Workflow Creator
Create workflow-* skills by composing existing skills into end-to-end chains.
by heyvhuang · MIT
The skill
Create workflow-* skills by composing existing skills into end-to-end chains. Turns a user idea into a workflow_spec.md SSOT (via workflow-brainstorm), discovers available skills locally + from skills.sh, and generates a new workflow-<slug>/ skill package. Use when you want to design a new workflow, chain multiple skills into a flow, or turn scattered atomic skills into a resumable plan-then-confirm workflow.
Workflow Creator
Create a new workflow-<slug>/ skill package that chains existing skills with Ship Faster-standard artifacts.
Hard rules (do not skip)
- Compose skills, don't copy them: a workflow's job is orchestration. Do not paste long best-practice content from other skills into the workflow. Instead: map each step to a single existing skill and point to it.
- One step = one skill: every step in
workflow_spec.mdmust map to exactly one skill (or a tiny, verifiable manual action). - Missing required skill = stop: do not approximate a missing skill by rewriting its logic. When a required skill is missing locally, you must look up candidates on
https://skills.sh/, suggest 2-3 options + install commands, and wait for the user. - Artifact-first, resumable: state lives in
proposal.md,tasks.md,context.jsonunderrun_dir/. - Plan-then-confirm execution: generated workflows must write a plan first, then ask the user to confirm execution; the confirmation must be recorded under
tasks.md -> ## Approvals.
Defaults (Ship Faster standard)
- Artifact store:
runs/by default, OpenSpec whenopenspec/project.mdexists (unless overridden incontext.json). - Required run files:
proposal.md,tasks.md,context.json. - Execution model: plan first, then ask the user to confirm execution; on confirmation, record approval in
tasks.md.
Inputs (paths only)
- Optional:
repo_root(skills repository root) - Optional:
workflow_spec_path(if the user already wrote a spec)
Outputs
- New or updated workflow skill folder:
workflow-<slug>/SKILL.mdworkflow-<slug>/references/workflow-spec.md(SSOT)
References
- Prompt pack (verbatim prompts): references/prompt-pack.md
- Workflow spec template (SSOT): references/workflow-spec-template.md
- Example generated workflow skill: references/example-workflow-skill.md
- Example workflow spec (valid): references/example-workflow-spec.md
Process
0) Resolve skills root (deterministic)
Resolve skills_root using this priority:
- If user provides
repo_root, use it. - Else search upward from the current working directory for:
<dir>/skills/manifest.json(monorepo layout) ->skills_root = <dir>/skills/<dir>/manifest.json(skills-repo layout) ->skills_root = <dir>/
1) Create or load workflow_spec.md (SSOT)
If workflow_spec_path is not provided:
-
Call
workflow-brainstormfirst to converge on:- core goal (1 sentence)
- acceptance criteria (3-7 bullets)
- non-goals (1-5 bullets)
- constraints (risk preference, timeline)
- 5-10 real trigger phrases the user would say
-
Skill Discovery (REQUIRED) - before finalizing required_skills:
a) Local skills scan: List all potentially relevant skills under
skills_root:ls -1 ~/.claude/skills/ | grep -E "(tool-|review-|workflow-)"Identify which local skills could serve steps in the workflow.
b) skills.sh lookup (MANDATORY): Fetch the leaderboard from
https://skills.sh/and identify relevant skills:- Search for keywords related to the workflow goal
- Note top skills by install count in relevant categories
- Identify 3-5 potentially useful external skills
c) Present findings to user:
## Skill Discovery Results ### Local Skills (available) | Skill | Relevance | Notes | |-------|-----------|-------| | tool-xxx | HIGH | ... | | review-yyy | MEDIUM | ... | ### External Skills (skills.sh) | Skill | Installs | Source | Relevance | |-------|----------|--------|-----------| | skill-name | 10K | owner/repo | ... | **Want to inspect any external skills before deciding?** (list numbers or "none")d) If user wants to inspect: fetch skill details from skills.sh page, show SKILL.md content, then ask again.
e) User confirms final skill selection: only then proceed to write spec.
-
Write a
workflow_spec.mdusing the template inreferences/workflow-spec-template.md.
2) Validate spec (deterministic)
Run:
python3 scripts/validate_workflow_spec.py /path/to/workflow_spec.md
Fix any validation errors before generating.
3) Resolve skill dependencies
- Read
required_skills/optional_skillsfrom the spec. - Check which skills exist locally under
skills_root. - If any required skill is missing:
- Stop.
- Use the prompt in
references/prompt-pack.mdto do a skills.sh lookup. - Suggest 2-3 candidates (links + why) and provide install command suggestions, but do not auto-install.
4) Generate/update workflow-<slug>/
- Create
workflow-<slug>/underskills_rootif missing. - Write SSOT:
workflow-<slug>/references/workflow-spec.md(copy from the validated spec).
- Generate/update
workflow-<slug>/SKILL.md:- Frontmatter
namemust match directory name (workflow-<slug>). - Frontmatter
descriptionmust embed the spectriggers(routing fuel). - Include Ship Faster artifact backend selection rules (
runs/vs OpenSpec). - Include the plan-then-confirm execution policy:
- Plan stage writes checklist to
tasks.md. - Ask user to confirm start.
- Plan stage writes checklist to
- On confirmation, append an approval record under
tasks.md -> ## Approvals(timestamp + scope) and start execution. - Map each chain step to one skill.
- Keep the workflow concise: link to other skills for deep details.
- Frontmatter
5) Basic validation (required)
Run:
python3 scripts/validate_skill_md.py /path/to/workflow-<slug>
If it fails, fix frontmatter/name/line endings until it passes.
Note: The repo also includes skill-creator/scripts/quick_validate.py, but it may require extra Python deps. Use the validator in this skill as the default.
Use this skill
Connect your agent to the Skill Store MCP server and ask for it by ref: heyvhuang/workflow-creator-14898880232.
Details
- Publisher
- heyvhuang
- Category
- AI & Agents › Orchestration & multi-agent
- License
- MIT
- Updated
- 2026-04-04
References
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