Abaqus
Cai-aa/CAE-Agent-Hub
Master skill for Abaqus FEA scripting. An agent skill from Cai-aa/CAE-Agent-Hub.
Closed-loop inverse-design validation. An agent skill from theneoai/awesome-skills.
Custom licenceAuto-check: notes
Install Abaqus Surrogate Fea Validation
$ npx skills add theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install theneoai/awesome-skills abaqus-surrogate-fea-validation --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/theneoai/awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .claude/skills/abaqus-surrogate-fea-validation && 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 "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .claude/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validationType 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 theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install theneoai/awesome-skills abaqus-surrogate-fea-validation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .agents/skills/abaqus-surrogate-fea-validation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .agents/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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 theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install theneoai/awesome-skills abaqus-surrogate-fea-validation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .cursor/skills/abaqus-surrogate-fea-validation && 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 "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .cursor/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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/theneoai/awesome-skills.git --path skills/tools/engineering-simulation/abaqus-surrogate-fea-validation--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 theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install theneoai/awesome-skills abaqus-surrogate-fea-validation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .gemini/skills/abaqus-surrogate-fea-validation && 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 "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .gemini/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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 theneoai/awesome-skills abaqus-surrogate-fea-validationInstalls 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 theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .github/skills/abaqus-surrogate-fea-validation && 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 "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .github/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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 theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install theneoai/awesome-skills abaqus-surrogate-fea-validation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation .opencode/skills/abaqus-surrogate-fea-validation && 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 "abaqus-surrogate-fea-validation" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/tools/engineering-simulation/abaqus-surrogate-fea-validation into .opencode/skills/abaqus-surrogate-fea-validation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abaqus-surrogate-fea-validation", 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.
Facts
- Skill name
abaqus-surrogate-fea-validation- GitHub stars
- 185
- Token cost
- ~3.4k tokens
- SKILL.md length
- 1,090 words
- Files
- 3 (incl. references)
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Closed-loop inverse-design validation. An agent skill from theneoai/awesome-skills.
- Works in 12 steps: Fit / load surrogate → Per target → Surrogate-side metrics → …
- The user wants to evaluate is my surrogate good enough for inverse design?
- SKILL.md covers When to Use This Skill, The Loop, Required Inputs and The 4 Inverse Solvers, plus 6 more sections
- Runs Python scripts from its folder; calls python
What it does
Abaqus Surrogate Fea Validation is an agent skill from theneoai/awesome-skills. Closed-loop inverse-design validation. Given a target deformation field, solve the inverse problem on a trained surrogate (Ridge / linear), then run an Abaqus FEA verification and compare surrogate-predicted vs. true displacement field. Reports MSE / MAE / max-abs-error / NRMSE side-by-side, plus saturated-channel count, so you can quantify the surrogate-FEA gap. Use when the user wants to evaluate "is my surrogate good enough for inverse design?", "how big is the surrogate-FEA gap on this target?", "did the…
Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/inverse_solvers.py` and `references/surrogate_validation.py`).
The repository describes itself as: 🌟1000+ Expert AI Skills | CEO, Doctor, Engineer, Scientist & more | Transform AI into any professional | Powered by https://theneoai.github.io/skill-writer/.
When your agent uses it
- The user wants to evaluate is my surrogate good enough for inverse design?
- How big is the surrogate-FEA gap on this target?
- Did the optimizer find a real solution
- Just a surrogate hallucination?
Example prompts
- “is my surrogate good enough for inverse design?”
- “how big is the surrogate-FEA gap on this target?”
- “/abaqus-surrogate-fea-validation”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Write, Edit, Glob, Grep, Bash
Workflow steps
12 steps, taken from the step headings in SKILL.md.
- Fit / load surrogate
- Per target
- Surrogate-side metrics
- FEA verification
- Side-by-side report
- Standardization MUST be consistent
- Hard-clip after unstandardize
- saturated_channels is the early-warning metric
- NRMSE normalization choice
- The 4 modes of failure
- FEA cost dominates total runtime
- Reproducibility
What it can do on your machine
Read from SKILL.md and the folder at commit 61fe4f2. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditGlobGrepBash
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Abaqus Surrogate Fea Validation loads about 3.4k tokens when it runs, and up to ~10k if it reads all its reference files. Until then it costs about 153 tokens; SKILL.md has 1,090 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.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Write, Edit, Glob, Grep, Bash
Automated 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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,090 words (~3,393 tokens).
“Closes the verification loop on a surrogate-driven inverse design. Surrogates are fast but optimistic — they extrapolate, hallucinate, and reward saturated solutions that the real FEA cannot reproduce. This skill forces a side-by-side comparison between what the surrogate thinks it…”
- name
- abaqus-surrogate-fea-validation
- allowed-tools
- Read, Write, Edit, Glob, Grep, Bash
- difficulty
- intermediate
- category
- engineering-simulation
- tags
- abaqus, fea, finite-element, simulation, surrogate-model, inverse-design, validation, ridge, l-bfgs-b
- platforms
- claude, openclaw, opencode, cursor, codex, cline
- quality
- community
Files
SKILL.md and 2 other files (references) in skills/tools/engineering-simulation/abaqus-surrogate-fea-validation of theneoai/awesome-skills.
