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sci-skills-generator

sci-skills-generator is a skill for Claude Code, Codex from TaoELi/FermiLink. It costs 77 tokens per session (1,319 once invoked), scanned A, original, AGPL-3.0.

A generator for creating or refreshing a skills folder for scientific software from its documentation, source code, tests, and tutorials.

In plain words
What is it for?
Use it to bootstrap or regenerate skills for packages such as LAMMPS, PSI4, GROMACS, Q-Chem, or Meep, with a capped set of roughly 30 skills.
Why use it?
It helps organize package-specific guidance without manually writing every skill and keeps the routing based on available documentation.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 11repo 2mo ago A scan 77 tokens AGPL-3.0

Good fit Use it to bootstrap or regenerate skills for packages such as LAMMPS, PSI4, GROMACS, Q-Chem, or Meep, with a capped set of roughly 30 skills.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/taoeli/fermilink/sci-skills-generator
View source ↗ TaoELi/FermiLink fermilink.org
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add TaoELi/FermiLink --skill sci-skills-generator
Clone the repo
git clone --depth 1 https://github.com/TaoELi/FermiLink

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for sci-skills-generator

README.md
[![agentmods](https://agentmods.dev/badge/skills/taoeli/fermilink/sci-skills-generator/github.svg)](https://agentmods.dev/skills/taoeli/fermilink/sci-skills-generator)
Your own site
<a href="https://agentmods.dev/skills/taoeli/fermilink/sci-skills-generator"><img src="https://agentmods.dev/badge/skills/taoeli/fermilink/sci-skills-generator/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for sci-skills-generator

Your own site · 80×15
<a href="https://agentmods.dev/skills/taoeli/fermilink/sci-skills-generator"><img src="https://agentmods.dev/badge/skills/taoeli/fermilink/sci-skills-generator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 77 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,319 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00077 $0.01319
Opus 5.5 $0.00031 $0.00528
Sonnet 5.5 $0.00015 $0.00264
Haiku 4.5 $0.00008 $0.00132

Measured 2mo ago against content hash 2a10a6ff1894, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

sci-skills-generator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

The scan reads SKILL.md. This mod also ships 25 executable files (assets/maxwelllink-skills-template/skills/mxl-core/scripts/validate_skills_structure.py, assets/maxwelllink-skills-template/skills/mxl-project-scaffold/assets/templates/laser-tls-embedded/em.py, assets/maxwelllink-skills-template/skills/mxl-project-scaffold/assets/templates/laser-tls-embedded/run_local.sh, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

src/fermilink/tools/sci-skills-generator/SKILL.md · 91 lines

The source is not reproduced here

Licensed AGPL-3.0

The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 91 lines · 77 tokens per session scan A 2a10a6ff1894

Subscribe to this mod's changes

sci-skills-generator is a skill published in the GitHub repository TaoELi/FermiLink (11 stars, last pushed 2mo ago), licensed AGPL-3.0. It adds 77 tokens to every session and 1,319 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

OptimizationScientificai-agentscodexgeminihpcsimulations
Related

sci-skills-generator compared with skills from other repositories

sci-skills-generator next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
sci-skills-generatorTaoELi/FermiLinkSkill112mo agoAGPL-3.0A77Claude Code, Codex
julia-expertpersonamanagmentlayer/pclSkill4411d agoApache-2.0A64Claude Code
ml-training-recipesOrchestra-Research/AI-Research-SKILLsSkill14k27d agoMITA88Claude Code
multi-objective-optimizationsynthetic-sciences/openscienceSkill4.3k2d agoApache-2.0A37Claude Code, Codex
social-physics-filterwinstonkoh87/Athena-PublicSkill620yesterdayMITA34Claude Code, Codex
cuopt-developerNVIDIA/cuoptSkill1.1kyesterdayApache-2.0B47Cursor
cuopt-user-rulesNVIDIA/cuoptSkill1.1kyesterdayApache-2.0B42Cursor