经 AI Skill Hub 精选评估,材料模拟技能 获评「强烈推荐」。这款Agent工作流在功能完整性、社区活跃度和易用性方面表现出色,AI 评分 8.0 分,适合有一定技术背景的用户使用。
材料模拟技能 是一套完整的 AI Agent 自动化工作流方案。通过可视化的节点编排,将复杂的多步骤任务拆解为清晰的自动化流程,实现全程无人值守的智能处理。支持与数百种外部服务和 API 无缝集成,适合构建数据处理管线、业务自动化和 AI 辅助决策系统。
材料模拟技能 是一套完整的 AI Agent 自动化工作流方案。通过可视化的节点编排,将复杂的多步骤任务拆解为清晰的自动化流程,实现全程无人值守的智能处理。支持与数百种外部服务和 API 无缝集成,适合构建数据处理管线、业务自动化和 AI 辅助决策系统。
# 方式一:pip 安装(推荐)
pip install materials-simulation-skills
# 方式二:虚拟环境安装(推荐生产环境)
python -m venv .venv
source .venv/bin/activate # Windows: .venv\Scripts\activate
pip install materials-simulation-skills
# 方式三:从源码安装(获取最新功能)
git clone https://github.com/HeshamFS/materials-simulation-skills
cd materials-simulation-skills
pip install -e .
# 验证安装
python -c "import materials_simulation_skills; print('安装成功')"
# 命令行使用
materials-simulation-skills --help
# 基本用法
materials-simulation-skills input_file -o output_file
# Python 代码中调用
import materials_simulation_skills
# 示例
result = materials_simulation_skills.process("input")
print(result)
# materials-simulation-skills 配置文件示例(config.yml) app: name: "materials-simulation-skills" debug: false log_level: "INFO" # 运行时指定配置文件 materials-simulation-skills --config config.yml # 或通过环境变量配置 export MATERIALS_SIMULATION_SKILLS_API_KEY="your-key" export MATERIALS_SIMULATION_SKILLS_OUTPUT_DIR="./output"
Give your AI coding agent real expertise in numerical methods, simulation best practices, and computational materials science — so it stops guessing.
New to Agent Skills? A "skill" is a portable folder of instructions + small scripts that an AI coding agent discovers automatically and loads only when relevant. They follow the open Agent Skills standard and work across 20+ tools — Claude Code, Codex, Cursor, Antigravity, GitHub Copilot, and more. Nothing to wire up: drop them in and your agent gets smarter at the task.
---
24 skills across 8 categories (one-line summary; full tables in docs/SKILLS.md):
| Category | Skills | Focus |
|---|---|---|
| Core Numerical | 8 | stability, time-stepping, meshing, convergence, integration, differentiation, linear/nonlinear solvers |
| Simulation Workflow | 7 | validation, DOE/optimization, orchestration, post-processing, profiling, workflow mapping, MD analysis |
| HPC Deployment | 2 | SLURM script generation, runtime diagnosis |
| Verification & Validation | 1 | manufactured solutions, benchmarks, pass/fail reports |
| Data Management | 1 | FAIR reproducibility packaging |
| Robustness | 1 | cross-code failure triage & retry ladders |
| Ontology | 3 | CMSO/ASMO exploration, mapping, validation |
| Meta | 1 | skill-evaluator — evaluate any skill across any agent CLI |
Quality is gated in CI: spec-valid frontmatter, deterministic script_checks, the standardized Security section, and a fresh index — see docs/PROTOCOL.md and docs/SECURITY.md.
---
The repo follows the open standard, so the ecosystem installers work out of the box:
npx skills add HeshamFS/materials-simulation-skills # any agent → ~/.agents/skills/
gh skill install HeshamFS/materials-simulation-skills --pin v1.0.0 # version-pinned
Or install a curated bundle into a specific agent with the bundled mss CLI:
mss bundles # list bundles
mss install --agent claude --bundle verification-and-validation
Claude Code users can also /plugin marketplace add HeshamFS/materials-simulation-skills. Full per-agent guide → docs/INSTALL.md.
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高质量的开源AI工作流,适用于材料科学领域
AI Skill Hub 为第三方内容聚合平台,本页面信息基于公开数据整理,不对工具功能和质量作任何法律背书。
建议在沙箱或测试环境中充分验证后,再部署至生产环境,并做好必要的安全评估。
✅ Apache 2.0 — 宽松开源协议,可商用,需保留版权声明和 NOTICE 文件,含专利授权条款。
AI Skill Hub 点评:材料模拟技能 的核心功能完整,质量优秀。对于自动化工程师和运维人员来说,这是一个值得纳入个人工具库的选择。建议先在非生产环境试用,再逐步推广。
| 原始名称 | materials-simulation-skills |
| 原始描述 | 开源AI工作流:Agent Skills for computational materials science -- numerical stability, solvers。⭐41 · Python |
| Topics | 材料科学计算科学AI工作流 |
| GitHub | https://github.com/HeshamFS/materials-simulation-skills |
| License | Apache-2.0 |
| 语言 | Python |
收录时间:2026-06-07 · 更新时间:2026-06-08 · License:Apache-2.0 · AI Skill Hub 不对第三方内容的准确性作法律背书。
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