Astropy
zLanqing/codex-claude-academic-skills
Comprehensive Python library for astronomy and astrophysics.
A skill your agent uses when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification.
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ZimoLiao/scholaraio openfoam --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/openfoam .claude/skills/openfoam && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .claude/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoamType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ZimoLiao/scholaraio openfoam --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/openfoam .agents/skills/openfoam && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .agents/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ZimoLiao/scholaraio openfoam --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/openfoam .cursor/skills/openfoam && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .cursor/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ZimoLiao/scholaraio.git --path .claude/skills/openfoam--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ZimoLiao/scholaraio openfoam --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/openfoam .gemini/skills/openfoam && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .gemini/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ZimoLiao/scholaraio openfoamInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/openfoam .github/skills/openfoam && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .github/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ZimoLiao/scholaraio --skill openfoam -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ZimoLiao/scholaraio openfoam --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/openfoam .opencode/skills/openfoam && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "openfoam" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/openfoam into .opencode/skills/openfoam/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openfoam", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
openfoamA skill your agent uses when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification.
Openfoam is an agent skill from ZimoLiao/scholaraio. Use when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Physical and earth sciences. The repository describes itself as: Scholar All-In-One: A research infrastructure for AI agents. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 777628b. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
aptdockerFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use docker, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Openfoam loads about 1.3k tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 345 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
sudo apt install openfoamsudo apt install paraviewAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ZimoLiao/scholaraio at commit 777628b, republished under its MIT licence (© ZimoLiao). 345 words, ~1,333 tokens.
.claude/skills/openfoam/SKILL.md (or your agent's skills folder).用 OpenFOAM 做 CFD:从 case 结构、网格、求解器、湍流模型到后处理和验证。
本 skill 故意保持轻量:
scholaraio toolref本 skill 应与 scientific-runtime 一起理解:
openfoam skill 负责 CFD 路由、工作流和科学规范scientific-runtime 负责运行时的 toolref-first 行为和覆盖缺口退化策略toolref 负责官方入口页、求解器页、字典页和模型页当前成熟度:toolref-first, partial coverage
