skill-creator · diff
git:20261018.79d9b05 to git:20261019.5b4b1ea
105 added, 301 removed. Audit A to A.
---
name: skill-creator
description: Creates or updates agent skills — instructions, references, scripts and assets. Use when the user wants to write a new skill, improve an existing skill, or package domain knowledge, a workflow or a tool integration as a skill.
license: Complete terms in LICENSE.txt
---
# Skill Creator
- This skill provides guidance for creating effective skills.
-
- ## About Skills
-
- Skills are modular, self-contained packages that extend Claude's capabilities by providing
- specialized knowledge, workflows, and tools. Think of them as "onboarding guides" for specific
- domains or tasks—they transform Claude from a general-purpose agent into a specialized agent
- equipped with procedural knowledge that no model can fully possess.
-
- ### What Skills Provide
-
- 1. Specialized workflows - Multi-step procedures for specific domains
- 2. Tool integrations - Instructions for working with specific file formats or APIs
- 3. Domain expertise - Company-specific knowledge, schemas, business logic
- 4. Bundled resources - Scripts, references, and assets for complex and repetitive tasks
-
- ## Core Principles
-
- ### Concise is Key
-
- The context window is a public good. Skills share the context window with everything else Claude needs: system prompt, conversation history, other Skills' metadata, and the actual user request.
-
- **Default assumption: Claude is already very smart.** Only add context Claude doesn't already have. Challenge each piece of information: "Does Claude really need this explanation?" and "Does this paragraph justify its token cost?"
-
- Prefer concise examples over verbose explanations.
-
- ### Set Appropriate Degrees of Freedom
-
- Match the level of specificity to the task's fragility and variability:
-
- **High freedom (text-based instructions)**: Use when multiple approaches are valid, decisions depend on context, or heuristics guide the approach.
-
- **Medium freedom (pseudocode or scripts with parameters)**: Use when a preferred pattern exists, some variation is acceptable, or configuration affects behavior.
-
- **Low freedom (specific scripts, few parameters)**: Use when operations are fragile and error-prone, consistency is critical, or a specific sequence must be followed.
-
- Think of Claude as exploring a path: a narrow bridge with cliffs needs specific guardrails (low freedom), while an open field allows many routes (high freedom).
+ Create and update skills: a SKILL.md that routes, plus optional scripts,
+ references and assets.
- ### Anatomy of a Skill
+ **Author against the rubric.** `references/prompt-authoring-rubric.md`
+ holds the ten authoring rules — routing, one home per rule, no model
+ education, one example per mechanism, contracts over narrative, measure
+ what loads. Read it before writing a body and audit every finished skill
+ against it. This file keeps the format contracts and the creation
+ process.
- Every skill consists of a required SKILL.md file and optional bundled resources:
+ ## Anatomy
```
skill-name/
- ├── SKILL.md (required)
- │ ├── YAML frontmatter metadata (required)
- │ │ ├── name: (required)
- │ │ └── description: (required)
- │ └── Markdown instructions (required)
- └── Bundled Resources (optional)
- ├── scripts/ - Executable code (Python/Bash/etc.)
- ├── references/ - Documentation intended to be loaded into context as needed
- └── assets/ - Files used in output (templates, icons, fonts, etc.)
+ ├── SKILL.md # required
+ │ ├── frontmatter: name, description (both required)
+ │ └── body (Markdown instructions)
+ ├── scripts/ # executable code; runs without loading into context
+ ├── references/ # docs, loaded into context only when needed
+ └── assets/ # files used in the output (templates, icons, fonts)
```
- #### SKILL.md (required)
-
- Every SKILL.md consists of:
-
- - **Frontmatter** (YAML): Contains `name` and `description` fields. These are the only fields that Claude reads to determine when the skill gets used, thus it is very important to be clear and comprehensive in describing what the skill is, and when it should be used.
- - **Body** (Markdown): Instructions and guidance for using the skill. Only loaded AFTER the skill triggers (if at all).
-
- #### Bundled Resources (optional)
-
- ##### Scripts (`scripts/`)
-
- Executable code (Python/Bash/etc.) for tasks that require deterministic reliability or are repeatedly rewritten.
