Prepare book book_20260922_163508_a82865
Browse files
books/book_20260922_163508_a82865/manifest.json
CHANGED
|
@@ -1,11 +1,58 @@
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| 1 |
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| 2 |
"book_id": "book_20260922_163508_a82865",
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| 4 |
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| 5 |
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],
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| 11 |
}
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| 1 |
{
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| 2 |
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"schema_version": "aiocr_book_manifest_v2",
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"book_id": "book_20260922_163508_a82865",
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"title": "كتاب بدون عنوان",
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| 5 |
"created_at": "2026-09-22T16:35:08.901520+00:00",
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| 6 |
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"text_repo_key": "aiocr_assistant",
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"source_manifest": [
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"source_index": 1,
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"source_name": "The-Complete-Guide-to-Building-Skill-for-Claude.txt",
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"source_type": "device_txt",
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| 12 |
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"char_start": 0,
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"char_end": 62756
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"raw_original_path": "books/book_20260922_163508_a82865/original.txt",
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"raw_manifest_path": "books/book_20260922_163508_a82865/manifest.json",
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"source_map_mode": "initial_offsets",
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"original_chars": 62756,
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"prepared_chars": 62756,
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"analysis": {
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"chars": 62756,
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"chars_no_spaces": 29866,
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"preserve_revisions": true
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"status": "PREPARED",
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| 57 |
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"manifest_updated_at": "2026-09-22T16:35:10.134855+00:00"
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| 58 |
}
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books/book_20260922_163508_a82865/prepared/full.txt
ADDED
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@@ -0,0 +1,1124 @@
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|
|
| 1 |
+
The Complete Guide
|
| 2 |
+
to Building Skills
|
| 3 |
+
for Claude
|
| 4 |
+
Contents
|
| 5 |
+
Introduction 3
|
| 6 |
+
|
| 7 |
+
Fundamentals 4
|
| 8 |
+
|
| 9 |
+
Planning and design 7
|
| 10 |
+
|
| 11 |
+
Testing and iteration 14
|
| 12 |
+
|
| 13 |
+
Distribution and sharing 18
|
| 14 |
+
|
| 15 |
+
Patterns and troubleshooting 21
|
| 16 |
+
|
| 17 |
+
Resources and references 28
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
2
|
| 23 |
+
Introduction
|
| 24 |
+
A skill is a set of instructions - packaged as a simple folder - that teaches Claude Two Paths Through This Guide
|
| 25 |
+
how to handle specific tasks or workflows. Skills are one of the most powerful Building standalone skills? Focus on Fundamentals, Planning and Design, and
|
| 26 |
+
ways to customize Claude for your specific needs. Instead of re-explaining your category 1-2. Enhancing an MCP integration? The "Skills + MCP" section and
|
| 27 |
+
preferences, processes, and domain expertise in every conversation, skills let you category 3 are for you. Both paths share the same technical requirements, but
|
| 28 |
+
teach Claude once and benefit every time. you choose what's relevant to your use case.
|
| 29 |
+
|
| 30 |
+
Skills are powerful when you have repeatable workflows: generating frontend What you'll get out of this guide: By the end, you'll be able to build a functional
|
| 31 |
+
designs from specs, conducting research with consistent methodology, creating skill in a single sitting. Expect about 15-30 minutes to build and test your first
|
| 32 |
+
documents that follow your team's style guide, or orchestrating multi-step working skill using the skill-creator.
|
| 33 |
+
processes. They work well with Claude's built-in capabilities like code execution
|
| 34 |
+
and document creation. For those building MCP integrations, skills add another Let's get started.
|
| 35 |
+
|
| 36 |
+
powerful layer helping turn raw tool access into reliable, optimized workflows.
|
| 37 |
+
|
| 38 |
+
This guide covers everything you need to know to build effective skills - from
|
| 39 |
+
planning and structure to testing and distribution. Whether you're building a
|
| 40 |
+
skill for yourself, your team, or for the community, you'll find practical patterns
|
| 41 |
+
and real-world examples throughout.
|
| 42 |
+
|
| 43 |
+
What you'll learn:
|
| 44 |
+
|
| 45 |
+
• Technical requirements and best practices for skill structure
|
| 46 |
+
|
| 47 |
+
• Patterns for standalone skills and MCP-enhanced workflows
|
| 48 |
+
|
| 49 |
+
• Patterns we've seen work well across different use cases
|
| 50 |
+
|
| 51 |
+
• How to test, iterate, and distribute your skills
|
| 52 |
+
|
| 53 |
+
Who this is for:
|
| 54 |
+
|
| 55 |
+
• Developers who want Claude to follow specific workflows consistently
|
| 56 |
+
|
| 57 |
+
• Power users who want Claude to follow specific workflows
|
| 58 |
+
|
| 59 |
+
• Teams looking to standardize how Claude works across their organization
|
| 60 |
+
Chapter 1
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
Fundamentals 4
|
| 66 |
+
Chapter 1
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
Fundamentals
|
| 71 |
+
What is a skill? Composability
|
| 72 |
+
|
| 73 |
+
A skill is a folder containing: Claude can load multiple skills simultaneously. Your skill should work well
|
| 74 |
+
alongside others, not assume it's the only capability available.
|
| 75 |
+
• SKILL.md (required): Instructions in Markdown with YAML frontmatter
|
| 76 |
+
|
| 77 |
+
• scripts/ (optional): Executable code (Python, Bash, etc.) Portability
|
| 78 |
+
• references/ (optional): Documentation loaded as needed
|
| 79 |
+
Skills work identically across Claude.ai, Claude Code, and API. Create a skill once
|
| 80 |
+
• assets/ (optional): Templates, fonts, icons used in output and it works across all surfaces without modification, provided the environment
|
| 81 |
+
supports any dependencies the skill requires.
|
| 82 |
+
|
| 83 |
+
Core design principles
|
| 84 |
+
For MCP Builders: Skills + Connectors
|
| 85 |
+
Progressive Disclosure
|
| 86 |
+
💡 Building standalone skills without MCP? Skip to Planning and Design - you can
|
| 87 |
+
Skills use a three-level system: always return here later.
|
| 88 |
+
• First level (YAML frontmatter): Always loaded in Claude's system prompt.
|
| 89 |
+
If you already have a working MCP server, you've done the hard part. Skills are
|
| 90 |
+
Provides just enough information for Claude to know when each skill should
|
| 91 |
+
the knowledge layer on top - capturing the workflows and best practices you
|
| 92 |
+
be used without loading all of it into context.
|
| 93 |
+
already know, so Claude can apply them consistently.
|
| 94 |
+
• Second level (SKILL.md body): Loaded when Claude thinks the skill is
|
| 95 |
+
relevant to the current task. Contains the full instructions and guidance.
|
| 96 |
+
The kitchen analogy
|
| 97 |
+
• Third level (Linked files): Additional files bundled within the skill directory
|
| 98 |
+
that Claude can choose to navigate and discover only as needed. MCP provides the professional kitchen: access to tools, ingredients, and
|
| 99 |
+
equipment.
|
| 100 |
+
This progressive disclosure minimizes token usage while maintaining
|
| 101 |
+
specialized expertise. Skills provide the recipes: step-by-step instructions on how to create something
|
| 102 |
+
valuable.
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
|
| 107 |
+
5
|
| 108 |
+
Together, they enable users to accomplish complex tasks without needing to
|
| 109 |
+
figure out every step themselves.
|
| 110 |
+
|
| 111 |
+
How they work together:
|
| 112 |
+
|
| 113 |
+
|
| 114 |
+
MCP (Connectivity) Skills (Knowledge)
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
Connects Claude to your service Teaches Claude how to use your service
|
| 118 |
+
(Notion, Asana, Linear, etc.) effectively
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
Provides real-time data access and tool Captures workflows and best practices
|
| 122 |
+
invocation
|
| 123 |
+
|
| 124 |
+
|
| 125 |
+
What Claude can do How Claude should do it
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
Why this matters for your MCP users
|
| 131 |
+
|
| 132 |
+
Without skills:
|
| 133 |
+
• Users connect your MCP but don't know what to do next
|
| 134 |
+
|
| 135 |
+
• Support tickets asking "how do I do X with your integration"
|
| 136 |
+
|
| 137 |
+
• Each conversation starts from scratch
|
| 138 |
+
|
| 139 |
+
• Inconsistent results because users prompt differently each time
|
| 140 |
+
|
| 141 |
+
• Users blame your connector when the real issue is workflow guidance
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
With skills:
|
| 145 |
+
• Pre-built workflows activate automatically when needed
|
| 146 |
+
|
| 147 |
+
• Consistent, reliable tool usage
|
| 148 |
+
|
| 149 |
+
• Best practices embedded in every interaction
|
| 150 |
+
|
| 151 |
+
• Lower learning curve for your integration
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
6
|
| 157 |
+
Chapter 2
|
| 158 |
+
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
Planning and design 7
|
| 163 |
+
Chapter 2
|
| 164 |
+
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
Planning and design
|
| 168 |
+
Start with use cases Common skill use case categories
|
| 169 |
+
Before writing any code, identify 2-3 concrete use cases your skill should enable. At Anthropic, we’ve observed three common use cases:
|
| 170 |
+
|
| 171 |
+
|
| 172 |
+
Good use case definition: Category 1: Document & Asset Creation
|
| 173 |
+
|
| 174 |
+
Used for: Creating consistent, high-quality output including documents,
|
| 175 |
+
Use Case: Project Sprint Planning presentations, apps, designs, code, etc.
