skill-authoring-workflow
Meta-skill authoring workflow: select path, validate, and publish, efficiently managing and iterating AI skill development.
npx skills add deanpeters/Product-Manager-Skills --skill skill-authoring-workflowBefore / After Comparison
1 组AI skill development lacks a unified process, path selection is arbitrary, and validation steps are insufficient. Documentation updates lag, and packaging and release are difficult, leading to inconsistent skill quality and high maintenance costs.
Following a standard development process ensures reasonable path selection and strict validation. Documentation is updated in real-time, and packaging and release are smooth, significantly improving AI skill development efficiency and quality, and reducing maintenance costs.
Purpose
Create or update PM skills without chaos. This workflow turns rough notes, workshop content, or half-baked prompt dumps into compliant skills/<skill-name>/SKILL.md assets that actually pass validation and belong in this repo.
Use it when you want to ship a new skill without "looks good to me" roulette.
Key Concepts
Dogfood First
Use repo-native tools and standards before inventing a custom process:
scripts/find-a-skill.shscripts/add-a-skill.shscripts/build-a-skill.shscripts/test-a-skill.shscripts/check-skill-metadata.py
Pick the Right Creation Path
- Guided wizard (
build-a-skill.sh): Best when you have an idea but not final prose. - Content-first generator (
add-a-skill.sh): Best when you already have source content. - Manual edit + validate: Best for tightening an existing skill.
Definition of Done (No Exceptions)
A skill is done only when:
- Frontmatter is valid (
name,description,intent,type) - Section order is compliant
- Metadata limits are respected (
name<= 64 chars,description<= 200 chars) - Description says both what the skill does and when to use it
- Intent carries the fuller repo-facing summary without replacing the trigger-oriented description
- Cross-references resolve
- README catalog counts and tables are updated (if adding/removing skills)
Facilitation Source of Truth
When running this workflow as a guided conversation, use workshop-facilitation as the interaction protocol.
It defines:
- session heads-up + entry mode (Guided, Context dump, Best guess)
- one-question turns with plain-language prompts
- progress labels (for example, Context Qx/8 and Scoring Qx/5)
- interruption handling and pause/resume behavior
- numbered recommendations at decision points
- quick-select numbered response options for regular questions (include
Other (specify)when useful)
This file defines the workflow sequence and domain-specific outputs. If there is a conflict, follow this file's workflow logic.
Application
Phase 1: Preflight (Avoid Duplicate Work)
- Search for overlapping skills:
./scripts/find-a-skill.sh --keyword "<topic>"
- Decide type:
- Component: one artifact/template
- Interactive: 3-5 adaptive questions + numbered options
- Workflow: multi-phase orchestration
Phase 2: Generate Draft
If you have source material:
./scripts/add-a-skill.sh research/your-framework.md
If you want guided prompts:
./scripts/build-a-skill.sh
Phase 3: Tighten the Skill
Manually review for:
- Clear "when to use" guidance
- One concrete example
- One explicit anti-pattern
- No filler or vague consultant-speak
Phase 4: Validate Hard
Run strict checks before thinking about commit:
./scripts/test-a-skill.sh --skill <skill-name> --smoke
python3 scripts/check-skill-metadata.py skills/<skill-name>/SKILL.md
python3 scripts/check-skill-triggers.py skills/<skill-name>/SKILL.md --show-cases
Phase 5: Integrate with Repo Docs
If this is a new skill:
- Add it to the correct README category table
- Update skill totals and category counts
- Verify link paths resolve
Phase 6: Optional Packaging
If targeting Claude custom skill upload:
./scripts/zip-a-skill.sh --skill <skill-name>
# or zip one category:
./scripts/zip-a-skill.sh --type component --output dist/skill-zips
# or use a curated starter preset:
./scripts/zip-a-skill.sh --preset core-pm --output dist/skill-zips
Examples
Example: Turn Workshop Notes into a Skill
Input: research/pricing-workshop-notes.md
Goal: new interactive advisor
./scripts/add-a-skill.sh research/pricing-workshop-notes.md
./scripts/test-a-skill.sh --skill <new-skill-name> --smoke
python3 scripts/check-skill-metadata.py skills/<new-skill-name>/SKILL.md
Expected result:
- New skill folder exists
- Skill passes structural and metadata checks
- README catalog entry added/updated
Anti-Pattern Example
"We wrote a cool skill, skipped validation, forgot README counts, and shipped anyway."
Result:
- Broken references
- Inconsistent catalog numbers
- Confusion for contributors and users
Common Pitfalls
- Shipping vibes, not standards.
- Choosing
workflowwhen the task is really a component template. - Bloated descriptions that exceed upload limits.
- Descriptions that say what the skill is but not when Claude should trigger it.
- Descriptions that silently hit the 200-char limit and get cut off mid-thought.
- Letting
intentbecome a substitute for a weak trigger description. - Forgetting to update README counts after adding a skill.
- Treating generated output as final without review.
References
README.mdAGENTS.mdCLAUDE.mddocs/Building PM Skills.mddocs/Add-a-Skill Utility Guide.md- Anthropic's Complete Guide to Building Skills for Claude
scripts/add-a-skill.shscripts/build-a-skill.shscripts/find-a-skill.shscripts/test-a-skill.shscripts/check-skill-metadata.pyscripts/check-skill-triggers.pyscripts/zip-a-skill.sh
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