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/skill-writer

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by Sentrygetsentry/skills1k stars
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Create, synthesize, and iteratively improve agent skills following the Agent Skills specification. Use when asked to "create a skill", "write a skill", "synthesize sources into a skill", "improve a skill from positive/negative examples", "update a skill", or "maintain skill docs and registration". Handles source capture, precision passes, authoring, registration, and validation.

Use this Skill: https://skilld.dev/gh/getsentry/skills/skill-writer

This session only. Nothing lands on disk.

referencessynthesis-path.md

≈956 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Synthesis Path

Use this path when creating or materially changing a skill.

Output Style

  • Keep synthesis notes terse.
  • Prefer tables, status lists, and gap lists over narrative summaries.
  • Record decisions as adopted, rejected, or deferred.

Step 0: Classify

Record the parts that affect the skill's behavior or maintenance:

  1. skill class
  2. primary execution shape
  3. secondary shapes, if any
  4. why simpler shapes were not enough

For integration-documentation, cover:

  1. API surface and behavior contracts
  2. config/runtime options
  3. downstream use cases
  4. issues/failure modes with workarounds
  5. version or migration variance

Step 1: Collect Sources

Collect from:

  1. Agent Skills spec and best practices
  2. similar in-repo skills
  3. upstream implementations and orchestration docs
  4. domain or library docs
  5. repo conventions and validators
  6. tests, fixtures, changelogs, and issue or PR history
  7. commit history and blame for regressions or edge cases
  8. prior SPEC.md, SOURCES.md, and references/evidence/

If the shape uses provider-specific mechanics, include current provider docs.

Step 1.2: Adapt Source Material When Needed

Read references/source-adaptation.md when the primary input is an upstream prompt, workflow, rubric, benchmark, guide, or docs set.

Record:

  1. source intent
  2. local target behavior
  3. fidelity boundary
  4. local replacements
  5. omitted material
  6. license, notice, attribution, or excerpt constraints

Baseline Source Pack For Skill-Authoring

Require at minimum:

  1. local skill-writer runtime files
  2. Agent Skills spec and repo conventions
  3. provider docs for any provider-specific mechanic being recommended

Step 1.5: Load Example Profiles

Load only the flat example profile files you need from the reference index in SKILL.md.

Step 1.6: Expand Coverage

Run targeted passes for:

Pass Retrieve
core behavior happy path and main workflow
edge behavior failures, retries, permissions, cleanup
negative behavior false positives, reviewer concerns, bad outputs
repair patterns fixes and corrected outputs
version variance platform or release differences
shape mechanics routing, delegation, loop stops, hook constraints

Extra retrieval for advanced shapes:

  1. route or delegation criteria
  2. worker or handoff contracts
  3. loop stopping rules
  4. provider-specific lifecycle or security constraints

Step 2: Capture Provenance

For each source, record:

  • source URL or path
  • trust tier
  • confidence
  • contribution
  • usage constraints

Store provenance in SOURCES.md, not long runtime prose.

Step 3: Synthesize Decisions

Map each major decision to source evidence, including:

  • class choice
  • shape choice
  • provider-specific mechanics
  • deferred gaps

Step 4: Check Synthesis Completeness

Address these before authoring, or report the unresolved item as an explicit gap:

  1. no missing high-impact coverage dimensions
  2. partial dimensions have explicit next retrieval actions
  3. authoring or generator skills include transformed examples
  4. selected profile requirements are satisfied
  5. coverage passes are reflected in the coverage matrix
  6. stopping rationale is explicit
  7. supporting refs stay focused and directly discoverable from SKILL.md
  8. SPEC.md exists or is updated when the contract changed
  9. advanced mechanics include required contracts and justification
  10. provider-specific mechanics include portability notes

Required Output

  • synthesis summary
  • source inventory in SOURCES.md
  • decisions and rationale
  • coverage matrix
  • gaps and next retrieval actions
  • selected class and shape
  • source-adaptation notes when an upstream source materially shapes the skill
  • SPEC.md update summary when applicable

Source: SKILL.md on GitHub

No alerts17d5 checks · Risk SAFE
  • Gen Agent Trust Hub17d

    The skill is a comprehensive meta-router and workflow guide for creating, updating, and evaluating agent skills. It includes a helper python script for structural validation and standard markdown templates, presenting no security risks.

  • Socket17d

    No alerts

  • Snyk17d

    Risk: LOW · No issues

  • Runlayer7mo

    5/19 files flagged

  • ZeroLeaks5mo

    Score: 93/100 · 2 sections analyzed

Signed by skilld at 5a64b36. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub yesterday.

Activeupdated 3 months ago
  • Documentation
  • skill-authoring
  • workflow
  • specification
  • synthesis
  • iteration
  • validation
  • prompt-engineering
  • agent-skills

README badge

README badge for getsentry/skills/skill-writer

Guides AI agents through a structured workflow for creating, updating, and iterating on agent skills—instruction files that extend AI coding capabilities. Includes reference files for synthesis, authoring, validation, and skill registration following the Agent Skills specification.

Generated from the current SKILL.md.

Does this skill help me write skills for Claude, or does it help Claude write skills?
This skill is loaded into Claude or another AI coding agent. It provides the agent with a standardized workflow, reference files, and decision trees for creating, updating, and iterating on skills that other agents can use.
What's the difference between create, update, synthesize, and iterate modes?
Create starts from scratch. Update modifies an existing skill. Synthesize gathers and structures source material before authoring. Iterate improves a skill based on positive, negative, or fix examples.
Do I need to read all the reference files?
No. The skill uses a step-by-step workflow that loads only the specific reference files needed for your operation. Start with mode-selection.md to determine your path, then load only the files it directs you to.
Can I use this skill to write skills for other AI providers, or only Claude?
The skill supports both provider-agnostic skills and Claude-specific mechanics. Provider-specific references are optional; the core workflow and execution shapes are portable across agents.
What does a completed skill output look like?
A skill consists of a SKILL.md file (the runtime router), optional focused reference files under references/, a SPEC.md for the maintenance contract, and optional scripts or templates. The skill-writer guides you through all artifact types and decides what belongs in each.

Generated from the current SKILL.md. These answers refresh after source changes.