|
| 176 |
+
Trigger: User says "help me plan this sprint" or "create
|
| 177 |
+
sprint tasks" Real example: frontend-design skill (also see skills for docx, pptx, xlsx, and
|
| 178 |
+
Steps: ppt)
|
| 179 |
+
1. Fetch current project status from Linear (via MCP)
|
| 180 |
+
2. Analyze team velocity and capacity "Create distinctive, production-grade frontend interfaces with high design
|
| 181 |
+
3. Suggest task prioritization quality. Use when building web components, pages, artifacts, posters, or
|
| 182 |
+
4. Create tasks in Linear with proper labels and estimates applications."
|
| 183 |
+
Result: Fully planned sprint with tasks created
|
| 184 |
+
Key techniques:
|
| 185 |
+
|
| 186 |
+
• Embedded style guides and brand standards
|
| 187 |
+
Ask yourself: • Template structures for consistent output
|
| 188 |
+
• What does a user want to accomplish?
|
| 189 |
+
• Quality checklists before finalizing
|
| 190 |
+
• What multi-step workflows does this require?
|
| 191 |
+
• No external tools required - uses Claude's built-in capabilities
|
| 192 |
+
• Which tools are needed (built-in or MCP?)
|
| 193 |
+
|
| 194 |
+
• What domain knowledge or best practices should be embedded?
|
| 195 |
+
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
8
|
| 200 |
+
Category 2: Workflow Automation Define success criteria
|
| 201 |
+
Used for: Multi-step processes that benefit from consistent methodology,
|
| 202 |
+
How will you know your skill is working?
|
| 203 |
+
including coordination across multiple MCP servers.
|
| 204 |
+
These are aspirational targets - rough benchmarks rather than precise
|
| 205 |
+
Real example: skill-creator skill
|
| 206 |
+
thresholds. Aim for rigor but accept that there will be an element of vibes-based
|
| 207 |
+
|
| 208 |
+
"Interactive guide for creating new skills. Walks the user through use case assessment. We are actively developing more robust measurement guidance and
|
| 209 |
+
|
| 210 |
+
definition, frontmatter generation, instruction writing, and validation." tooling.
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
Key techniques:
|
| 214 |
+
Quantitative metrics:
|
| 215 |
+
• Skill triggers on 90% of relevant queries
|
| 216 |
+
• Step-by-step workflow with validation gates
|
| 217 |
+
– How to measure: Run 10-20 test queries that should trigger your skill. Track
|
| 218 |
+
• Templates for common structures how many times it loads automatically vs. requires explicit invocation.
|
| 219 |
+
• Built-in review and improvement suggestions • Completes workflow in X tool calls
|
| 220 |
+
• Iterative refinement loops – How to measure: Compare the same task with and without the skill enabled.
|
| 221 |
+
Count tool calls and total tokens consumed.
|
| 222 |
+
Category 3: MCP Enhancement • 0 failed API calls per workflow
|
| 223 |
+
– How to measure: Monitor MCP server logs during test runs. Track retry rates
|
| 224 |
+
Used for: Workflow guidance to enhance the tool access an MCP server provides.
|
| 225 |
+
and error codes.
|
| 226 |
+
Real example: sentry-code-review skill (from Sentry)
|
| 227 |
+
Qualitative metrics:
|
| 228 |
+
"Automatically analyzes and fixes detected bugs in GitHub Pull Requests using
|
| 229 |
+
• Users don't need to prompt Claude about next steps
|
| 230 |
+
Sentry's error monitoring data via their MCP server."
|
| 231 |
+
– How to assess: During testing, note how often you need to redirect or clarify.
|
| 232 |
+
Ask beta users for feedback.
|
| 233 |
+
Key techniques:
|
| 234 |
+
|
| 235 |
+
• Coordinates multiple MCP calls in sequence
|
| 236 |
+
• Workflows complete without user correction
|
| 237 |
+
• Embeds domain expertise – How to assess: Run the same request 3-5 times. Compare outputs for
|
| 238 |
+
|
| 239 |
+
• Provides context users would otherwise need to specify structural consistency and quality.
|
| 240 |
+
|
| 241 |
+
• Error handling for common MCP issues • Consistent results across sessions
|
| 242 |
+
– How to assess: Can a new user accomplish the task on first try with minimal
|
| 243 |
+
guidance?
|
| 244 |
+
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
|
| 248 |
+
9
|
| 249 |
+
Technical requirements YAML frontmatter: The most important part
|
| 250 |
+
|
| 251 |
+
The YAML frontmatter is how Claude decides whether to load your skill. Get this
|
| 252 |
+
File structure
|
| 253 |
+
right.
|
| 254 |
+
|
| 255 |
+
your-skill-name/ Minimal required format
|
| 256 |
+
├── SKILL.md # Required - main skill file
|
| 257 |
+
├── scripts/ # Optional - executable code
|
| 258 |
+
---
|
| 259 |
+
│ ├── process_data.py # Example
|
| 260 |
+
name: your-skill-name
|
| 261 |
+
│ └── validate.sh # Example
|
| 262 |
+
description: What it does. Use when user asks to [specific
|
| 263 |
+
├── references/ # Optional - documentation
|
| 264 |
+
phrases].
|
| 265 |
+
│ ├── api-guide.md # Example
|
| 266 |
+
---
|
| 267 |
+
│ └── examples/ # Example
|
| 268 |
+
└── assets/ # Optional - templates, etc.
|
| 269 |
+
└── report-template.md # Example
|
| 270 |
+
That's all you need to start.
|
| 271 |
+
|
| 272 |
+
|
| 273 |
+
Critical rules Field requirements
|
| 274 |
+
|
| 275 |
+
name (required):
|
| 276 |
+
SKILL.md naming:
|
| 277 |
+
• kebab-case only
|
| 278 |
+
• Must be exactly SKILL.md (case-sensitive)
|
| 279 |
+
• No spaces or capitals
|
| 280 |
+
• No variations accepted (SKILL.MD, skill.md, etc.)
|
| 281 |
+
• Should match folder name
|
| 282 |
+
|
| 283 |
+
Skill folder naming:
|
| 284 |
+
description (required):
|
| 285 |
+
• Use kebab-case: notion-project-setup ✅ • MUST include BOTH:
|
| 286 |
+
• No spaces: Notion Project Setup ❌ – What the skill does
|
| 287 |
+
|
| 288 |
+
• No underscores: notion_project_setup ❌ – When to use it (trigger conditions)
|
| 289 |
+
|
| 290 |
+
• No capitals: NotionProjectSetup ❌ • Under 1024 characters
|
| 291 |
+
|
| 292 |
+
• No XML tags (< or >)
|
| 293 |
+
No README.md: • Include specific tasks users might say
|
| 294 |
+
• Don't include README.md inside your skill folder • Mention file types if relevant
|
| 295 |
+
• All documentation goes in SKILL.md or references/
|
| 296 |
+
|
| 297 |
+
• Note: when distributing via GitHub, you'll still want a repo-level README for
|
| 298 |
+
human users — see Distribution and Sharing.
|
| 299 |
+
|
| 300 |
+
10
|
| 301 |
+
license (optional): Writing effective skills
|
| 302 |
+
• Use if making skill open source
|
| 303 |
+
The description field
|
| 304 |
+
• Common: MIT, Apache-2.0
|
| 305 |
+
According to Anthropic's engineering blog: "This metadata...provides just
|
| 306 |
+
compatibility (optional)
|
| 307 |
+
enough information for Claude to know when each skill should be used without
|
| 308 |
+
• 1-500 characters loading all of it into context." This is the first level of progressive disclosure.
|
| 309 |
+
• Indicates environment requirements: e.g. intended product, required system
|
| 310 |
+
packages, network access needs, etc. Structure:
|
| 311 |
+
|
| 312 |
+
metadata (optional):
|
| 313 |
+
[What it does] + [When to use it] + [Key capabilities]
|
| 314 |
+
• Any custom key-value pairs
|
| 315 |
+
|
| 316 |
+
• Suggested: author, version, mcp-server
|
| 317 |
+
|
| 318 |
+
• Example:
|
| 319 |
+
Examples of good descriptions:
|
| 320 |
+
```yaml
|
| 321 |
+
metadata:
|
| 322 |
+
author: ProjectHub
|
| 323 |
+
# Good - specific and actionable
|
| 324 |
+
version: 1.0.0 mcp-server: projecthub description: Analyzes Figma design files and generates
|
| 325 |
+
``` developer handoff documentation. Use when user uploads .fig
|
| 326 |
+
files, asks for "design specs", "component documentation", or
|
| 327 |
+
Security restrictions "design-to-code handoff".
