awesome-ai-cae: A curated list of 100+ AI-ready tools for Computer-Aided Engineering, ranked by an AI-Readiness Score

by kimimgo · MCP Server · ★ 58

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

Security audit verdict: SAFE · quality 59/100

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.

aiai-for-scienceartificial-intelligenceawesomeawesome-listcaecfdcomputational-engineeringdeep-learningdifferentiable-simulation

Quick Facts

Stars58
Forks11
LanguagePython
CategoryMCP Server
LicenseCC0-1.0
Quality Score59/100
Open Issues8
Last Updated2026-10-12
Created2026-03-13
Platformscli, mcp, python
Est. Tokens~23k

About awesome-ai-cae

The CAE tools an AI agent can actually call Open-source simulation, CAD & meshing tools for agentic / LLM-driven engineering — driv

Compatible Skills

These tools work well together with awesome-ai-cae for enhanced workflows:

  • sim-plugin-comsol — semantic(0.32)+complementary+rare_topics+same_lang+similar_pop+shared_platform (71%)
  • sim-cli — semantic(0.31)+complementary+rare_topics+same_lang+similar_pop+shared_platform (71%)

awesome-ai-cae alternative? Top 6 similar tools

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

  • awesome-AI-toolkit by balavenkatesh3322 · ⭐ 209

    A curated, comprehensive collection of open-source AI tools, frameworks, datasets, courses, and seminal papers

  • toolsdk-mcp-registry by toolsdk-ai · ⭐ 208

    MCPSDK.dev(ToolSDK.ai)'s Awesome MCP Servers and Packages Registry and Database with Structured JSON configura

  • sim-plugin-comsol by svd-ai-lab · ⭐ 73

    Use Codex and Claude Code with COMSOL via sim-cli: .mph inspection, live Desktop sessions, bounded execution,

  • inAI-wiki by inai-sandy · ⭐ 52

    🌍 The open-source Wikipedia of AI — 2M+ apps, agents, LLMs & datasets. Updated daily with tools, tutorials &

  • Awesome-LLM-Reasoning-with-NeSy by LAMDASZ-ML · ⭐ 271

    ✨✨Latest Advances on Neuro-Symbolic Learning in the era of Large Language Models

  • sim-cli by svd-ai-lab · ⭐ 244

    Turn any CAE files into structured text an agent can use

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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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