agentmods.dev

optimize-goal-authoring

optimize-goal-authoring is a skill for Claude Code, Codex from TaoELi/FermiLink. It costs 61 tokens per session (712 once invoked), scanned A, original, AGPL-3.0.

A guide for writing or reviewing goal.md files used by FermiLink’s optimize command to define software-improvement tasks.

In plain words
What is it for?
Use it when preparing optimization goals for Python, C, C++, or Fortran packages, including staged workload inputs and validation commands.
Why use it?
It helps make optimization targets, scientific correctness rules, representative workloads, and build steps precise enough to run reliably.

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 61 tokens AGPL-3.0

Good fit Use it when preparing optimization goals for Python, C, C++, or Fortran packages, including staged workload inputs and validation commands.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/taoeli/fermilink/optimize-goal-authoring
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 optimize-goal-authoring
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 optimize-goal-authoring

README.md
[![agentmods](https://agentmods.dev/badge/skills/taoeli/fermilink/optimize-goal-authoring/github.svg)](https://agentmods.dev/skills/taoeli/fermilink/optimize-goal-authoring)
Your own site
<a href="https://agentmods.dev/skills/taoeli/fermilink/optimize-goal-authoring"><img src="https://agentmods.dev/badge/skills/taoeli/fermilink/optimize-goal-authoring/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 optimize-goal-authoring

Your own site · 80×15
<a href="https://agentmods.dev/skills/taoeli/fermilink/optimize-goal-authoring"><img src="https://agentmods.dev/badge/skills/taoeli/fermilink/optimize-goal-authoring.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 61 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 712 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 $0.00061 $0.00712
Opus 5.5 $0.00024 $0.00285
Sonnet 5.5 $0.00012 $0.00142
Haiku 4.5 $0.00006 $0.00071

Measured 2mo ago against content hash 8f5805227a96, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

optimize-goal-authoring 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.

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.

skills/optimize-goal-authoring/SKILL.md · 66 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

9 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 · 66 lines · 61 tokens per session scan A 8f5805227a96

Subscribe to this mod's changes

optimize-goal-authoring is a skill published in the GitHub repository TaoELi/FermiLink (11 stars, last pushed 2mo ago), licensed AGPL-3.0. It adds 61 tokens to every session and 712 once invoked, about $0.0002 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.

OptimizationPlanningScientificai-agentscodexgeminihpcsimulations
Related

optimize-goal-authoring compared with skills from other repositories

optimize-goal-authoring next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
optimize-goal-authoringTaoELi/FermiLinkSkill112mo agoAGPL-3.0A61Claude Code, Codex
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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