|
| 328 |
+
|
| 329 |
+
|
| 330 |
+
Forbidden in frontmatter: # Good - includes trigger phrases
|
| 331 |
+
description: Manages Linear project workflows including sprint
|
| 332 |
+
• XML angle brackets (< >)
|
| 333 |
+
planning, task creation, and status tracking. Use when user
|
| 334 |
+
• Skills with "claude" or "anthropic" in name (reserved) mentions "sprint", "Linear tasks", "project planning", or asks
|
| 335 |
+
to "create tickets".
|
| 336 |
+
Why: Frontmatter appears in Claude's system prompt. Malicious content could
|
| 337 |
+
inject instructions. # Good - clear value proposition
|
| 338 |
+
description: End-to-end customer onboarding workflow for
|
| 339 |
+
PayFlow. Handles account creation, payment setup, and
|
| 340 |
+
subscription management. Use when user says "onboard new
|
| 341 |
+
customer", "set up subscription", or "create PayFlow account".
|
| 342 |
+
|
| 343 |
+
|
| 344 |
+
|
| 345 |
+
|
| 346 |
+
11
|
| 347 |
+
Examples of bad descriptions:
|
| 348 |
+
Example:
|
| 349 |
+
```bash
|
| 350 |
+
# Too vague
|
| 351 |
+
python scripts/fetch_data.py --project-id PROJECT_ID
|
| 352 |
+
description: Helps with projects.
|
| 353 |
+
Expected output: [describe what success looks like]
|
| 354 |
+
|
| 355 |
+
# Missing triggers
|
| 356 |
+
description: Creates sophisticated multi-page documentation
|
| 357 |
+
systems. (Add more steps as needed)
|
| 358 |
+
|
| 359 |
+
|
| 360 |
+
# Too technical, no user triggers
|
| 361 |
+
Examples
|
| 362 |
+
description: Implements the Project entity model with
|
| 363 |
+
hierarchical relationships.
|
| 364 |
+
Example 1: [common scenario]
|
| 365 |
+
|
| 366 |
+
User says: "Set up a new marketing campaign"
|
| 367 |
+
|
| 368 |
+
Writing the main instructions Actions:
|
| 369 |
+
|
| 370 |
+
After the frontmatter, write the actual instructions in Markdown. 1. Fetch existing campaigns via MCP
|
| 371 |
+
|
| 372 |
+
2. Create new campaign with provided parameters
|
| 373 |
+
Recommended structure:
|
| 374 |
+
Result: Campaign created with confirmation link
|
| 375 |
+
Adapt this template for your skill. Replace bracketed sections with your specific
|
| 376 |
+
content. (Add more examples as needed)
|
| 377 |
+
|
| 378 |
+
|
| 379 |
+
---
|
| 380 |
+
Troubleshooting
|
| 381 |
+
name: your-skill
|
| 382 |
+
description: [...]
|
| 383 |
+
---
|
| 384 |
+
Error: [Common error message]
|
| 385 |
+
|
| 386 |
+
Cause: [Why it happens]
|
| 387 |
+
# Your Skill Name
|
| 388 |
+
|
| 389 |
+
Solution: [How to fix]
|
| 390 |
+
## Instructions
|
| 391 |
+
(Add more error cases as needed)
|
| 392 |
+
### Step 1: [First Major Step]
|
| 393 |
+
Clear explanation of what happens.
|
| 394 |
+
|
| 395 |
+
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
12
|
| 399 |
+
Best Practices for Instructions Reference bundled resources clearly
|
| 400 |
+
|
| 401 |
+
|
| 402 |
+
Be Specific and Actionable
|
| 403 |
+
Before writing queries, consult `references/api-patterns.md`
|
| 404 |
+
for:
|
| 405 |
+
✅ Good: - Rate limiting guidance
|
| 406 |
+
- Pagination patterns
|
| 407 |
+
Run `python scripts/validate.py --input {filename}` to check - Error codes and handling
|
| 408 |
+
data format.
|
| 409 |
+
If validation fails, common issues include:
|
| 410 |
+
- Missing required fields (add them to the CSV) Use progressive disclosure
|
| 411 |
+
- Invalid date formats (use YYYY-MM-DD)
|
| 412 |
+
Keep SKILL.md focused on core instructions. Move detailed documentation to
|
| 413 |
+
|
| 414 |
+
❌ Bad: `references/` and link to it. (See Core Design Principles for how the three-
|
| 415 |
+
level system works.)
|
| 416 |
+
|
| 417 |
+
|
| 418 |
+
Validate the data before proceeding.
|
| 419 |
+
|
| 420 |
+
|
| 421 |
+
|
| 422 |
+
Include error handling
|
| 423 |
+
|
| 424 |
+
|
| 425 |
+
|
| 426 |
+
## Common Issues
|
| 427 |
+
|
| 428 |
+
|
| 429 |
+
### MCP Connection Failed
|
| 430 |
+
If you see "Connection refused":
|
| 431 |
+
1. Verify MCP server is running: Check Settings > Extensions
|
| 432 |
+
2. Confirm API key is valid
|
| 433 |
+
3. Try reconnecting: Settings > Extensions > [Your Service] >
|
| 434 |
+
Reconnect
|
| 435 |
+
|
| 436 |
+
|
| 437 |
+
|
| 438 |
+
|
| 439 |
+
13
|
| 440 |
+
Chapter 3
|
| 441 |
+
|
| 442 |
+
|
| 443 |
+
|
| 444 |
+
|
| 445 |
+
Testing and iteration 14
|
| 446 |
+
Chapter 3
|
| 447 |
+
|
| 448 |
+
|
| 449 |
+
|
| 450 |
+
Testing and iteration
|
| 451 |
+
Skills can be tested at varying levels of rigor depending on your needs: Recommended Testing Approach
|
| 452 |
+
• Manual testing in Claude.ai - Run queries directly and observe behavior. Fast
|
| 453 |
+
Based on early experience, effective skills testing typically covers three areas:
|
| 454 |
+
iteration, no setup required.
|
| 455 |
+
|
| 456 |
+
• Scripted testing in Claude Code - Automate test cases for repeatable 1. Triggering tests
|
| 457 |
+
validation across changes.
|
| 458 |
+
Goal: Ensure your skill loads at the right times.
|
| 459 |
+
• Programmatic testing via skills API - Build evaluation suites that run
|
| 460 |
+
systematically against defined test sets. Test cases:
|
| 461 |
+
|
| 462 |
+
Choose the approach that matches your quality requirements and the visibility • ✅ Triggers on obvious tasks
|
| 463 |
+
of your skill. A skill used internally by a small team has different testing needs • ✅ Triggers on paraphrased requests
|
| 464 |
+
|
| 465 |
+
• ❌ Doesn't trigger on unrelated topics
|
| 466 |
+
than one deployed to thousands of enterprise users.
|
| 467 |
+
|
| 468 |
+
|
| 469 |
+
Example test suite:
|
| 470 |
+
Pro Tip: Iterate on a single task before expanding
|
| 471 |
+
|
| 472 |
+
Should trigger:
|
| 473 |
+
We’ve found that the most effective skill creators iterate on a single challenging - "Help me set up a new ProjectHub workspace"
|
| 474 |
+
task until Claude succeeds, then extract the winning approach into a skill. This - "I need to create a project in ProjectHub"
|
| 475 |
+
leverages Claude’s in-context learning and provides faster signal than broad - "Initialize a ProjectHub project for Q4 planning"
|
| 476 |
+
|
| 477 |
+
testing. Once you have a working foundation, expand to multiple test cases for
|
| 478 |
+
Should NOT trigger:
|
| 479 |
+
coverage.
|
| 480 |
+
- "What's the weather in San Francisco?"
|
| 481 |
+
- "Help me write Python code"
|
| 482 |
+
- "Create a spreadsheet" (unless ProjectHub skill handles
|
| 483 |
+
sheets)
|
| 484 |
+
|
| 485 |
+
|
| 486 |
+
|
| 487 |
+
|
| 488 |
+
15
|
| 489 |
+
2. Functional tests
|
| 490 |
+
With skill:
|
| 491 |
+
Goal: Verify the skill produces correct outputs. - Automatic workflow execution
|
| 492 |
+
- 2 clarifying questions only
|
| 493 |
+
Test cases: - 0 failed API calls
|
| 494 |
+
|
| 495 |
+
• Valid outputs generated - 6,000 tokens consumed
|
| 496 |
+
|
| 497 |
+
• API calls succeed
|
| 498 |
+
|
| 499 |
+
• Error handling works
|
| 500 |
+
|
| 501 |
+
• Edge cases covered Using the skill-creator skill
|
| 502 |
+
|
| 503 |
+
Example: The skill-creator skill - available in Claude.ai via plugin directory or
|
| 504 |
+
download for Claude Code - can help you build and iterate on skills. If you
|
| 505 |
+
have an MCP server and know your top 2–3 workflows, you can build and test a
|
| 506 |
+
Test: Create project with 5 tasks functional skill in a single sitting - often in 15–30 minutes.
