Skill Creator

Skill Creator

This skill provides guidance for creating effective skills.

About Skills

Skills are modular, self-contained packages that extend OpenHands's capabilities by providing specialized knowledge, workflows, and tools. Think of them as "onboarding guides" for specific domains or tasks—they transform OpenHands 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

Anatomy of a Skill

Every skill consists of a required SKILL.md file and optional bundled resources:

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)

Metadata Quality: The name and description in YAML frontmatter determine when OpenHands will use the skill. Be specific about what the skill does and when to use it. Use the third-person (e.g. "This skill should be used when..." instead of "Use this skill when...").

Slash commands vs keyword triggers: SKILL.md frontmatter supports an optional triggers: field for keyword-based activation (e.g., triggers: [docker, container]). For slash commands (e.g., /codereview, /init), prefer creating a commands/command-name.md file in the plugin's commands/ directory instead of using slash triggers in SKILL.md. Slash triggers still work for backward compatibility but are deprecated in favor of the commands/ approach. See the Plugins guide for details.

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 OpenHands for patching or environment-specific adjustments

References (references/)

Documentation and reference material intended to be loaded as needed into context to inform OpenHands's process and thinking.

• When to include: For documentation that OpenHands 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 OpenHands 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 OpenHands 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 OpenHands to use files without loading them into context

Progressive Disclosure Design Principle

Skills use a three-level loading system to manage context efficiently:

1. Metadata (name + description) - Always in context (~100 words) 2. SKILL.md body - When skill triggers (<5k words) 3. Bundled resources - As needed by OpenHands (Unlimited*)

*Unlimited because scripts can be executed without reading into context window.

Skill Creation Process

To create a skill, follow the "Skill Creation Process" in order, skipping steps 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: Create Skill Structure

Create the skill directory structure:

mkdir -p skill-name/{references,scripts,assets}
touch skill-name/SKILL.md

Alternatively, use the init_skill.py script to generate a template:

scripts/init_skill.py <skill-name> --path <output-directory>

The script creates a skill directory with SKILL.md template and example resource directories.

Step 4: Edit the Skill

When editing the (newly-created or existing) skill, remember that the skill is being created for another instance of OpenHands to use. Focus on including information that would be beneficial and non-obvious to OpenHands. Consider what procedural knowledge, domain-specific details, or reusable assets would help another OpenHands instance execute these tasks more effectively.

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/.

Also, delete any example files and directories not needed for the skill. Create only the directories you actually need (references/, scripts/, assets/).

Update SKILL.md

Writing Style: Write the entire skill using imperative/infinitive form (verb-first instructions), not second person. Use objective, instructional language (e.g., "To accomplish X, do Y" rather than "You should do X" or "If you need to do X"). This maintains consistency and clarity for AI consumption.

Description (Frontmatter): Use third-person format with specific trigger phrases:

---
name: skill-name
description: This skill should be used when the user asks to "specific phrase 1", "specific phrase 2", "specific phrase 3". Include exact phrases users would say that should trigger this skill. Be concrete and specific.
---

Good description examples:

description: This skill should be used when the user asks to "create a hook", "add a PreToolUse hook", "validate tool use", "implement prompt-based hooks", or mentions hook events (PreToolUse, PostToolUse, Stop).

Bad description examples:

description: Use this skill when working with hooks.  # Wrong person, vague
description: Load when user needs hook help.  # Not third person
description: Provides hook guidance.  # No trigger phrases

To complete SKILL.md body, answer the following questions:

1. What is the purpose of the skill, in a few sentences? 2. When should the skill be used? (Include this in frontmatter description with specific triggers) 3. In practice, how should OpenHands use the skill? All reusable skill contents developed above should be referenced so that OpenHands knows how to use them.

