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Workflow graduation

Skill TonkaToyXL/cursor-agent-skills/workflow-graduation

Use when a task, fix, research flow, content pipeline, or agent workflow repeats or is likely to repeat. Converts one-off work into durable SOPs, skills, scripts, checklists, memory notes, or backlog items so the agent compounds instead of rediscovering.From its SKILL.md

Install
npx -y skills add TonkaToyXL/cursor-agent-skills --skill workflow-graduation

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

3.7 KB, 779 tokens by cl100k_base, as published. Nobody here has run it

Workflow Graduation

Purpose

Turn repeated or high-value agent work into durable operating assets. This is the “don’t rediscover it next time” skill.

Use it when:

  • A workflow has been done twice or will clearly recur.
  • A bug/fix/config issue repeats.
  • A user says “make this reusable,” “do this properly,” “remember the process,” or “follow your recommendation.”
  • A task produced a useful pattern, checklist, prompt, source set, command, or acceptance gate.
  • A workflow belongs to a named lane such as content pipelines, config repair, research briefs, or agent/tool setup.

Do not use it for true one-offs with no future value.

Graduation Decision

Classify the work into the smallest durable artifact that will prevent future rediscovery:

PatternGraduate into
Stable multi-step workflowSkill (~/.agents/skills/<name>/SKILL.md)
Small command sequenceScript or launcher
Repeated checklistSOP/checklist markdown
Durable preference/contextMemory note / Obsidian / Gemini Memory
Bug or trapMistake note + guardrail
Future improvementBacklog item with trigger + acceptance criteria

Prefer the least complex artifact that will actually be used.

Required Workflow

  1. Capture the trigger

    • What happened?
    • What phrase/task should trigger this next time?
    • Which lane does it belong to?
  2. Extract the reusable shape

    • Inputs needed
    • Steps that worked
    • Tools/sources used
    • Verification gate
    • Output contract
    • Known caveats
  3. Choose the artifact

    • Skill for cross-session behavior
    • SOP/checklist for guidance
    • Script for deterministic commands
    • Memory for durable preferences/facts
    • Backlog if not implemented now
  4. Install or update it

    • Put active skills under ~/.agents/skills/<skill-name>/SKILL.md or your agent skills directory.
    • Put workspace SOPs/backlogs under your agent workspace memory folder.
    • Do not edit generated foundation blocks directly unless the user explicitly asks.
  5. Verify

    • YAML frontmatter parses.
    • Trigger description is clear enough for future skill selection.
    • Artifact path exists.
    • If a script was added, run a dry-run/help/syntax check.
    • If a workflow was added, include an acceptance gate.
  6. Report briefly

    • What was made
    • Where it lives
    • How it will trigger next time
    • Any remaining backlog

Backlog Item Template

### <title>
- **Lane:** <agent / content / client / personal ops>
- **Trigger:** <when this should apply>
- **Problem:** <what keeps getting rediscovered or repeated>
- **Durable asset:** <skill / script / SOP / memory / guardrail>
- **Acceptance gate:** <how future agent verifies it worked>
- **Status:** queued | in-progress | shipped | retired

Quality Bar

A graduated workflow is only “done” if a future session can execute it without asking the user to re-explain the context.

Good assets are:

  • Short enough to be read quickly.
  • Specific enough to prevent mistakes.
  • Source-backed when claims matter.
  • Paired with a verification gate.
  • Updated when reality changes.

Anti-Patterns

Avoid:

  • Huge generic skills that trigger on everything.
  • Saving secrets or private tokens.
  • Backlogs with no trigger or acceptance gate.
  • Writing “remember to…” without creating a durable file/tool.
  • Making a skill when a 10-line checklist would do.

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

Keep looking

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