|
| 507 |
+
Given: Project name "Q4 Planning", 5 task descriptions
|
| 508 |
+
When: Skill executes workflow Creating skills:
|
| 509 |
+
Then:
|
| 510 |
+
• Generate skills from natural language descriptions
|
| 511 |
+
- Project created in ProjectHub
|
| 512 |
+
- 5 tasks created with correct properties • Produce properly formatted SKILL.md with frontmatter
|
| 513 |
+
- All tasks linked to project
|
| 514 |
+
• Suggest trigger phrases and structure
|
| 515 |
+
- No API errors
|
| 516 |
+
|
| 517 |
+
Reviewing skills:
|
| 518 |
+
|
| 519 |
+
• Flag common issues (vague descriptions, missing triggers, structural
|
| 520 |
+
3. Performance comparison problems)
|
| 521 |
+
|
| 522 |
+
• Identify potential over/under-triggering risks
|
| 523 |
+
Goal: Prove the skill improves results vs. baseline.
|
| 524 |
+
• Suggest test cases based on the skill's stated purpose
|
| 525 |
+
Use the metrics from Define Success Criteria. Here's what a comparison might
|
| 526 |
+
look like. Iterative improvement:
|
| 527 |
+
|
| 528 |
+
• After using your skill and encountering edge cases or failures, bring those
|
| 529 |
+
Baseline comparison:
|
| 530 |
+
examples back to skill-creator
|
| 531 |
+
|
| 532 |
+
• Example: "Use the issues & solution identified in this chat to improve how the
|
| 533 |
+
Without skill:
|
| 534 |
+
- User provides instructions each time
|
| 535 |
+
skill handles [specific edge case]"
|
| 536 |
+
- 15 back-and-forth messages
|
| 537 |
+
- 3 failed API calls requiring retry
|
| 538 |
+
- 12,000 tokens consumed
|
| 539 |
+
|
| 540 |
+
16
|
| 541 |
+
To use: Execution issues:
|
| 542 |
+
|
| 543 |
+
• Inconsistent results
|
| 544 |
+
"Use the skill-creator skill to help me build a skill for
|
| 545 |
+
• API call failures
|
| 546 |
+
[your use case]"
|
| 547 |
+
• User corrections needed
|
| 548 |
+
|
| 549 |
+
|
| 550 |
+
Note: skill-creator helps you design and refine skills but does not execute
|
| 551 |
+
Solution: Improve instructions, add error handling
|
| 552 |
+
automated test suites or produce quantitative evaluation results.
|
| 553 |
+
|
| 554 |
+
|
| 555 |
+
Iteration based on feedback
|
| 556 |
+
Skills are living documents. Plan to iterate based on:
|
| 557 |
+
|
| 558 |
+
|
| 559 |
+
Undertriggering signals:
|
| 560 |
+
|
| 561 |
+
• Skill doesn't load when it should
|
| 562 |
+
|
| 563 |
+
• Users manually enabling it
|
| 564 |
+
|
| 565 |
+
• Support questions about when to use it
|
| 566 |
+
|
| 567 |
+
|
| 568 |
+
|
| 569 |
+
Solution: Add more detail and nuance to the description - this may include
|
| 570 |
+
keywords particularly for technical terms
|
| 571 |
+
|
| 572 |
+
|
| 573 |
+
|
| 574 |
+
Overtriggering signals:
|
| 575 |
+
|
| 576 |
+
• Skill loads for irrelevant queries
|
| 577 |
+
|
| 578 |
+
• Users disabling it
|
| 579 |
+
|
| 580 |
+
• Confusion about purpose
|
| 581 |
+
|
| 582 |
+
|
| 583 |
+
|
| 584 |
+
Solution: Add negative triggers, be more specific
|
| 585 |
+
|
| 586 |
+
|
| 587 |
+
|
| 588 |
+
|
| 589 |
+
17
|
| 590 |
+
Chapter 4
|
| 591 |
+
|
| 592 |
+
|
| 593 |
+
|
| 594 |
+
|
| 595 |
+
Distribution and
|
| 596 |
+
sharing 18
|
| 597 |
+
Chapter 4
|
| 598 |
+
|
| 599 |
+
|
| 600 |
+
|
| 601 |
+
Distribution and sharing
|
| 602 |
+
Skills make your MCP integration more complete. As users compare connectors, Using skills via API
|
| 603 |
+
those with skills offer a faster path to value, giving you an edge over MCP-only
|
| 604 |
+
alternatives. For programmatic use cases - such as building applications, agents, or automated
|
| 605 |
+
workflows that leverage skills - the API provides direct control over skill
|
| 606 |
+
management and execution.
|
| 607 |
+
Current distribution model (January 2026)
|
| 608 |
+
Key capabilities:
|
| 609 |
+
How individual users get skills:
|
| 610 |
+
• `/v1/skills` endpoint for listing and managing skills
|
| 611 |
+
1. Download the skill folder
|
| 612 |
+
• Add skills to Messages API requests via the `container.skills` parameter
|
| 613 |
+
2. Zip the folder (if needed)
|
| 614 |
+
• Version control and management through the Claude Console
|
| 615 |
+
3. Upload to Claude.ai via Settings > Capabilities > Skills
|
| 616 |
+
• Works with the Claude Agent SDK for building custom agents
|
| 617 |
+
4. Or place in Claude Code skills directory
|
| 618 |
+
|
| 619 |
+
When to use skills via the API vs. Claude.ai:
|
| 620 |
+
Organization-level skills:
|
| 621 |
+
• Admins can deploy skills workspace-wide (shipped December 18, 2025) Use Case Best Surface
|
| 622 |
+
• Automatic updates
|
| 623 |
+
End users interacting with skills directly Claude.ai / Claude Code
|
| 624 |
+
• Centralized management
|
| 625 |
+
Manual testing and iteration during development Claude.ai / Claude Code
|
| 626 |
+
|
| 627 |
+
An open standard
|
| 628 |
+
Individual, ad-hoc workflows Claude.ai / Claude Code
|
| 629 |
+
We've published Agent Skills as an open standard. Like MCP, we believe skills
|
| 630 |
+
should be portable across tools and platforms - the same skill should work Applications using skills programmatically API
|
| 631 |
+
whether you're using Claude or other AI platforms. That said, some skills are
|
| 632 |
+
designed to take full advantage of a specific platform's capabilities; authors can Production deployments at scale API
|
| 633 |
+
|
| 634 |
+
note this in the skill's compatibility field. We've been collaborating with
|
| 635 |
+
members of the ecosystem on the standard, and we're excited by early adoption. Automated pipelines and agent systems API
|
| 636 |
+
|
| 637 |
+
|
| 638 |
+
|
| 639 |
+
|
| 640 |
+
19
|
| 641 |
+
Note: Skills in the API require the Code Execution Tool beta, which provides the
|
| 642 |
+
secure environment skills need to run. - Select the skill folder (zipped)
|
| 643 |
+
|
| 644 |
+
|
| 645 |
+
For implementation details, see: 3. Enable the skill:
|
| 646 |
+
- Toggle on the [Your Service] skill
|
| 647 |
+
• Skills API Quickstart - Ensure your MCP server is connected
|
| 648 |
+
• Create Custom skills
|
| 649 |
+
4. Test:
|
| 650 |
+
• Skills in the Agent SDK - Ask Claude: "Set up a new project in [Your Service]"
|
| 651 |
+
|
| 652 |
+
|
| 653 |
+
|
| 654 |
+
Recommended approach today Positioning your skill
|
| 655 |
+
Start by hosting your skill on GitHub with a public repo, clear README (for How you describe your skill determines whether users understand its value and
|
| 656 |
+
human visitors — this is separate from your skill folder, which should not contain actually try it. When writing about your skill—in your README, documentation,
|
| 657 |
+
a README.md), and example usage with screenshots. Then add a section or marketing - keep these principles in mind.
|
| 658 |
+
to your MCP documentation that links to the skill, explains why using both
|
| 659 |
+
together is valuable, and provides a quick-start guide. Focus on outcomes, not features:
|
| 660 |
+
|
| 661 |
+
1. Host on GitHub ✅ Good:
|
| 662 |
+
– Public repo for open-source skills
|
| 663 |
+
– Clear README with installation instructions "The ProjectHub skill enables teams to set up complete project
|
| 664 |
+
– Example usage and screenshots workspaces in seconds — including pages, databases, and
|
| 665 |
+
templates — instead of spending 30 minutes on manual setup."