-
- - **When to include**: When the same code is being rewritten repeatedly or deterministic reliability is needed
- - **Example**: `scripts/rotate_pdf.py` for PDF rotation tasks
- - **Benefits**: Token efficient, deterministic, may be executed without loading into context
- - **Note**: Scripts may still need to be read by Claude for patching or environment-specific adjustments
-
- ##### References (`references/`)
-
- Documentation and reference material intended to be loaded as needed into context to inform Claude's process and thinking.
-
- - **When to include**: For documentation that Claude should reference while working
- - **Examples**: `references/finance.md` for financial schemas, `references/mnda.md` for company NDA template, `references/policies.md` for company policies, `references/api_docs.md` for API specifications
- - **Use cases**: Database schemas, API documentation, domain knowledge, company policies, detailed workflow guides
- - **Benefits**: Keeps SKILL.md lean, loaded only when Claude determines it's needed
- - **Best practice**: If files are large (>10k words), include grep search patterns in SKILL.md
- - **Avoid duplication**: Information should live in either SKILL.md or references files, not both. Prefer references files for detailed information unless it's truly core to the skill—this keeps SKILL.md lean while making information discoverable without hogging the context window. Keep only essential procedural instructions and workflow guidance in SKILL.md; move detailed reference material, schemas, and examples to references files.
-
- ##### Assets (`assets/`)
-
- Files not intended to be loaded into context, but rather used within the output Claude produces.
-
- - **When to include**: When the skill needs files that will be used in the final output
- - **Examples**: `assets/logo.png` for brand assets, `assets/slides.pptx` for PowerPoint templates, `assets/frontend-template/` for HTML/React boilerplate, `assets/font.ttf` for typography
- - **Use cases**: Templates, images, icons, boilerplate code, fonts, sample documents that get copied or modified
- - **Benefits**: Separates output resources from documentation, enables Claude to use files without loading them into context
-
- #### What to Not Include in a Skill
-
- A skill should only contain essential files that directly support its functionality. Do NOT create extraneous documentation or auxiliary files, including:
-
- - README.md
- - INSTALLATION_GUIDE.md
- - QUICK_REFERENCE.md
- - CHANGELOG.md
- - etc.
+ Create only the directories the skill will actually use. An empty or
+ placeholder-filled directory ships confusion.
- The skill should only contain the information needed for an AI agent to do the job at hand. It should not contain auxilary context about the process that went into creating it, setup and testing procedures, user-facing documentation, etc. Creating additional documentation files just adds clutter and confusion.
+ ## Frontmatter contract
- ### Progressive Disclosure Design Principle
+ - `name` and `description` are the only fields the loader reads, and the
+ only two a skill needs. One exception is legitimate: a `license`
+ field, when the skill carries a `LICENSE.txt` whose terms require the
+ notice to travel with the work — this skill itself is such a case. Do
+ not add fields beyond those.
+ - `name`: lowercase with hyphens; must match the directory name exactly.
+ - `description`: the primary trigger. State WHAT the skill does and WHEN
+ to use it, in third person. All "when to use" information belongs here —
+ the body loads only after the skill triggers, so a "When to Use"
+ section in the body reaches nobody who has not already triggered it.
- Skills use a three-level loading system to manage context efficiently:
+ ## Degrees of freedom
- 1. **Metadata (name + description)** - Always in context (~100 words)
- 2. **SKILL.md body** - When skill triggers (<5k words)
- 3. **Bundled resources** - As needed by Claude (Unlimited because scripts can be executed without reading into context window)
+ Match the specificity of the instructions to the task's fragility:
- #### Progressive Disclosure Patterns
+ | Situation | Freedom | Form |
+ | -------------------------------------------------- | ------- | ----------------------------------- |
+ | Many valid approaches; context decides | High | Prose instructions |
+ | A preferred pattern exists; some variation is fine | Medium | Pseudocode or parameterized scripts |
+ | Fragile operations; consistency is critical | Low | Specific scripts, few parameters |
- Keep SKILL.md body to the essentials and under 500 lines to minimize context bloat. Split content into separate files when approaching this limit. When splitting out content into other files, it is very important to reference them from SKILL.md and describe clearly when to read them, to ensure the reader of the skill knows they exist and when to use them.
+ ## Body rules
- **Key principle:** When a skill supports multiple variations, frameworks, or options, keep only the core workflow and selection guidance in SKILL.md. Move variant-specific details (patterns, examples, configuration) into separate reference files.
