技能 人工智能 智能体技能创作流程指南

智能体技能创作流程指南

v20260826
write-a-skill
本技能提供了一套完整的、结构化的工作流程,用于创作、编写和完善新的AI智能体技能。它指导用户完成从需求收集、撰写结构化文档到编写工具脚本,再到优化技能描述的过程。适用于需要构建复杂AI智能体工具集或知识库的系统架构师和开发者。
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概览

Writing Skills

Derived from Matt Pocock's write-a-skill (MIT). Matt's voice and 3-phase workflow preserved verbatim. Additions: validation tools + references + cs-* wrapper (see Tooling + Companions below).

Process

  1. Gather requirements - ask user about:

    • What task/domain does the skill cover?
    • What specific use cases should it handle?
    • Does it need executable scripts or just instructions?
    • Any reference materials to include?
  2. Draft the skill - create:

    • SKILL.md with concise instructions
    • Additional reference files if content exceeds 500 lines
    • Utility scripts if deterministic operations needed
  3. Review with user - present draft and ask:

    • Does this cover your use cases?
    • Anything missing or unclear?
    • Should any section be more/less detailed?

Skill Structure

skill-name/
├── SKILL.md           # Main instructions (required)
├── REFERENCE.md       # Detailed docs (if needed)
├── EXAMPLES.md        # Usage examples (if needed)
└── scripts/           # Utility scripts (if needed)
    └── helper.js

SKILL.md Template

---
name: skill-name
description: Brief description of capability. Use when [specific triggers].
---

# Skill Name

## Quick start

[Minimal working example]

## Workflows

[Step-by-step processes with checklists for complex tasks]

## Advanced features

[Link to separate files: See [REFERENCE.md](REFERENCE.md)]

Description Requirements

The description is the only thing your agent sees when deciding which skill to load. It's surfaced in the system prompt alongside all other installed skills. Your agent reads these descriptions and picks the relevant skill based on the user's request.

Goal: Give your agent just enough info to know:

  1. What capability this skill provides
  2. When/why to trigger it (specific keywords, contexts, file types)

Format:

  • Max 1024 chars
  • Write in third person
  • First sentence: what it does
  • Second sentence: "Use when [specific triggers]"

Good example:

Extract text and tables from PDF files, fill forms, merge documents. Use when working with PDF files or when user mentions PDFs, forms, or document extraction.

Bad example:

Helps with documents.

The bad example gives your agent no way to distinguish this from other document skills.

When to Add Scripts

Add utility scripts when:

  • Operation is deterministic (validation, formatting)
  • Same code would be generated repeatedly
  • Errors need explicit handling

Scripts save tokens and improve reliability vs generated code.

When to Split Files

Split into separate files when:

  • SKILL.md exceeds 100 lines
  • Content has distinct domains (finance vs sales schemas)
  • Advanced features are rarely needed

Review Checklist

After drafting, verify:

  • Description includes triggers ("Use when...")
  • SKILL.md under 100 lines
  • No time-sensitive info
  • Consistent terminology
  • Concrete examples included
  • References one level deep

Tooling + Companions

Validation tools + cs-* wrapper sit alongside this skill. Run all 6 review-checklist items programmatically:

python scripts/skill_review_checklist_runner.py path/to/skill-folder

See references/companion_tooling.md for the tool catalogue, cs-skill-author persona agent, and /cs:write-a-skill slash command.

When the knowledge is in a document, not your head

This skill authors from expertise you already have. When the source is a book, a docs folder, a standard, or a pile of specs, use engineering/book-to-skill instead — it compiles the document into a knowledge-base skill (core frameworks + on-demand chapters + glossary + patterns + cheatsheet) and can package the result as a plugin.

/cs:book-to-skill <path|folder|glob> [skill-name]     # compile the source
/cs:book-to-plugin <compiled-skill-dir>               # wrap it as a plugin

Rule of thumb: author first, compile second. A hand-written skill states what you want the agent to do; a compiled book skill is the reference it consults while doing it. If you have both, they are two skills, not one.


Version: 1.0.0 Derived: Matt Pocock (MIT) + this repo's wrapper

信息
Category 人工智能
Name write-a-skill
版本 v20260826
大小 24.44KB
更新时间 2026-09-06
语言