|
| 666 |
+
2. Document in Your MCP Repo
|
| 667 |
+
– Link to skills from MCP documentation
|
| 668 |
+
– Explain the value of using both together
|
| 669 |
+
– Provide quick-start guide
|
| 670 |
+
❌ Bad:
|
| 671 |
+
3. Create an Installation Guide "The ProjectHub skill is a folder containing YAML frontmatter
|
| 672 |
+
and Markdown instructions that calls our MCP server tools."
|
| 673 |
+
|
| 674 |
+
## Installing the [Your Service] skill
|
| 675 |
+
|
| 676 |
+
1. Download the skill: Highlight the MCP + skills story:
|
| 677 |
+
- Clone repo: `git clone https://github.com/yourcompany/
|
| 678 |
+
skills`
|
| 679 |
+
- Or download ZIP from Releases "Our MCP server gives Claude access to your Linear projects.
|
| 680 |
+
Our skills teach Claude your team's sprint planning workflow.
|
| 681 |
+
2. Install in Claude: Together, they enable AI-powered project management."
|
| 682 |
+
- Open Claude.ai > Settings > skills
|
| 683 |
+
- Click "Upload skill"
|
| 684 |
+
20
|
| 685 |
+
Chapter 5
|
| 686 |
+
|
| 687 |
+
|
| 688 |
+
|
| 689 |
+
|
| 690 |
+
Patterns and
|
| 691 |
+
troubleshooting 21
|
| 692 |
+
Chapter 5
|
| 693 |
+
|
| 694 |
+
|
| 695 |
+
|
| 696 |
+
Patterns and troubleshooting
|
| 697 |
+
These patterns emerged from skills created by early adopters and internal teams. Pattern 1: Sequential workflow orchestration
|
| 698 |
+
They represent common approaches we've seen work well, not prescriptive
|
| 699 |
+
templates. Use when: Your users need multi-step processes in a specific order.
|
| 700 |
+
|
| 701 |
+
Example structure:
|
| 702 |
+
Choosing your approach: Problem-first vs. tool-first
|
| 703 |
+
|
| 704 |
+
Think of it like Home Depot. You might walk in with a problem - "I need to fix a ## Workflow: Onboard New Customer
|
| 705 |
+
kitchen cabinet" - and an employee points you to the right tools. Or you might
|
| 706 |
+
pick out a new drill and ask how to use it for your specific job. ### Step 1: Create Account
|
| 707 |
+
Call MCP tool: `create_customer`
|
| 708 |
+
Skills work the same way: Parameters: name, email, company
|
| 709 |
+
|
| 710 |
+
• Problem-first: "I need to set up a project workspace" → Your skill orchestrates
|
| 711 |
+
### Step 2: Setup Payment
|
| 712 |
+
the right MCP calls in the right sequence. Users describe outcomes; the skill
|
| 713 |
+
Call MCP tool: `setup_payment_method`
|
| 714 |
+
handles the tools.
|
| 715 |
+
Wait for: payment method verification
|
| 716 |
+
• Tool-first: "I have Notion MCP connected" → Your skill teaches Claude the
|
| 717 |
+
optimal workflows and best practices. Users have access; the skill provides ### Step 3: Create Subscription
|
| 718 |
+
expertise. Call MCP tool: `create_subscription`
|
| 719 |
+
Parameters: plan_id, customer_id (from Step 1)
|
| 720 |
+
Most skills lean one direction. Knowing which framing fits your use case helps
|
| 721 |
+
you choose the right pattern below. ### Step 4: Send Welcome Email
|
| 722 |
+
Call MCP tool: `send_email`
|
| 723 |
+
Template: welcome_email_template
|
| 724 |
+
|
| 725 |
+
|
| 726 |
+
|
| 727 |
+
|
| 728 |
+
Key techniques:
|
| 729 |
+
|
| 730 |
+
• Explicit step ordering
|
| 731 |
+
|
| 732 |
+
• Dependencies between steps
|
| 733 |
+
|
| 734 |
+
• Validation at each stage
|
| 735 |
+
|
| 736 |
+
• Rollback instructions for failures
|
| 737 |
+
22
|
| 738 |
+
Pattern 2: Multi-MCP coordination Pattern 3: Iterative refinement
|
| 739 |
+
Use when: Workflows span multiple services. Use when: Output quality improves with iteration.
|
| 740 |
+
|
| 741 |
+
Example: Design-to-development handoff Example: Report generation
|
| 742 |
+
|
| 743 |
+
|
| 744 |
+
### Phase 1: Design Export (Figma MCP) ## Iterative Report Creation
|
| 745 |
+
1. Export design assets from Figma
|
| 746 |
+
2. Generate design specifications ### Initial Draft
|
| 747 |
+
3. Create asset manifest 1. Fetch data via MCP
|
| 748 |
+
2. Generate first draft report
|
| 749 |
+
### Phase 2: Asset Storage (Drive MCP) 3. Save to temporary file
|
| 750 |
+
1. Create project folder in Drive
|
| 751 |
+
2. Upload all assets ### Quality Check
|
| 752 |
+
3. Generate shareable links 1. Run validation script: `scripts/check_report.py`
|
| 753 |
+
2. Identify issues:
|
| 754 |
+
### Phase 3: Task Creation (Linear MCP) - Missing sections
|
| 755 |
+
1. Create development tasks - Inconsistent formatting
|
| 756 |
+
2. Attach asset links to tasks - Data validation errors
|
| 757 |
+
3. Assign to engineering team
|
| 758 |
+
### Refinement Loop
|
| 759 |
+
### Phase 4: Notification (Slack MCP) 1. Address each identified issue
|
| 760 |
+
1. Post handoff summary to #engineering 2. Regenerate affected sections
|
| 761 |
+
2. Include asset links and task references 3. Re-validate
|
| 762 |
+
4. Repeat until quality threshold met
|
| 763 |
+
|
| 764 |
+
|
| 765 |
+
Key techniques: ### Finalization
|
| 766 |
+
1. Apply final formatting
|
| 767 |
+
• Clear phase separation
|
| 768 |
+
2. Generate summary
|
| 769 |
+
• Data passing between MCPs 3. Save final version
|
| 770 |
+
|
| 771 |
+
• Validation before moving to next phase
|
| 772 |
+
|
| 773 |
+
• Centralized error handling Key techniques:
|
| 774 |
+
|
| 775 |
+
• Explicit quality criteria
|
| 776 |
+
|
| 777 |
+
• Iterative improvement
|
| 778 |
+
|
| 779 |
+
• Validation scripts
|
| 780 |
+
|
| 781 |
+
• Know when to stop iterating
|
| 782 |
+
|
| 783 |
+
23
|
| 784 |
+
Pattern 4: Context-aware tool selection Pattern 5: Domain-specific intelligence
|
| 785 |
+
Use when: Same outcome, different tools depending on context. Use when: Your skill adds specialized knowledge beyond tool access.
|
| 786 |
+
|
| 787 |
+
Example: File storage Example: Financial compliance
|
| 788 |
+
|
| 789 |
+
|
| 790 |
+
## Smart File Storage ## Payment Processing with Compliance
|
| 791 |
+
|
| 792 |
+
|
| 793 |
+
### Decision Tree ### Before Processing (Compliance Check)
|
| 794 |
+
1. Check file type and size 1. Fetch transaction details via MCP
|
| 795 |
+
2. Determine best storage location: 2. Apply compliance rules:
|
| 796 |
+
- Large files (>10MB): Use cloud storage MCP - Check sanctions lists
|
| 797 |
+
- Collaborative docs: Use Notion/Docs MCP - Verify jurisdiction allowances
|
| 798 |
+
- Code files: Use GitHub MCP - Assess risk level
|
| 799 |
+
- Temporary files: Use local storage 3. Document compliance decision
|
| 800 |
+
|
| 801 |
+
|
| 802 |
+
### Execute Storage ### Processing
|
| 803 |
+
Based on decision: IF compliance passed:
|
| 804 |
+
- Call appropriate MCP tool - Call payment processing MCP tool
|
| 805 |
+
- Apply service-specific metadata - Apply appropriate fraud checks
|
| 806 |
+
- Generate access link - Process transaction
|
| 807 |
+
ELSE:
|
| 808 |
+
### Provide Context to User - Flag for review
|
| 809 |
+
Explain why that storage was chosen - Create compliance case
|
| 810 |
+
|
| 811 |
+
|
| 812 |
+
### Audit Trail
|
| 813 |
+
Key techniques: - Log all compliance checks
|
| 814 |
+
- Record processing decisions
|
| 815 |
+
• Clear decision criteria
|
| 816 |
+
- Generate audit report
|
| 817 |
+
• Fallback options
|
| 818 |
+
|
| 819 |
+
• Transparency about choices
|
| 820 |
+
Key techniques:
|
| 821 |
+
|
| 822 |
+
• Domain expertise embedded in logic
|
| 823 |
+
|
| 824 |
+
• Compliance before action
|
| 825 |
+
|
| 826 |
+
• Comprehensive documentation
|
| 827 |
+
|
| 828 |
+
• Clear governance
|
| 829 |
+
|
| 830 |
+
|
| 831 |
+
24
|
| 832 |
+
Troubleshooting
|
| 833 |
+
# Wrong
|
| 834 |
+
name: My Cool Skill
|
| 835 |
+
Skill won't upload
|
| 836 |
+
|
| 837 |
+
Error: "Could not find SKILL.md in uploaded folder" # Correct
|
| 838 |
+
name: my-cool-skill
|
| 839 |
+
Cause: File not named exactly SKILL.md
|
| 840 |
+
|
| 841 |
+
Solution:
|
| 842 |
+
Skill doesn't trigger
|
| 843 |
+
• Rename to SKILL.md (case-sensitive)
|
| 844 |
+
|
| 845 |
+
• Verify with: ls -la should show SKILL.md Symptom: Skill never loads automatically
|
| 846 |
+
|
| 847 |
+
Error: "Invalid frontmatter" Fix:
|
| 848 |
+
|
| 849 |
+
Cause: YAML formatting issue Revise your description field. See The Description Field for good/bad examples.
