extract – Agents & Automation skill for AI agents
Turn a proven pattern or debugging solution into a standalone reusable skill with SKILL.md, reference docs, and examples. Use when the user runs /si:extract or asks to package a recurring solution from memory into a skill.
Install the extract skill with one command
Pick the tool you use, copy the command and paste it in your terminal. The skill lands in that tool's skills folder and is ready in your next session.
Claude Code
mkdir -p ~/.claude/skills && curl -fsSL https://skill.dn1nguoi.com/z/extract-2cc22.tgz | tar xz -C ~/.claude/skills
Call it in Claude Code: /extract – then describe the task you want done.
Codex
mkdir -p ~/.codex/skills && curl -fsSL https://skill.dn1nguoi.com/z/extract-2cc22.tgz | tar xz -C ~/.codex/skills
Call it in Codex: $extract – then describe the task you want done.
Hermes Agent
mkdir -p ~/.hermes/skills && curl -fsSL https://skill.dn1nguoi.com/z/extract-2cc22.tgz | tar xz -C ~/.hermes/skills
Call it in Hermes Agent: /extract – then describe the task you want done.
DeepSeek
mkdir -p ~/.deepcode/skills && curl -fsSL https://skill.dn1nguoi.com/z/extract-2cc22.tgz | tar xz -C ~/.deepcode/skills
Call it in DeepSeek: /extract – then describe the task you want done.
SKILL.md content
/si:extract — Create Skills from Patterns
Transforms a recurring pattern or debugging solution into a standalone, portable skill that can be installed in any project.
Usage
/si:extract <pattern description> # Interactive extraction
/si:extract <pattern> --name docker-m1-fixes # Specify skill name
/si:extract <pattern> --output ./skills/ # Custom output directory
/si:extract <pattern> --dry-run # Preview without creating filesWhen to Extract
A learning qualifies for skill extraction when ANY of these are true:
| Criterion | Signal |
|---|---|
| Recurring | Same issue across 2+ projects |
| Non-obvious | Required real debugging to discover |
| Broadly applicable | Not tied to one specific codebase |
| Complex solution | Multi-step fix that's easy to forget |
| User-flagged | "Save this as a skill", "I want to reuse this" |
Workflow
Step 1: Identify the pattern
Read the user's description. Search auto-memory for related entries:
MEMORY_DIR="$HOME/.claude/projects/$(pwd | sed 's|/|%2F|g; s|%2F|/|; s|^/||')/memory"
grep -rni "<keywords>" "$MEMORY_DIR/"If found in auto-memory, use those entries as source material. If not, use the user's description directly.
Step 2: Determine skill scope
Ask (max 2 questions):
- "What problem does this solve?" (if not clear)
- "Should this include code examples?" (if applicable)
Step 3: Generate skill name
Rules for naming:
- Lowercase, hyphens between words
- Descriptive but concise (2-4 words)
- Examples:
docker-m1-fixes,api-timeout-patterns,pnpm-workspace-setup
Reserved fragments — must NOT appear in the skill name:
claudeanthropic
For skills about Claude Code itself, use the cc- prefix instead:
- ❌
claude-code-settings→ ✅cc-settings - ❌
claude-code-maintenance→ ✅cc-maintenance - ❌
claude-mcp-tools→ ✅cc-mcp-tools - ❌
claude-plugin-development→ ✅cc-plugin-development
Before writing the skill directory, check the proposed name against this list.
If a reserved fragment is present, transform it (drop the fragment or replace
the claude*/anthropic* prefix with cc-) and confirm with the user.
Step 4: Create the skill files
Spawn the skill-extractor agent for the actual file generation.
The agent creates:
<skill-name>/
├── SKILL.md # Main skill file with frontmatter
├── README.md # Human-readable overview
└── reference/ # (optional) Supporting documentation
└── examples.md # Concrete examples and edge casesStep 5: SKILL.md structure
The generated SKILL.md must follow this format:
---
name: "skill-name"
description: "<one-line description>. Use when: <trigger conditions>."
---
# <Skill Title>
> One-line summary of what this skill solves.
## Quick Reference
| Problem | Solution |
|---------|----------|
| {{problem 1}} | {{solution 1}} |
| {{problem 2}} | {{solution 2}} |
## The Problem
{{2-3 sentences explaining what goes wrong and why it's non-obvious.}}
## Solutions
### Option 1: {{Name}} (Recommended)
{{Step-by-step with code examples.}}
### Option 2: {{Alternative}}
{{For when Option 1 doesn't apply.}}
## Trade-offs
| Approach | Pros | Cons |
|----------|------|------|
| Option 1 | {{pros}} | {{cons}} |
| Option 2 | {{pros}} | {{cons}} |
## Edge Cases
- {{edge case 1 and how to handle it}}
- {{edge case 2 and how to handle it}}Step 6: Quality gates
Before finalizing, verify:
- [ ] SKILL.md has valid YAML frontmatter with
nameanddescription - [ ]
namematches the folder name (lowercase, hyphens) - [ ]
namedoes NOT contain reserved fragmentsclaudeoranthropic(usecc-prefix for Claude Code skills) - [ ] Description includes "Use when:" trigger conditions
- [ ] Solutions are self-contained (no external context needed)
- [ ] Code examples are complete and copy-pasteable
- [ ] No project-specific hardcoded values (paths, URLs, credentials)
- [ ] No unnecessary dependencies
Step 7: Report
✅ Skill extracted: {{skill-name}}
Files created:
{{path}}/SKILL.md ({{lines}} lines)
{{path}}/README.md ({{lines}} lines)
{{path}}/reference/examples.md ({{lines}} lines)
Install: /plugin install (copy to your skills directory)
Publish: clawhub publish {{path}}
Source: MEMORY.md entries at lines {{n, m, ...}} (retained — the skill is portable, the memory is project-specific)Examples
Extracting a debugging pattern
/si:extract "Fix for Docker builds failing on Apple Silicon with platform mismatch"Creates docker-m1-fixes/SKILL.md with:
- The platform mismatch error message
- Three solutions (build flag, Dockerfile, docker-compose)
- Trade-offs table
- Performance note about Rosetta 2 emulation
Extracting a workflow pattern
/si:extract "Always regenerate TypeScript API client after modifying OpenAPI spec"Creates api-client-regen/SKILL.md with:
- Why manual regen is needed
- The exact command sequence
- CI integration snippet
- Common failure modes
Tips
- Extract patterns that would save time in a *different* project
- Keep skills focused — one problem per skill
- Include the error messages people would search for
- Test the skill by reading it without the original context — does it make sense?
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