Skill Writer

Skill Writer

Use this as the single canonical workflow for skill creation and improvement. Primary success condition: maximize high-value input coverage before authoring while minimizing wasted runtime tokens.

Follow the workflow steps in order. Load only the reference files required for the step you are on. SKILL.md is the primary router: every bundled reference file should be flat under references/ and listed here with a direct "open when..." reason.

Core Workflow References

Artifact Layout References

Workflow Mechanic References

Claude Code References

Example Profiles

Step 1: Resolve target, path, and shape

1. Resolve the intended operation (create, update, synthesize, iterate) and inspect workspace prior art before choosing where files belong.
2. Choose the target skill root from observed conventions. If the canonical location is still unclear after inspection, ask one direct question before editing files.
3. Read references/mode-selection.md to choose the minimum required workflow paths.
4. Read references/execution-shapes.md to choose the primary execution shape.
5. Default to the simplest adequate shape. If selecting a more complex shape, record why simpler shapes were rejected.
6. Load only the exact artifact-layout, workflow-mechanic, and provider-specific leaf files required by that shape.
7. Before adding guidance, identify what existing rule, section, or file should be narrowed, replaced, or removed.
8. Record portability implications before using provider-specific mechanics.

Step 2: Run synthesis when needed

Read references/synthesis-path.md.

1. Use this path for new skills, material changes, and research-first planning.
2. Collect and score relevant sources with provenance.
3. Read references/source-discovery.md when source material is thin, stale, or ambiguous.
4. Read references/source-adaptation.md when adapting an upstream prompt, workflow, rubric, benchmark, or docs.
5. Produce source-backed decisions and coverage/gap status, including the class and execution-shape choice.
6. Load example profiles only when they add concrete depth for the selected class or shape.
7. If the skill uses provider-specific mechanics, include current official provider docs and capture usage constraints.
8. Do not move to authoring until required coverage is understood or gaps are explicit.

Step 3: Run iteration first when improving from outcomes/examples

Read references/iteration-path.md first when selected path includes iteration (for example operation iterate).

1. Capture and anonymize examples with provenance.
2. Read references/iteration-evidence.md when examples should persist beyond the current turn.
3. Review skill behavior against working and holdout slices.
4. Propose improvements from positive/negative/fix evidence.
5. Carry concrete behavior deltas into authoring.

Skip this step when selected path does not include iteration.

Step 4: Author or update skill artifacts

Read references/authoring-path.md.

1. Write or update SKILL.md in imperative voice with trigger-rich description.
2. Keep SKILL.md as the runtime router, not an encyclopedia.
3. Run the pre-edit precision check in references/authoring-path.md before creating new sections or files.
4. Read references/reference-architecture.md before adding bulk instructions or new reference files.
5. Create or update SPEC.md using references/spec-template.md when creating a new skill or materially changing its contract.
6. Create focused reference files, scripts, and assets only when each one has a clear "open when..." reason and cannot be handled by tightening an existing file.
7. If you add a bundled reference file, add a direct routing entry for it in this SKILL.md.
8. Prefer checklists, tables, templates, and input/output examples over explanatory prose.
9. Follow only the specific artifact-layout, workflow-mechanic, Claude-specific, and output-contract references selected for this skill.
10. For advanced execution shapes, add the required routing, delegation, or safety contracts before considering the skill complete.
11. For authoring/generator skills, include transformed examples in references:

• happy-path
• secure/robust variant
• anti-pattern + corrected version

12. Read references/skill-evals.md when the request asks for evals, regression cases, benchmark cases, or model-graded quality checks for the skill being authored.
13. After any skill artifact changes, run the post-change precision pass in references/authoring-path.md before description optimization or validation.

Step 5: Optimize description quality

Read references/description-optimization.md.

1. Validate should-trigger and should-not-trigger query sets.
2. Reduce false positives and false negatives with targeted description edits.
3. Keep trigger language generic across providers unless the skill is intentionally provider-specific.

Step 6: Register and validate

Read references/registration-validation.md.

1. Apply repository registration steps for the active layout you verified in the workspace.
2. Run quick validation for structural checks.
3. Review validator warnings, precision-pass results, and coverage gaps with judgment before completion.

Output format

Return:

1. Summary
2. Changes Made
3. Validation Results
4. Open Gaps