Keep SKILL.md lean: Target 1,500-2,000 words for the body. Move detailed content to references/:

• Detailed patterns → references/patterns.md
• Advanced techniques → references/advanced.md
• Migration guides → references/migration.md
• API references → references/api-reference.md

Reference resources in SKILL.md:

## Additional Resources

### Reference Files

For detailed patterns and techniques, consult:
- **`references/patterns.md`** - Common patterns
- **`references/advanced.md`** - Advanced use cases

### Example Files

Working examples in `examples/`:
- **`example-script.sh`** - Working example

Step 5: Validate and Test

1. Check structure: Skill directory contains SKILL.md 2. Validate SKILL.md: Has frontmatter with name and description 3. Check trigger phrases: Description includes specific user queries 4. Verify writing style: Body uses imperative/infinitive form, not second person 5. Test progressive disclosure: SKILL.md is lean (~1,500-2,000 words), detailed content in references/ 6. Check references: All referenced files exist 7. Validate scripts: Scripts are executable and work correctly

Use the validation script to check basic requirements:

scripts/quick_validate.py <path/to/skill-folder>

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: 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

Common improvements:

• Strengthen trigger phrases in description
• Move long sections from SKILL.md to references/
• Add missing examples or scripts
• Clarify ambiguous instructions
• Add edge case handling

Progressive Disclosure in Practice

What Goes in SKILL.md

Include (always loaded when skill triggers):

• Core concepts and overview
• Essential procedures and workflows
• Quick reference tables
• Pointers to references/examples/scripts
• Most common use cases

Keep under 3,000 words, ideally 1,500-2,000 words

What Goes in references/

Move to references/ (loaded as needed):

• Detailed patterns and advanced techniques
• Comprehensive API documentation
• Migration guides
• Edge cases and troubleshooting
• Extensive examples and walkthroughs

Each reference file can be large (2,000-5,000+ words)

What Goes in scripts/

Utility scripts:

• Validation tools
• Testing helpers
• Parsing utilities
• Automation scripts

Should be executable and documented

Writing Style Requirements

Imperative/Infinitive Form

Write using verb-first instructions, not second person:

Correct (imperative):

To create a hook, define the event type.
Configure the MCP server with authentication.
Validate settings before use.

Incorrect (second person):

You should create a hook by defining the event type.
You need to configure the MCP server.
You must validate settings before use.

Third-Person in Description

The frontmatter description must use third person:

Correct:

description: This skill should be used when the user asks to "create X", "configure Y"...

Incorrect:

description: Use this skill when you want to create X...
description: Load this skill when user asks...

Objective, Instructional Language

Focus on what to do, not who should do it:

Correct:

Parse the frontmatter using sed.
Extract fields with grep.
Validate values before use.

Incorrect:

You can parse the frontmatter...
OpenHands should extract fields...
The user might validate values...

Validation Checklist

Before finalizing a skill:

Structure:

• [ ] SKILL.md file exists with valid YAML frontmatter
• [ ] Frontmatter has name and description fields
• [ ] Markdown body is present and substantial
• [ ] Referenced files actually exist

Description Quality:

• [ ] Uses third person ("This skill should be used when...")
• [ ] Includes specific trigger phrases users would say
• [ ] Lists concrete scenarios ("create X", "configure Y")
• [ ] Not vague or generic

Content Quality:

• [ ] SKILL.md body uses imperative/infinitive form
• [ ] Body is focused and lean (1,500-2,000 words ideal, <5k max)
• [ ] Detailed content moved to references/
• [ ] Examples are complete and working
• [ ] Scripts are executable and documented

Progressive Disclosure:

• [ ] Core concepts in SKILL.md
• [ ] Detailed docs in references/
• [ ] Utilities in scripts/
• [ ] SKILL.md references these resources

Testing:

• [ ] Skill triggers on expected user queries
• [ ] Content is helpful for intended tasks
• [ ] No duplicated information across files
• [ ] References load when needed

Common Mistakes to Avoid

Mistake 1: Weak Trigger Description

❌ Bad:

description: Provides guidance for working with hooks.

Why bad: Vague, no specific trigger phrases, not third person

✅ Good:

description: This skill should be used when the user asks to "create a hook", "add a PreToolUse hook", "validate tool use", or mentions hook events. Provides comprehensive hooks API guidance.

Why good: Third person, specific phrases, concrete scenarios

Mistake 2: Too Much in SKILL.md

❌ Bad:

skill-name/
└── SKILL.md  (8,000 words - everything in one file)

Why bad: Bloats context when skill loads, detailed content always loaded

✅ Good:

skill-name/
├── SKILL.md  (1,800 words - core essentials)
└── references/
    ├── patterns.md (2,500 words)
    └── advanced.md (3,700 words)

Why good: Progressive disclosure, detailed content loaded only when needed

Mistake 3: Second Person Writing

❌ Bad:

You should start by reading the configuration file.
You need to validate the input.
You can use the grep tool to search.