|
| 850 |
+
|
| 851 |
+
Common mistakes: Quick checklist:
|
| 852 |
+
|
| 853 |
+
• Is it too generic? ("Helps with projects" won't work)
|
| 854 |
+
# Wrong - missing delimiters • Does it include trigger phrases users would actually say?
|
| 855 |
+
name: my-skill
|
| 856 |
+
description: Does things
|
| 857 |
+
• Does it mention relevant file types if applicable?
|
| 858 |
+
|
| 859 |
+
Debugging approach:
|
| 860 |
+
# Wrong - unclosed quotes
|
| 861 |
+
name: my-skill
|
| 862 |
+
Ask Claude: "When would you use the [skill name] skill?" Claude will quote the
|
| 863 |
+
description: "Does things
|
| 864 |
+
description back. Adjust based on what's missing.
|
| 865 |
+
|
| 866 |
+
# Correct
|
| 867 |
+
---
|
| 868 |
+
Skill triggers too often
|
| 869 |
+
name: my-skill
|
| 870 |
+
Symptom: Skill loads for unrelated queries
|
| 871 |
+
description: Does things
|
| 872 |
+
--- Solutions:
|
| 873 |
+
|
| 874 |
+
1. Add negative triggers
|
| 875 |
+
Error: "Invalid skill name"
|
| 876 |
+
description: Advanced data analysis for CSV files. Use for
|
| 877 |
+
Cause: Name has spaces or capitals statistical modeling, regression, clustering. Do NOT use for
|
| 878 |
+
simple data exploration (use data-viz skill instead).
|
| 879 |
+
|
| 880 |
+
|
| 881 |
+
|
| 882 |
+
25
|
| 883 |
+
2. Be more specific Instructions not followed
|
| 884 |
+
|
| 885 |
+
Symptom: Skill loads but Claude doesn't follow instructions
|
| 886 |
+
# Too broad
|
| 887 |
+
description: Processes documents
|
| 888 |
+
Common causes:
|
| 889 |
+
|
| 890 |
+
# More specific 1. Instructions too verbose
|
| 891 |
+
description: Processes PDF legal documents for contract review – Keep instructions concise
|
| 892 |
+
– Use bullet points and numbered lists
|
| 893 |
+
– Move detailed reference to separate files
|
| 894 |
+
3. Clarify scope
|
| 895 |
+
2. Instructions buried
|
| 896 |
+
– Put critical instructions at the top
|
| 897 |
+
description: PayFlow payment processing for e-commerce. Use – Use ## Important or ## Critical headers
|
| 898 |
+
specifically for online payment workflows, not for general
|
| 899 |
+
– Repeat key points if needed
|
| 900 |
+
financial queries.
|
| 901 |
+
3. Ambiguous language
|
| 902 |
+
|
| 903 |
+
|
| 904 |
+
# Bad
|
| 905 |
+
MCP connection issues Make sure to validate things properly
|
| 906 |
+
|
| 907 |
+
Symptom: Skill loads but MCP calls fail
|
| 908 |
+
# Good
|
| 909 |
+
CRITICAL: Before calling create_project, verify:
|
| 910 |
+
Checklist:
|
| 911 |
+
- Project name is non-empty
|
| 912 |
+
1. Verify MCP server is connected - At least one team member assigned
|
| 913 |
+
– Claude.ai: Settings > Extensions > [Your Service] - Start date is not in the past
|
| 914 |
+
– Should show "Connected" status
|
| 915 |
+
|
| 916 |
+
2. Check authentication Advanced technique: For critical validations, consider bundling a script
|
| 917 |
+
– API keys valid and not expired that performs the checks programmatically rather than relying on language
|
| 918 |
+
– Proper permissions/scopes granted instructions. Code is deterministic; language interpretation isn't. See the Office
|
| 919 |
+
– OAuth tokens refreshed skills for examples of this pattern.
|
| 920 |
+
|
| 921 |
+
3. Test MCP independently 4. Model "laziness" Add explicit encouragement:
|
| 922 |
+
– Ask Claude to call MCP directly (without skill)
|
| 923 |
+
– "Use [Service] MCP to fetch my projects" ## Performance Notes
|
| 924 |
+
– If this fails, issue is MCP not skill - Take your time to do this thoroughly
|
| 925 |
+
- Quality is more important than speed
|
| 926 |
+
4. Verify tool names
|
| 927 |
+
- Do not skip validation steps
|
| 928 |
+
– Skill references correct MCP tool names
|
| 929 |
+
– Check MCP server documentation
|
| 930 |
+
Note: Adding this to user prompts is more effective than in SKILL.md
|
| 931 |
+
– Tool names are case-sensitive
|
| 932 |
+
26
|
| 933 |
+
Large context issues
|
| 934 |
+
|
| 935 |
+
Symptom: Skill seems slow or responses degraded
|
| 936 |
+
|
| 937 |
+
Causes:
|
| 938 |
+
|
| 939 |
+
• Skill content too large
|
| 940 |
+
|
| 941 |
+
• Too many skills enabled simultaneously
|
| 942 |
+
|
| 943 |
+
• All content loaded instead of progressive disclosure
|
| 944 |
+
|
| 945 |
+
Solutions:
|
| 946 |
+
|
| 947 |
+
1. Optimize SKILL.md size
|
| 948 |
+
– Move detailed docs to references/
|
| 949 |
+
– Link to references instead of inline
|
| 950 |
+
– Keep SKILL.md under 5,000 words
|
| 951 |
+
|
| 952 |
+
2. Reduce enabled skills
|
| 953 |
+
– Evaluate if you have more than 20 - 50 skills enabled simultaneously
|
| 954 |
+
– Recommend selective enablement
|
| 955 |
+
– Consider skill "packs" for related capabilities
|
| 956 |
+
|
| 957 |
+
|
| 958 |
+
|
| 959 |
+
|
| 960 |
+
27
|
| 961 |
+
Chapter 6
|
| 962 |
+
|
| 963 |
+
|
| 964 |
+
|
| 965 |
+
|
| 966 |
+
Resources and
|
| 967 |
+
references 28
|
| 968 |
+
Chapter 6
|
| 969 |
+
|
| 970 |
+
|
| 971 |
+
|
| 972 |
+
Resources and references
|
| 973 |
+
If you're building your first skill, start with the Best Practices Guide, then Tools and Utilities
|
| 974 |
+
reference the API docs as needed.