+ - Keep the body to the essentials and under 500 lines. When approaching
+ the limit, split content into reference files.
+ - Link every reference file from SKILL.md with a load condition — what
+ the reader needs, not just the file name. Keep references one level
+ deep from SKILL.md.
+ - For a reference longer than 100 lines, open it with a table of
+ contents. Past ~10k words, include grep patterns in SKILL.md so the
+ reader can search the file without loading it whole.
+ - Never duplicate information between SKILL.md and references: each fact
+ has one home, and every other mention links to it.
+ - No auxiliary files — README.md, CHANGELOG.md, QUICK_REFERENCE.md,
+ setup or testing notes. Ship only what an agent needs to do the job.
+ - Write in imperative/infinitive form.
- **Pattern 1: High-level guide with references**
+ Routing is one mechanism — an index of links, each with its load
+ condition:
```markdown
# PDF Processing
## Quick start
Extract text with pdfplumber:
[code example]
## Advanced features
- **Form filling**: See `references/forms.md` for the complete guide
- **API reference**: See `references/api.md` for all methods
- - **Examples**: See `references/examples.md` for common patterns
```
- The agent loads `forms.md`, `api.md`, or `examples.md` only when needed.
-
- **Pattern 2: Domain-specific organization**
-
- For Skills with multiple domains, organize content by domain to avoid loading irrelevant context:
-
- ```
- bigquery-skill/
- ├── SKILL.md (overview and navigation)
- └── reference/
- ├── finance.md (revenue, billing metrics)
- ├── sales.md (opportunities, pipeline)
- ├── product.md (API usage, features)
- └── marketing.md (campaigns, attribution)
- ```
-
- When a user asks about sales metrics, Claude only reads sales.md.
-
- Similarly, for skills supporting multiple frameworks or variants, organize by variant:
-
- ```
- cloud-deploy/
- ├── SKILL.md (workflow + provider selection)
- └── references/
- ├── aws.md (AWS deployment patterns)
- ├── gcp.md (GCP deployment patterns)
- └── azure.md (Azure deployment patterns)
- ```
-
- When the user chooses AWS, Claude only reads aws.md.
-
- **Pattern 3: Conditional details**
-
- Show basic content, link to advanced content:
-
- ```markdown
- # DOCX Processing
-
- ## Creating documents
-
- Use docx-js for new documents. See `references/docx-js.md`.
-
- ## Editing documents
-
- For simple edits, modify the XML directly.
-
- **For tracked changes**: See `references/redlining.md`
- **For OOXML details**: See `references/ooxml.md`
- ```
-
- The agent reads `redlining.md` or `ooxml.md` only when the user needs those
- features.
-
- **Important guidelines:**
-
- - **Avoid deeply nested references** - Keep references one level deep from SKILL.md. All reference files should link directly from SKILL.md.
- - **Structure longer reference files** - For files longer than 100 lines, include a table of contents at the top so Claude can see the full scope when previewing.
-
- ## Skill Creation Process
-
- Skill creation involves these steps:
-
- 1. Understand the skill with concrete examples
- 2. Plan reusable skill contents (scripts, references, assets)
- 3. Initialize the skill (create the directory and SKILL.md)
- 4. Edit the skill (implement resources and write SKILL.md)
- 5. Package the skill (validate, then zip to `.skill`)
- 6. Iterate based on real usage
-
- Follow these steps in order, skipping only if there is a clear reason why they are not applicable.
-
- ### Step 1: Understanding the Skill with Concrete Examples
-
- Skip this step only when the skill's usage patterns are already clearly understood. It remains valuable even when working with an existing skill.
-
- To create an effective skill, clearly understand concrete examples of how the skill will be used. This understanding can come from either direct user examples or generated examples that are validated with user feedback.
-
- For example, when building an image-editor skill, relevant questions include:
-
- - "What functionality should the image-editor skill support? Editing, rotating, anything else?"
- - "Can you give some examples of how this skill would be used?"
- - "I can imagine users asking for things like 'Remove the red-eye from this image' or 'Rotate this image'. Are there other ways you imagine this skill being used?"
- - "What would a user say that should trigger this skill?"
-
- To avoid overwhelming users, avoid asking too many questions in a single message. Start with the most important questions and follow up as needed for better effectiveness.
-
- Conclude this step when there is a clear sense of the functionality the skill should support.