Why bad: Second person, not imperative form

✅ Good:

Start by reading the configuration file.
Validate the input before processing.
Use the grep tool to search for patterns.

Why good: Imperative form, direct instructions

Mistake 4: Missing Resource References

❌ Bad:

# SKILL.md

[Core content]

[No mention of references/ or examples/]

Why bad: OpenHands doesn't know references exist

✅ Good:

# SKILL.md

[Core content]

## Additional Resources

### Reference Files
- **`references/patterns.md`** - Detailed patterns
- **`references/advanced.md`** - Advanced techniques

### Scripts
- **`scripts/validate.sh`** - Validation utility

Why good: OpenHands knows where to find additional information

Quick Reference

Minimal Skill

skill-name/
└── SKILL.md

Good for: Simple knowledge, no complex resources needed

Standard Skill (Recommended)

skill-name/
├── SKILL.md
├── references/
│   └── detailed-guide.md
└── scripts/
    └── helper.py

Good for: Most skills with detailed documentation

Complete Skill

skill-name/
├── SKILL.md
├── references/
│   ├── patterns.md
│   └── advanced.md
├── scripts/
│   └── validate.sh
└── assets/
    └── template.txt

Good for: Complex domains with validation utilities

Best Practices Summary

✅ DO:

• Use third-person in description ("This skill should be used when...")
• Include specific trigger phrases ("create X", "configure Y")
• Keep SKILL.md lean (1,500-2,000 words)
• Use progressive disclosure (move details to references/)
• Write in imperative/infinitive form
• Reference supporting files clearly
• Provide working examples
• Create utility scripts for common operations

❌ DON'T:

• Use second person anywhere
• Have vague trigger conditions
• Put everything in SKILL.md (>3,000 words without references/)
• Write in second person ("You should...")
• Leave resources unreferenced
• Include broken or incomplete examples
• Skip validation

Additional Resources

Reference Files

For detailed patterns and techniques, consult:

• `references/workflows.md` - Sequential workflows and conditional logic patterns
• `references/output-patterns.md` - Template and example patterns for specific output formats

Implementation Workflow

To create a skill:

1. Understand use cases: Identify concrete examples of skill usage 2. Plan resources: Determine what scripts/references/assets needed 3. Create structure: mkdir -p skill-name/{references,scripts,assets} 4. Write SKILL.md:

• Frontmatter with third-person description and trigger phrases
• Lean body (1,500-2,000 words) in imperative form
• Reference supporting files

5. Add resources: Create references/, scripts/, assets/ as needed 6. Validate: Check description, writing style, organization 7. Test: Verify skill loads on expected triggers 8. Iterate: Improve based on usage

Focus on strong trigger descriptions, progressive disclosure, and imperative writing style for effective skills that load when needed and provide targeted guidance.

Skill Creator

This skill provides guidance for creating effective skills that follow the AgentSkills open standard.

About Skills

Skills are modular, self-contained packages that extend AI agent capabilities by providing specialized knowledge, workflows, and tools. Think of them as "onboarding guides" for specific domains or tasks—they transform an agent from a general-purpose assistant into a specialized agent equipped with procedural knowledge that no model can fully possess.

Skills follow the AgentSkills standard, which is supported by multiple AI development tools including OpenHands, Claude Code, Cursor, OpenAI Codex, and many others.

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

Anatomy of a Skill

Every skill consists of a required SKILL.md file and optional bundled resources:

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)

Metadata Quality: The name and description in YAML frontmatter determine when agents will use the skill. Be specific about what the skill does and when to use it. Use third-person (e.g. "This skill should be used when..." instead of "Use this skill when...").

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

References (references/)

Documentation and reference material intended to be loaded as needed into context.

• When to include: For documentation that agents should reference while working
• Examples: Database schemas, API documentation, domain knowledge, company policies
• Benefits: Keeps SKILL.md lean, loaded only when needed
• Best practice: If files are large (>10k words), include grep search patterns in SKILL.md

Assets (assets/)

Files not intended to be loaded into context, but rather used within the output agents produce.