|
| 975 |
+
skill-creator skill:
|
| 976 |
+
Official Documentation • Built into Claude.ai and available for Claude Code
|
| 977 |
+
|
| 978 |
+
• Can generate skills from descriptions
|
| 979 |
+
Anthropic Resources:
|
| 980 |
+
• Reviews and provides recommendations
|
| 981 |
+
• Best Practices Guide
|
| 982 |
+
• Use: "Help me build a skill using skill-creator"
|
| 983 |
+
• Skills Documentation
|
| 984 |
+
|
| 985 |
+
• API Reference Validation:
|
| 986 |
+
• MCP Documentation • skill-creator can assess your skills
|
| 987 |
+
|
| 988 |
+
• Ask: "Review this skill and suggest improvements"
|
| 989 |
+
Blog Posts:
|
| 990 |
+
• Introducing Agent Skills
|
| 991 |
+
Getting Support
|
| 992 |
+
• Engineering Blog: Equipping Agents for the Real World
|
| 993 |
+
|
| 994 |
+
• Skills Explained For Technical Questions:
|
| 995 |
+
|
| 996 |
+
• How to Create Skills for Claude • General questions: Community forums at the Claude Developers Discord
|
| 997 |
+
|
| 998 |
+
• Building Skills for Claude Code
|
| 999 |
+
For Bug Reports:
|
| 1000 |
+
• Improving Frontend Design through Skills
|
| 1001 |
+
• GitHub Issues: anthropics/skills/issues
|
| 1002 |
+
|
| 1003 |
+
• Include: Skill name, error message, steps to reproduce
|
| 1004 |
+
Example skills
|
| 1005 |
+
|
| 1006 |
+
Public skills repository:
|
| 1007 |
+
• GitHub: anthropics/skills
|
| 1008 |
+
|
| 1009 |
+
• Contains Anthropic-created skills you can customize
|
| 1010 |
+
|
| 1011 |
+
29
|
| 1012 |
+
Before upload
|
| 1013 |
+
Reference A: Quick Tested triggering on obvious tasks
|
| 1014 |
+
|
| 1015 |
+
|
| 1016 |
+
checklist Tested triggering on paraphrased requests
|
| 1017 |
+
|
| 1018 |
+
Verified doesn't trigger on unrelated topics
|
| 1019 |
+
Use this checklist to validate your skill before and after upload. If you want
|
| 1020 |
+
Functional tests pass
|
| 1021 |
+
a faster start, use the skill-creator skill to generate your first draft, then run
|
| 1022 |
+
through this list to make sure you haven't missed anything. Tool integration works (if applicable)
|
| 1023 |
+
|
| 1024 |
+
Compressed as .zip file
|
| 1025 |
+
|
| 1026 |
+
Before you start
|
| 1027 |
+
After upload
|
| 1028 |
+
Identified 2-3 concrete use cases
|
| 1029 |
+
|
| 1030 |
+
Tools identified (built-in or MCP) Test in real conversations
|
| 1031 |
+
|
| 1032 |
+
Reviewed this guide and example skills Monitor for under/over-triggering
|
| 1033 |
+
|
| 1034 |
+
Planned folder structure Collect user feedback
|
| 1035 |
+
|
| 1036 |
+
Iterate on description and instructions
|
| 1037 |
+
|
| 1038 |
+
During development Update version in metadata
|
| 1039 |
+
|
| 1040 |
+
Folder named in kebab-case
|
| 1041 |
+
|
| 1042 |
+
SKILL.md file exists (exact spelling)
|
| 1043 |
+
|
| 1044 |
+
YAML frontmatter has --- delimiters
|
| 1045 |
+
|
| 1046 |
+
name field: kebab-case, no spaces, no capitals
|
| 1047 |
+
|
| 1048 |
+
description includes WHAT and WHEN
|
| 1049 |
+
|
| 1050 |
+
No XML tags (< >) anywhere
|
| 1051 |
+
|
| 1052 |
+
Instructions are clear and actionable
|
| 1053 |
+
|
| 1054 |
+
Error handling included
|
| 1055 |
+
|
| 1056 |
+
Examples provided
|
| 1057 |
+
|
| 1058 |
+
References clearly linked
|
| 1059 |
+
|
| 1060 |
+
|
| 1061 |
+
|
| 1062 |
+
|
| 1063 |
+
30
|
| 1064 |
+
Security notes
|
| 1065 |
+
Reference B: YAML
|
| 1066 |
+
frontmatter Allowed:
|
| 1067 |
+
• Any standard YAML types (strings, numbers, booleans, lists, objects)
|
| 1068 |
+
|
| 1069 |
+
• Custom metadata fields
|
| 1070 |
+
Required fields
|
| 1071 |
+
• Long descriptions (up to 1024 characters)
|
| 1072 |
+
|
| 1073 |
+
---
|
| 1074 |
+
Forbidden:
|
| 1075 |
+
name: skill-name-in-kebab-case
|
| 1076 |
+
description: What it does and when to use it. Include specific • XML angle brackets (< >) - security restriction
|
| 1077 |
+
trigger phrases.
|
| 1078 |
+
• Code execution in YAML (uses safe YAML parsing)
|
| 1079 |
+
---
|
| 1080 |
+
• Skills named with "claude" or "anthropic" prefix (reserved)
|
| 1081 |
+
|
| 1082 |
+
|
| 1083 |
+
|
| 1084 |
+
|
| 1085 |
+
All optional fields
|
| 1086 |
+
|
| 1087 |
+
name: skill-name
|
| 1088 |
+
description: [required description]
|
| 1089 |
+
license: MIT # Optional: License for open-source
|
| 1090 |
+
allowed-tools: "Bash(python:*) Bash(npm:*) WebFetch" # Optional:
|
| 1091 |
+
Restrict tool access
|
| 1092 |
+
metadata: # Optional: Custom fields
|
| 1093 |
+
author: Company Name
|
| 1094 |
+
version: 1.0.0
|
| 1095 |
+
mcp-server: server-name
|
| 1096 |
+
category: productivity
|
| 1097 |
+
tags: [project-management, automation]
|
| 1098 |
+
documentation: https://example.com/docs
|
| 1099 |
+
support: support@example.com
|
| 1100 |
+
|
| 1101 |
+
|
| 1102 |
+
|
| 1103 |
+
|
| 1104 |
+
31
|
| 1105 |
+
Reference C: Complete skill
|
| 1106 |
+
examples
|
| 1107 |
+
For full, production-ready skills demonstrating the patterns in this guide:
|
| 1108 |
+
|
| 1109 |
+
• Document Skills - PDF, DOCX, PPTX, XLSX creation
|
| 1110 |
+
|
| 1111 |
+
• Example Skills - Various workflow patterns
|
| 1112 |
+
|
| 1113 |
+
• Partner Skills Directory - View skills from various partners such as Asana,
|
| 1114 |
+
Atlassian, Canva, Figma, Sentry, Zapier, and more
|
| 1115 |
+
|
| 1116 |
+
These repositories stay up-to-date and include additional examples beyond
|
| 1117 |
+
what's covered here. Clone them, modify them for your use case, and use them as
|
| 1118 |
+
templates.
|
| 1119 |
+
|
| 1120 |
+
|
| 1121 |
+
|
| 1122 |
+
|
| 1123 |
+
32
|
| 1124 |
+
claude.ai
|
books/book_20260922_163508_a82865/source/original.txt
ADDED
|
@@ -0,0 +1,1124 @@
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|
|
| 1 |
+
The Complete Guide
|
| 2 |
+
to Building Skills
|
| 3 |
+
for Claude
|
| 4 |
+
Contents
|
| 5 |
+
Introduction 3
|
| 6 |
+
|
| 7 |
+
Fundamentals 4
|
| 8 |
+
|
| 9 |
+
Planning and design 7
|
| 10 |
+
|
| 11 |
+
Testing and iteration 14
|
| 12 |
+
|
| 13 |
+
Distribution and sharing 18
|
| 14 |
+
|
| 15 |
+
Patterns and troubleshooting 21
|
| 16 |
+
|
| 17 |
+
Resources and references 28
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
2
|
| 23 |
+
Introduction
|
| 24 |
+
A skill is a set of instructions - packaged as a simple folder - that teaches Claude Two Paths Through This Guide
|
| 25 |
+
how to handle specific tasks or workflows. Skills are one of the most powerful Building standalone skills? Focus on Fundamentals, Planning and Design, and
|
| 26 |
+
ways to customize Claude for your specific needs. Instead of re-explaining your category 1-2. Enhancing an MCP integration? The "Skills + MCP" section and
|
| 27 |
+
preferences, processes, and domain expertise in every conversation, skills let you category 3 are for you. Both paths share the same technical requirements, but
|
| 28 |
+
teach Claude once and benefit every time. you choose what's relevant to your use case.
|
| 29 |
+
|
| 30 |
+
Skills are powerful when you have repeatable workflows: generating frontend What you'll get out of this guide: By the end, you'll be able to build a functional
|
| 31 |
+
designs from specs, conducting research with consistent methodology, creating skill in a single sitting. Expect about 15-30 minutes to build and test your first
|
| 32 |
+
documents that follow your team's style guide, or orchestrating multi-step working skill using the skill-creator.
|
| 33 |
+
processes. They work well with Claude's built-in capabilities like code execution
|
| 34 |
+
and document creation. For those building MCP integrations, skills add another Let's get started.
|
| 35 |
+
|
| 36 |
+
powerful layer helping turn raw tool access into reliable, optimized workflows.
|
| 37 |
+
|
| 38 |
+
This guide covers everything you need to know to build effective skills - from
|
| 39 |
+
planning and structure to testing and distribution. Whether you're building a
|
| 40 |
+
skill for yourself, your team, or for the community, you'll find practical patterns
|
| 41 |
+
and real-world examples throughout.