-
- ### Step 2: Planning the Reusable Skill Contents
-
- To turn concrete examples into an effective skill, analyze each example by:
-
- 1. Considering how to execute on the example from scratch
- 2. Identifying what scripts, references, and assets would be helpful when executing these workflows repeatedly
-
- Example: When building a `pdf-editor` skill to handle queries like "Help me rotate this PDF," the analysis shows:
-
- 1. Rotating a PDF requires re-writing the same code each time
- 2. A `scripts/rotate_pdf.py` script would be helpful to store in the skill
-
- Example: When designing a `frontend-webapp-builder` skill for queries like "Build me a todo app" or "Build me a dashboard to track my steps," the analysis shows:
-
- 1. Writing a frontend webapp requires the same boilerplate HTML/React each time
- 2. An `assets/hello-world/` template containing the boilerplate HTML/React project files would be helpful to store in the skill
-
- Example: When building a `big-query` skill to handle queries like "How many users have logged in today?" the analysis shows:
-
- 1. Querying BigQuery requires re-discovering the table schemas and relationships each time
- 2. A `references/schema.md` file documenting the table schemas would be helpful to store in the skill
-
- To establish the skill's contents, analyze each concrete example to create a list of the reusable resources to include: scripts, references, and assets.
-
- ### Step 3: Initializing the Skill
-
- At this point, it is time to actually create the skill.
-
- Skip this step only if the skill being developed already exists, and iteration or packaging is needed. In this case, continue to the next step.
-
- Create the skill by hand — it is four steps and no tooling is required:
-
- 1. Create the directory `<skill-name>/`. Use lowercase and hyphens; the
- directory name and the `name` field in the frontmatter must match exactly.
- 2. Create `<skill-name>/SKILL.md` with YAML frontmatter carrying `name` and
- `description`, then the body.
- 3. Create only the resource directories the skill will actually use —
- `scripts/`, `references/`, `assets/`. An empty directory is worse than a
- missing one, so do not create all three by reflex.
- 4. Write the body last, after the reusable resources exist, so the body can
- describe what is really there.
-
- Do not scaffold placeholder or example files "to be deleted later". They get
- shipped by accident and every reader pays for them.
-
- ### Step 4: Edit the Skill
-
- When editing the (newly-generated or existing) skill, remember that the skill is being created for another instance of Claude to use. Include information that would be beneficial and non-obvious to Claude. Consider what procedural knowledge, domain-specific details, or reusable assets would help another Claude instance execute these tasks more effectively.
-
- #### Learn Proven Design Patterns
-
- Consult these helpful guides based on your skill's needs:
-
- - **Multi-step processes**: See references/workflows.md for sequential workflows and conditional logic
- - **Specific output formats or quality standards**: See references/output-patterns.md for template and example patterns
-
- These files contain established best practices for effective skill design.
-
- #### Start with Reusable Skill Contents
-
- To begin implementation, start with the reusable resources identified above: `scripts/`, `references/`, and `assets/` files. Note that this step may require user input. For example, when implementing a `brand-guidelines` skill, the user may need to provide brand assets or templates to store in `assets/`, or documentation to store in `references/`.
-
- Added scripts must be tested by actually running them to ensure there are no bugs and that the output matches what is expected. If there are many similar scripts, only a representative sample needs to be tested to ensure confidence that they all work while balancing time to completion.
-
- Any file or directory the skill does not actually need should be deleted before packaging. Most skills use one of `scripts/`, `references/`, and `assets/`, not all three — an empty or placeholder-filled directory ships confusion.
-
- #### Update SKILL.md
-
- **Writing Guidelines:** Always use imperative/infinitive form.
-
- ##### Frontmatter
+ For a skill with several domains, frameworks or variants, split the
+ references by domain or variant (`references/aws.md`,
+ `references/gcp.md`) so a request loads only its own file.
- Write the YAML frontmatter with `name` and `description`:
+ ## Creation process
- - `name`: The skill name
- - `description`: This is the primary triggering mechanism for your skill, and helps Claude understand when to use the skill.
- - Include both what the Skill does and specific triggers/contexts for when to use it.
- - Include all "when to use" information here - Not in the body. The body is only loaded after triggering, so "When to Use This Skill" sections in the body are not helpful to Claude.