• When to include: When the skill needs files that will be used in the final output
• Examples: Templates, images, icons, boilerplate code, fonts

Progressive Disclosure Design Principle

Skills use a three-level loading system to manage context efficiently:

1. Metadata (name + description) - Always in context (~100 words) 2. SKILL.md body - When skill triggers (<5k words) 3. Bundled resources - As needed by OpenHands (Unlimited because scripts can be executed without reading into context window)

Progressive Disclosure Patterns

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.

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.

Pattern 1: High-level guide with references

# PDF Processing

## Quick start

Extract text with pdfplumber:
[code example]

## Advanced features

- **Form filling**: See [FORMS.md](FORMS.md) for complete guide
- **API reference**: See [REFERENCE.md](REFERENCE.md) for all methods
- **Examples**: See [EXAMPLES.md](EXAMPLES.md) for common patterns

OpenHands loads FORMS.md, REFERENCE.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, OpenHands 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, OpenHands only reads aws.md.

Pattern 3: Conditional details

Show basic content, link to advanced content:

# DOCX Processing

## Creating documents

Use docx-js for new documents. See [DOCX-JS.md](DOCX-JS.md).

## Editing documents

For simple edits, modify the XML directly.

**For tracked changes**: See [REDLINING.md](REDLINING.md)
**For OOXML details**: See [OOXML.md](OOXML.md)

OpenHands 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 OpenHands can see the full scope when previewing.

Quick Start

To create a skill:

1. Create directory structure:

   mkdir -p skill-name/{references,scripts,assets}
   touch skill-name/SKILL.md

2. Write SKILL.md with frontmatter and instructions (see SKILL.md in this skill for detailed guidance)

3. Validate using the validation script:

   scripts/quick_validate.py <path/to/skill-folder>

4. Iterate based on real usage

For detailed guidance on skill creation, see the SKILL.md file in this skill.

Included Scripts

• `scripts/init_skill.py` - Generate a new skill template directory
• `scripts/quick_validate.py` - Validate skill structure and metadata

Reference Files

• `references/workflows.md` - Patterns for sequential and conditional workflows
• `references/output-patterns.md` - Template and example patterns for output formats

Output Patterns

Use these patterns when skills need to produce consistent, high-quality output.

Template Pattern

Provide templates for output format. Match the level of strictness to your needs.

For strict requirements (like API responses or data formats):

## Report structure

ALWAYS use this exact template structure:

# [Analysis Title]

## Executive summary
[One-paragraph overview of key findings]

## Key findings
- Finding 1 with supporting data
- Finding 2 with supporting data
- Finding 3 with supporting data

## Recommendations
1. Specific actionable recommendation
2. Specific actionable recommendation

For flexible guidance (when adaptation is useful):

## Report structure

Here is a sensible default format, but use your best judgment:

# [Analysis Title]

## Executive summary
[Overview]

## Key findings
[Adapt sections based on what you discover]

## Recommendations
[Tailor to the specific context]

Adjust sections as needed for the specific analysis type.

Examples Pattern

For skills where output quality depends on seeing examples, provide input/output pairs:

## Commit message format

Generate commit messages following these examples:

**Example 1:**
Input: Added user authentication with JWT tokens
Output:

feat(auth): implement JWT-based authentication

Add login endpoint and token validation middleware

**Example 2:**
Input: Fixed bug where dates displayed incorrectly in reports
Output:

fix(reports): correct date formatting in timezone conversion

Use UTC timestamps consistently across report generation

Follow this style: type(scope): brief description, then detailed explanation.

Examples help OpenHands understand the desired style and level of detail more clearly than descriptions alone.

Workflow Patterns

Sequential Workflows

For complex tasks, break operations into clear, sequential steps. It is often helpful to give OpenHands an overview of the process towards the beginning of SKILL.md:

Filling a PDF form involves these steps:

1. Analyze the form (run analyze_form.py)
2. Create field mapping (edit fields.json)
3. Validate mapping (run validate_fields.py)
4. Fill the form (run fill_form.py)
5. Verify output (run verify_output.py)

Conditional Workflows

For tasks with branching logic, guide OpenHands through decision points:

1. Determine the modification type:
   **Creating new content?** → Follow "Creation workflow" below
   **Editing existing content?** → Follow "Editing workflow" below

2. Creation workflow: [steps]
3. Editing workflow: [steps]