- SKILL.md
- references/inverse_solvers.py
- references/surrogate_validation.py
Open the folder on GitHubat commit 61fe4f2
Compare with similar skills
Abaqus Surrogate Fea Validation 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 |
|---|---|---|---|---|---|---|
| Abaqus Surrogate Fea Validation this skilltheneoai/awesome-skills | 185 | — | ~3.4k | Automated safety check: Notes | Custom licence | |
| AbaqusCai-aa/CAE-Agent-Hub | 1k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Closing Checklistanthropics/claude-for-legal | 9.6k | 2 repos | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Closedavepoon/buildwithclaude | 3.6k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Close Flaky IssuesClickHouse/ClickHouse | 50k | — | ~1.9k | Automated safety check: Notes | Apache-2.0 | |
| Monthly Closing Statementssickn33/agentic-awesome-skills | 47k | 1 repos | ~6.2k | Automated safety check: Pass | MIT |
Similar skills
- Official
Closing Checklist
anthropics/claude-for-legal
What's blocking close — maintain the closing checklist with status, critical path, and days to close.
Close
davepoon/buildwithclaude
Commit the session to durable vault memory and prepare a clean resume point
Close Flaky Issues
ClickHouse/ClickHouse
Audit open "flaky test" GitHub issues and close those whose tests are no longer failing on master.
Monthly Closing Statements
sickn33/agentic-awesome-skills
Monthly closing register: period dates, cash/bank/party/inventory/TDS reconciliation flags, profit, receivables, payables, working capital, open adjustments and reviewer.
- Official
Matter Close
anthropics/claude-for-legal
Close a matter — capture outcome, final exposure, and lessons, then archive it out of the active portfolio without deleting the record.
More from theneoai/awesome-skills
All 11 skills in this repoGerrit Permission Manager
theneoai/awesome-skills
Expert manager for Gerrit multi-repository and multi-branch permission configurations.
Abaqus Expert
theneoai/awesome-skills
Invoke when: User needs help with Abaqus FEA, nonlinear analysis, contact mechanics, or material modeling.
Abaqus Lhs Batch Dataset
theneoai/awesome-skills
Generate an Abaqus FEA training dataset for surrogate / ML models.
Abaqus Odb To Grid CSV
theneoai/awesome-skills
Convert per-case Abaqus FEA outputs into ML-ready (X, Y) wide-table CSVs.
Academic Advisor
theneoai/awesome-skills
Expert Academic Advisor specializing in academic planning, degree requirements, student success coaching, and career pathway integration.
Academic Director
theneoai/awesome-skills
Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards.
Questions about Abaqus Surrogate Fea Validation
What does Abaqus Surrogate Fea Validation do?
Closed-loop inverse-design validation. An agent skill from theneoai/awesome-skills. Abaqus Surrogate Fea Validation is an agent skill from theneoai/awesome-skills. Closed-loop inverse-design validation.
When should I use Abaqus Surrogate Fea Validation?
Abaqus Surrogate Fea Validation fits situations like: the user wants to evaluate is my surrogate good enough for inverse design?; how big is the surrogate-FEA gap on this target?; did the optimizer find a real solution; just a surrogate hallucination?.
How do I install Abaqus Surrogate Fea Validation in Claude Code?
Run `npx skills add theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a claude-code`. Or copy the skill folder (skills/tools/engineering-simulation/abaqus-surrogate-fea-validation in theneoai/awesome-skills) into .claude/skills/abaqus-surrogate-fea-validation in your project. Claude Code loads it when a task matches its description.
How do I install Abaqus Surrogate Fea Validation in Codex?
Run `npx skills add theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a codex`. Or copy the skill folder (skills/tools/engineering-simulation/abaqus-surrogate-fea-validation in theneoai/awesome-skills) into .agents/skills/abaqus-surrogate-fea-validation in your project. Codex loads it when a task matches its description.
Can I use Abaqus Surrogate Fea Validation in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add theneoai/awesome-skills --skill abaqus-surrogate-fea-validation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/abaqus-surrogate-fea-validation, .gemini/skills/abaqus-surrogate-fea-validation, .github/skills/abaqus-surrogate-fea-validation and .opencode/skills/abaqus-surrogate-fea-validation in your project.
What does Abaqus Surrogate Fea Validation need to run?
Going by SKILL.md and its folder, Abaqus Surrogate Fea Validation needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep, Bash.
Does Abaqus Surrogate Fea Validation access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Abaqus Surrogate Fea Validation safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Abaqus Surrogate Fea Validation use?
Abaqus Surrogate Fea Validation has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Abaqus Surrogate Fea Validation use?
About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.7k tokens, read only when the agent opens those files.
What are the alternatives to Abaqus Surrogate Fea Validation?
Skills that share tags, products or a category with Abaqus Surrogate Fea Validation: Abaqus (Cai-aa/CAE-Agent-Hub, 1k stars), Closing Checklist (anthropics/claude-for-legal, 9.6k stars), Close (davepoon/buildwithclaude, 3.6k stars) and Close Flaky Issues (ClickHouse/ClickHouse, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Abaqus Surrogate Fea Validation?
theneoai (a GitHub user) maintains it in theneoai/awesome-skills, which has 185 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on May 15, 2026.
Source: theneoai/awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.