OpenFOAM 当前的 toolref 适合做主入口查询,但还不是完整手册替代。
对 OpenFOAM 问题,agent 默认按这个顺序工作:
fvSchemes / fvSolution / controlDicttoolref 查主求解器、主字典和高价值模型页simpleFoam / pimpleFoam / fvSchemes / fvSolution / controlDict / kOmegaSST / blockMesh / snappyHexMesh / forceCoeffs / Q 这类主入口,优先信任 toolrefshow 没有直接命中 solver / function object 主页,或结果明显退化成模糊页,立即回退到官方文档toolref 覆盖较浅,而不是用户用法有问题这意味着:
toolref 先解决“找对入口”的问题# 安装(Ubuntu/WSL2)
sudo apt install openfoam
# 或 Docker
docker pull openfoam/openfoam-dev
# 可视化
sudo apt install paraview验证:simpleFoam -help 应正常输出。确认 $WM_PROJECT_DIR 环境变量已设置。
适合:
不适合:
当 agent 不确定求解器、字典、function object、湍流模型时,先查 toolref。
常用查法:
scholaraio toolref show openfoam simpleFoam
scholaraio toolref show openfoam pimpleFoam
scholaraio toolref show openfoam controlDict
scholaraio toolref show openfoam fvSchemes
scholaraio toolref show openfoam fvSolution
scholaraio toolref show openfoam kOmegaSST
scholaraio toolref show openfoam blockMesh
scholaraio toolref show openfoam snappyHexMesh
scholaraio toolref show openfoam forceCoeffs
scholaraio toolref search openfoam numerical schemes
scholaraio toolref search openfoam linear solver settings
scholaraio toolref search openfoam turbulence model
scholaraio toolref search openfoam drag coefficient
scholaraio toolref search openfoam q criterion推荐习惯:
fvSchemes / fvSolution 前先看官方字典说明forces / forceCoeffs / yPlus / Q 这类入口页最低运行规则:
toolref show 命中主入口toolref searchtoolref show 没法直接落到目标页,或 search 结果明显不对题,再回退官方文档如果遇到覆盖缺口:
toolref 深度覆盖不足scholaraio usearch "<流动问题>" 检索相关论文建议工作流:
controlDict / fvSchemes / fvSolution对 agent 的最小交付要求:
| 求解器 | 适用场景 |
|---|---|
simpleFoam | 稳态不可压 RANS |
pimpleFoam | 瞬态不可压(LES/URANS) |
rhoSimpleFoam | 稳态可压 |
sonicFoam | 瞬态可压/超声速 |
buoyantSimpleFoam | 自然对流/传热 |
interFoam | 两相流(VOF) |
reactingFoam | 燃烧/反应流 |
| 模型 | 适用场景 | 何时选用 |
|---|---|---|
kOmegaSST | 默认首选,外流/分离流 | 大多数工程问题 |
kEpsilon | 内流/充分发展流 | 管道、通道 |
SpalartAllmaras | 航空外流 | 翼型、薄边界层 |
kOmegaSSTLM | 转捩流动 | 低 Re 翼型 |
Smagorinsky / WALE | LES 亚格子模型 | 需要瞬态细节时 |
科学规范:湍流模型选择必须有文献依据或物理论证。不能"试了几个选最好看的"。
simpleFoam / pimpleFoam / rhoSimpleFoam 的适用边界fvSchemes 和 fvSolution 的关键项kOmegaSST 等湍流模型的物理假设function objects、forces、yPlus 的用法blockMesh / snappyHexMesh 的职责边界forceCoeffs 和 Q 这类后处理入口对象这些细节优先查 toolref,不要在 skill 里硬背。
# pvpython 自动化脚本
from paraview.simple import *
# 加载 OpenFOAM case
reader = OpenFOAMReader(FileName="<case>/case.foam")
reader.UpdatePipeline()
# 表面压力云图
display = Show(reader)
display.SetRepresentationType("Surface")
ColorBy(display, ("CELLS", "p"))
pLUT = GetColorTransferFunction("p")
pLUT.ApplyPreset("Cool to Warm", True)
# 切面
slice = Slice(reader)
slice.SliceType.Normal = [0, 1, 0] # y=0 对称面
Show(slice)
ColorBy(GetDisplayProperties(slice), ("CELLS", "U", "Magnitude"))
# 渲染
view = GetActiveView()
view.ViewSize = [3840, 2160]
SaveScreenshot("pressure_surface.png", view)| 检查项 | 正确做法 | 常见错误 |
|---|---|---|
| 网格无关性 | 至少跑粗/中/细三套网格 | 只用一套网格 |
| y+ | 检查并确认在壁面函数范围内 | 不检查 y+ |
| 收敛 | 残差降 3-4 个量级 + 力系数稳定 | 只看残差不看积分量 |
| 域大小 | 出口距物体 >5-8L | 域太小影响尾流 |
| 迎风格式 | linearUpwind(二阶) | 全用一阶迎风(数值耗散过大) |
| 验证 | 与实验/DNS 数据逐点对比 | "看起来对"就算验证 |
toolref 并说明依据toolref 的覆盖缺口转嫁给用户;能回退官方文档就先完成用户任务© ZimoLiao, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/openfoam of ZimoLiao/scholaraio.
