generalizable-skill-authoring

generalizable-skill-authoring is a skill for Claude Code, Codex from BingHanOfUESTC/open_agent_team. It costs 31 tokens per session (370 once invoked), scanned A, original, MIT.

A skill-authoring guide for writing reusable SKILL.md files. It focuses on methods and checks that can be applied to many similar tasks instead of storing one task's answer.

In plain words
What is it for?
Use it when creating or revising reusable instructions for coding agents.
Why use it?
It reduces the risk of creating instructions that only work for one example or accidentally copy task-specific material.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when creating or revising reusable instructions for coding agents.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/binghanofuestc/open_agent_team/generalizable-skill-authoring
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 BingHanOfUESTC/open_agent_team --skill generalizable-skill-authoring
Clone the repo
git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team

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 generalizable-skill-authoring

README.md
[![agentmods](https://agentmods.dev/badge/skills/binghanofuestc/open_agent_team/generalizable-skill-authoring/github.svg)](https://agentmods.dev/skills/binghanofuestc/open_agent_team/generalizable-skill-authoring)
Your own site
<a href="https://agentmods.dev/skills/binghanofuestc/open_agent_team/generalizable-skill-authoring"><img src="https://agentmods.dev/badge/skills/binghanofuestc/open_agent_team/generalizable-skill-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 generalizable-skill-authoring

Your own site · 80×15
<a href="https://agentmods.dev/skills/binghanofuestc/open_agent_team/generalizable-skill-authoring"><img src="https://agentmods.dev/badge/skills/binghanofuestc/open_agent_team/generalizable-skill-authoring.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 370 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 original 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 $0.00031 $0.00370
Opus 5 $0.00015 $0.00185
Sonnet 5 $0.00006 $0.00074
Haiku 4.5 $0.00003 $0.00037

Measured 8d ago against content hash 88151ce59b06, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

generalizable-skill-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 8d 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.

teams/skills_evolving_team/skills/generalizable-skill-authoring/SKILL.md · 77 lines

What it actually says

Generalizable Skill Authoring

好的 skill 是可复用能力,不是本次任务的答案缓存。


1. SKILL.md 基本结构

YAML front matter
能力目标
适用场景
输入要求
输出要求
方法步骤
质量检查
失败模式
禁止内容

2. 写作原则

写方法,不写答案。
写判断标准,不写参考输出。
写抽象流程,不写本次任务实体。
写失败模式,不写对某个样例的补丁。
写可迁移的检查表,不写一次性格式。

3. 示例使用规则

允许:

抽象示例
占位符示例
跨领域小例子
反例模式

禁止:

Boss 参考输出原句
Boss 样例答案改写
本次任务专属名称
本次任务专属结论
为了贴近样例而固定字段顺序

4. 泛化性自检

写完 skill 后检查:

换一个同类任务,这个 skill 还成立吗?
删除 Boss 参考输出后,这个 skill 还能被理解吗?
是否出现本次任务独有实体?
是否把评价答案写成了生成规则?
失败时能定位是 skill 问题还是执行问题吗?
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. 8d ago First seen · 77 lines · 31 tokens per session scan A 88151ce59b06

Subscribe to this mod's changes

generalizable-skill-authoring is a skill published in the GitHub repository BingHanOfUESTC/open_agent_team (106 stars, last pushed 2mo ago), licensed MIT. It adds 31 tokens to every session and 370 once invoked, about $0.0002 per session on Opus 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 2026-09-03.

Related

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