SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration

by HICAI-ZJU · AI Tool · ★ 428

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How to install SciToolAgent

git clone https://github.com/HICAI-ZJU/SciToolAgent.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 63/100

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.

Quick Facts

Stars428
Forks61
LanguagePython
CategoryAI Tool
LicenseMIT
Quality Score63/100
Open Issues8
Last Updated2025-08-26
Created2024-05-07
Platformspython
Est. Tokens~1271k

About SciToolAgent

SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration 📌 Contents ⌚️ Overview 📦 Project Framework ⚡ Getting Started 🔧️ Installation 🚀 Quick Start 📊 Data Preparation 🛠️ Custom Tools 📜 SciToolEval 📝️ Cite 🆕 News [2024-12]: The SciToolAgent project is now available on GitHub. [2025-08]: Our research published in Nature Computational Science.

Compatible Skills

These tools work well together with SciToolAgent for enhanced workflows:

  • mcp-memory-service — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (57%)
  • NagaAgent — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (56%)
  • code-graph-rag — semantic(0.17)+complementary+same_lang+similar_pop+shared_platform (56%)
  • TapeAgents — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (54%)
  • agent-toolkit — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (53%)

SciToolAgent alternative? Top 6 similar tools

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

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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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