Open the folder on GitHubat commit 777628b
Openfoam next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Openfoam this skillZimoLiao/scholaraio | 577 | — | ~1.3k | Automated safety check: Notes | MIT | |
| AstropyzLanqing/codex-claude-academic-skills | 4.7k | 13 repos | ~2.9k | Automated safety check: Pass | BSD-3-Clause | |
| PymatgenzLanqing/codex-claude-academic-skills | 4.7k | 11 repos | ~5k | Automated safety check: Pass | MIT | |
| Cantera Ignition DelayK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Weathertrpc-group/trpc-agent-go | 1.9k | 8 repos | ~591 | Automated safety check: Pass | Apache-2.0 | |
| Pymol VisualizationChatMol/ChatMol | 373 | — | ~1.2k | Automated safety check: Pass | MIT |
zLanqing/codex-claude-academic-skills
Comprehensive Python library for astronomy and astrophysics.
zLanqing/codex-claude-academic-skills
Materials science toolkit. An agent skill from zLanqing/codex-claude-academic-skills.
K-Dense-AI/scientific-agent-skills
Runs Cantera constant-volume or constant-pressure ignition simulations and reports temperature-based ignition delay with mechanism provenance and checks.
trpc-group/trpc-agent-go
Get current weather and forecasts via wttr.in or Open-Meteo.
ChatMol/ChatMol
Generate publication-quality molecular visualization images using PyMOL.
Muuuun/luxas
Write domain-authentic review articles that synthesize rather than stack.
ZimoLiao/scholaraio
A skill your agent uses when the user wants to create or inspect DOCX, PPTX, or XLSX files, generate a downloadable Office deliverable, or verify its structure and layout warnings with scholaraio…
ZimoLiao/scholaraio
A skill your agent uses when the user needs help choosing or organizing an academic-writing workflow by deliverable, stage, or format, including review articles, guided reading, paper sections, PPT…
ZimoLiao/scholaraio
A skill your agent uses when the user wants to browse arXiv preprints, search arXiv directly, fetch a PDF by arXiv ID or URL, or send a preprint into the ScholarAIO ingest pipeline.
ZimoLiao/scholaraio
A skill your agent uses when working on bioinformatics workflows such as alignment, variant calling, phylogenetics, or protein-structure analysis, especially across BLAST, minimap2, samtools…
ZimoLiao/scholaraio
A skill your agent uses when the user wants to verify citations in AI-generated or human-written text against the local knowledge base and catch hallucinated, wrong, or missing references.
ZimoLiao/scholaraio
A skill your agent uses when the user wants diagrams, flowcharts, architecture visuals, data relationships, timelines, concept maps, Mermaid, Graphviz, drawio, or polished paper figures generated…
Categories
A skill your agent uses when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification. Openfoam is an agent skill from ZimoLiao/scholaraio. Use when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification.
Openfoam fits situations like: working on CFD cases with OpenFOAM; including solver selection; dictionary setup; turbulence models.
Run `npx skills add ZimoLiao/scholaraio --skill openfoam -a claude-code`. Or copy the skill folder (.claude/skills/openfoam in ZimoLiao/scholaraio) into .claude/skills/openfoam in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ZimoLiao/scholaraio --skill openfoam -a codex`. Or copy the skill folder (.claude/skills/openfoam in ZimoLiao/scholaraio) into .agents/skills/openfoam in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ZimoLiao/scholaraio --skill openfoam -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openfoam, .gemini/skills/openfoam, .github/skills/openfoam and .opencode/skills/openfoam in your project.
Going by SKILL.md and its folder, Openfoam needs the command-line tools its instructions call (apt and docker). Our summary lists: Python 3; Docker.
SKILL.md contains no URLs. Its commands use docker, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (runs commands with sudo), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Openfoam is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Openfoam: Astropy (zLanqing/codex-claude-academic-skills, 4.7k stars), Pymatgen (zLanqing/codex-claude-academic-skills, 4.7k stars), Cantera Ignition Delay (K-Dense-AI/scientific-agent-skills, 48k stars) and Weather (trpc-group/trpc-agent-go, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ZimoLiao (a GitHub user) maintains it in ZimoLiao/scholaraio, which has 577 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on September 25, 2026.
Source: ZimoLiao/scholaraio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.