Updated2025-10-10
Created2024-01-08
Platformspython
Est. Tokens~193k

About MLLM-Tool

MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning Chenyu Wang, Weixin Luo, Qianyu Chen, Haonan Mai, Jindi Guo, Sixun Dong, Xiaohua (Michael) Xuan, Zhengxin Li, Lin Ma, Shenghua Gao. ShanghaiTech University && Meituan && UniDT This repository hosts the code, data and model weight of MLLM-Tool, the first tool agent MLLM that has the ability to perceive visual- and auditory- input...

Compatible Skills

These tools work well together with MLLM-Tool for enhanced workflows:

  • VisualAgentBench — semantic(0.34)+complementary+same_lang+similar_pop+shared_platform (57%)
  • groundingLMM — semantic(0.18)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • VideoGLaMM — semantic(0.18)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • mooc-cs294-llm-agents — semantic(0.30)+complementary+same_lang+similar_pop+shared_platform (56%)

MLLM-Tool alternative? Top 6 similar tools

Looking for a MLLM-Tool alternative? If you're comparing MLLM-Tool with other llm plugin tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • github-pr-summary by flows-network · ⭐ 230

    Use LLM to summarize & review GitHub Pull Requests

  • DyLAN by SALT-NLP · ⭐ 215

    Official Implementation of Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Opt

  • just-eval by Re-Align · ⭐ 90

    A simple GPT-based evaluation tool for multi-aspect, interpretable assessment of LLMs.

  • vibe by mondaycom · ⭐ 693

    🎨 Vibe Design System - Official monday.com UI resources for application development in React.js

  • wcgw by rusiaaman · ⭐ 674

    Shell and coding agent on mcp clients

  • wren-engine by Canner · ⭐ 665

    The open context engine for AI agents support 15+ data sources. Built on Rust and Apache DataFusion.

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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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