- - Example description for a `docx` skill: "Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. Use when Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks"
+ Follow these steps in order. Skip one only with a clear reason it does
+ not apply.
- `name` and `description` are the only fields the loader reads, and they are the
- only two a skill needs. One exception is legitimate: a `license` field, when the
- skill carries a `LICENSE.txt` whose terms require the notice to travel with the
- work — this skill itself is such a case. Do not add fields beyond those.
+ 1. **Understand the skill with concrete examples.** Ask what the skill
+ must support, how it will be used, and what a user would say that
+ triggers it. Do not ask everything at once — start with the most
+ important questions and follow up.
+ 2. **Plan the reusable contents.** For each example, identify what would
+ help when the work recurs, and where it lives:
- ##### Body
+ | The work needs… | Bundle as |
+ | ---------------------------------------------------------- | ------------ |
+ | Code rewritten every time, or deterministic reliability | `scripts/` |
+ | Documentation the agent should consult while working | `references/` |
+ | Files used in the output itself (templates, brands, fonts) | `assets/` |
- Write instructions for using the skill and its bundled resources.
+ Example: "help me rotate this PDF" recurs as the same rotation code
+ every time → `scripts/rotate_pdf.py`.
- ### Step 5: Packaging a Skill
+ 3. **Initialize.** Create `<skill-name>/`, then `SKILL.md` with the
+ frontmatter, then only the resource directories the skill will use.
+ Do not scaffold placeholder files "to be deleted later" — they ship
+ by accident and every reader pays for them.
+ 4. **Edit.** Write the reusable resources first; the user may need to
+ supply inputs such as brand assets, schemas or API docs. Test added
+ scripts by running them — a representative sample when many are
+ similar. Delete any file the skill does not actually need.
+ 5. **Package.** Validate first, then zip: a package that fails
+ validation on the receiving end is worse than no package.
+ 6. **Iterate.** Use the skill on real tasks, notice struggles, update
+ the body or the resources, and test again.
- Once development of the skill is complete, it can be packaged into a
- distributable `.skill` file to share with the user. Validate first, then zip —
- a package that fails validation on the receiving end is worse than no package.
+ ### Validation checklist
- **Validate.** Check each of these by reading the skill:
+ Read the finished skill and check each item:
- - The frontmatter parses as YAML and carries both `name` and `description`.
- - `name` is lowercase-with-hyphens and matches the directory name exactly.
- - `description` says both WHAT the skill does and WHEN to use it, in third
- person, and stays under 1024 characters.
- - Every file path named in SKILL.md and in the reference files actually exists.
+ - The frontmatter parses as YAML and carries both `name` and
+ `description`.
+ - `name` is lowercase-with-hyphens and matches the directory name
+ exactly.
+ - `description` says WHAT and WHEN, in third person, under 1024
+ characters.
+ - Every file path named in SKILL.md and in the reference files exists.
Dead links are the most common defect — check them one by one.
- - No `README.md`, `CHANGELOG.md`, or other auxiliary documentation is present.
+ - No `README.md`, `CHANGELOG.md` or other auxiliary documentation is
+ present.
- **Package.** A `.skill` file is an ordinary zip with a different extension. From
- the directory that contains the skill folder, so the folder itself is preserved
+ ### Packaging
+
+ A `.skill` file is an ordinary zip with a different extension. Run from
+ the directory that contains the skill folder, so the folder is preserved
as the top-level entry in the archive:
```bash
zip -r my-skill.skill my-skill/
```
- Fix any validation problem before packaging; do not ship and then patch.
-
- ### Step 6: Iterate
-
- After testing the skill, users may request improvements. Often this happens right after using the skill, with fresh context of how the skill performed.
-
- **Iteration workflow:**
+ Fix any validation problem before packaging; do not ship and then
+ patch.
- 1. Use the skill on real tasks
- 2. Notice struggles or inefficiencies
- 3. Identify how SKILL.md or bundled resources should be updated
- 4. Implement changes and test again
+ ## References
+ | Read | When you need to … |
+ | --------------------------------------- | --------------------------------------------------------- |
+ | `references/prompt-authoring-rubric.md` | The ten authoring rules, to write or audit a body against. |
+ | `references/workflows.md` | Sequential or conditional step patterns for a body. |
+ | `references/output-patterns.md` | Template and example patterns for consistent output. |