|
| 42 |
+
|
| 43 |
+
What you'll learn:
|
| 44 |
+
|
| 45 |
+
• Technical requirements and best practices for skill structure
|
| 46 |
+
|
| 47 |
+
• Patterns for standalone skills and MCP-enhanced workflows
|
| 48 |
+
|
| 49 |
+
• Patterns we've seen work well across different use cases
|
| 50 |
+
|
| 51 |
+
• How to test, iterate, and distribute your skills
|
| 52 |
+
|
| 53 |
+
Who this is for:
|
| 54 |
+
|
| 55 |
+
• Developers who want Claude to follow specific workflows consistently
|
| 56 |
+
|
| 57 |
+
• Power users who want Claude to follow specific workflows
|
| 58 |
+
|
| 59 |
+
• Teams looking to standardize how Claude works across their organization
|
| 60 |
+
Chapter 1
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
Fundamentals 4
|
| 66 |
+
Chapter 1
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
Fundamentals
|
| 71 |
+
What is a skill? Composability
|
| 72 |
+
|
| 73 |
+
A skill is a folder containing: Claude can load multiple skills simultaneously. Your skill should work well
|
| 74 |
+
alongside others, not assume it's the only capability available.
|
| 75 |
+
• SKILL.md (required): Instructions in Markdown with YAML frontmatter
|
| 76 |
+
|
| 77 |
+
• scripts/ (optional): Executable code (Python, Bash, etc.) Portability
|
| 78 |
+
• references/ (optional): Documentation loaded as needed
|
| 79 |
+
Skills work identically across Claude.ai, Claude Code, and API. Create a skill once
|
| 80 |
+
• assets/ (optional): Templates, fonts, icons used in output and it works across all surfaces without modification, provided the environment
|
| 81 |
+
supports any dependencies the skill requires.
|
| 82 |
+
|
| 83 |
+
Core design principles
|
| 84 |
+
For MCP Builders: Skills + Connectors
|
| 85 |
+
Progressive Disclosure
|
| 86 |
+
💡 Building standalone skills without MCP? Skip to Planning and Design - you can
|
| 87 |
+
Skills use a three-level system: always return here later.
|
| 88 |
+
• First level (YAML frontmatter): Always loaded in Claude's system prompt.
|
| 89 |
+
If you already have a working MCP server, you've done the hard part. Skills are
|
| 90 |
+
Provides just enough information for Claude to know when each skill should
|
| 91 |
+
the knowledge layer on top - capturing the workflows and best practices you
|
| 92 |
+
be used without loading all of it into context.
|
| 93 |
+
already know, so Claude can apply them consistently.
|
| 94 |
+
• Second level (SKILL.md body): Loaded when Claude thinks the skill is
|
| 95 |
+
relevant to the current task. Contains the full instructions and guidance.
|
| 96 |
+
The kitchen analogy
|
| 97 |
+
• Third level (Linked files): Additional files bundled within the skill directory
|
| 98 |
+
that Claude can choose to navigate and discover only as needed. MCP provides the professional kitchen: access to tools, ingredients, and
|
| 99 |
+
equipment.
|
| 100 |
+
This progressive disclosure minimizes token usage while maintaining
|
| 101 |
+
specialized expertise. Skills provide the recipes: step-by-step instructions on how to create something
|
| 102 |
+
valuable.
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
|
| 107 |
+
5
|
| 108 |
+
Together, they enable users to accomplish complex tasks without needing to
|
| 109 |
+
figure out every step themselves.
|
| 110 |
+
|
| 111 |
+
How they work together:
|
| 112 |
+
|
| 113 |
+
|
| 114 |
+
MCP (Connectivity) Skills (Knowledge)
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
Connects Claude to your service Teaches Claude how to use your service
|
| 118 |
+
(Notion, Asana, Linear, etc.) effectively
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
Provides real-time data access and tool Captures workflows and best practices
|
| 122 |
+
invocation
|
| 123 |
+
|
| 124 |
+
|
| 125 |
+
What Claude can do How Claude should do it
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
Why this matters for your MCP users
|
| 131 |
+
|
| 132 |
+
Without skills:
|
| 133 |
+
• Users connect your MCP but don't know what to do next
|
| 134 |
+
|
| 135 |
+
• Support tickets asking "how do I do X with your integration"
|
| 136 |
+
|
| 137 |
+
• Each conversation starts from scratch
|
| 138 |
+
|
| 139 |
+
• Inconsistent results because users prompt differently each time
|
| 140 |
+
|
| 141 |
+
• Users blame your connector when the real issue is workflow guidance
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
With skills:
|
| 145 |
+
• Pre-built workflows activate automatically when needed
|
| 146 |
+
|
| 147 |
+
• Consistent, reliable tool usage
|
| 148 |
+
|
| 149 |
+
• Best practices embedded in every interaction
|
| 150 |
+
|
| 151 |
+
• Lower learning curve for your integration
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
6
|
| 157 |
+
Chapter 2
|
| 158 |
+
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
Planning and design 7
|
| 163 |
+
Chapter 2
|
| 164 |
+
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
Planning and design
|
| 168 |
+
Start with use cases Common skill use case categories
|
| 169 |
+
Before writing any code, identify 2-3 concrete use cases your skill should enable. At Anthropic, we’ve observed three common use cases:
|
| 170 |
+
|
| 171 |
+
|
| 172 |
+
Good use case definition: Category 1: Document & Asset Creation
|
| 173 |
+
|
| 174 |
+
Used for: Creating consistent, high-quality output including documents,
|
| 175 |
+
Use Case: Project Sprint Planning presentations, apps, designs, code, etc.
|
| 176 |
+
Trigger: User says "help me plan this sprint" or "create
|
| 177 |
+
sprint tasks" Real example: frontend-design skill (also see skills for docx, pptx, xlsx, and
|
| 178 |
+
Steps: ppt)
|
| 179 |
+
1. Fetch current project status from Linear (via MCP)
|
| 180 |
+
2. Analyze team velocity and capacity "Create distinctive, production-grade frontend interfaces with high design
|
| 181 |
+
3. Suggest task prioritization quality. Use when building web components, pages, artifacts, posters, or
|
| 182 |
+
4. Create tasks in Linear with proper labels and estimates applications."
|
| 183 |
+
Result: Fully planned sprint with tasks created
|
| 184 |
+
Key techniques:
|
| 185 |
+
|
| 186 |
+
• Embedded style guides and brand standards
|
| 187 |
+
Ask yourself: • Template structures for consistent output
|
| 188 |
+
• What does a user want to accomplish?
|
| 189 |
+
• Quality checklists before finalizing
|
| 190 |
+
• What multi-step workflows does this require?
|
| 191 |
+
• No external tools required - uses Claude's built-in capabilities
|
| 192 |
+
• Which tools are needed (built-in or MCP?)
|
| 193 |
+
|
| 194 |
+
• What domain knowledge or best practices should be embedded?
|
| 195 |
+
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
8
|
| 200 |
+
Category 2: Workflow Automation Define success criteria
|
| 201 |
+
Used for: Multi-step processes that benefit from consistent methodology,
|
| 202 |
+
How will you know your skill is working?
|
| 203 |
+
including coordination across multiple MCP servers.
|
| 204 |
+
These are aspirational targets - rough benchmarks rather than precise
|
| 205 |
+
Real example: skill-creator skill
|
| 206 |
+
thresholds. Aim for rigor but accept that there will be an element of vibes-based
|
| 207 |
+
|
| 208 |
+
"Interactive guide for creating new skills. Walks the user through use case assessment. We are actively developing more robust measurement guidance and
|
| 209 |
+
|
| 210 |
+
definition, frontmatter generation, instruction writing, and validation." tooling.
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
Key techniques:
|
| 214 |
+
Quantitative metrics:
|
| 215 |
+
• Skill triggers on 90% of relevant queries
|
| 216 |
+
• Step-by-step workflow with validation gates
|
| 217 |
+
– How to measure: Run 10-20 test queries that should trigger your skill. Track
|
| 218 |
+
• Templates for common structures how many times it loads automatically vs. requires explicit invocation.
|
| 219 |
+
• Built-in review and improvement suggestions • Completes workflow in X tool calls
|
| 220 |
+
• Iterative refinement loops – How to measure: Compare the same task with and without the skill enabled.
|
| 221 |
+
Count tool calls and total tokens consumed.
|
| 222 |
+
Category 3: MCP Enhancement • 0 failed API calls per workflow
|
| 223 |
+
– How to measure: Monitor MCP server logs during test runs. Track retry rates
|
| 224 |
+
Used for: Workflow guidance to enhance the tool access an MCP server provides.
|
| 225 |
+
and error codes.
|
| 226 |
+
Real example: sentry-code-review skill (from Sentry)
|
| 227 |
+
Qualitative metrics:
|
| 228 |
+
"Automatically analyzes and fixes detected bugs in GitHub Pull Requests using
|
| 229 |
+
• Users don't need to prompt Claude about next steps
|
| 230 |
+
Sentry's error monitoring data via their MCP server."
|
| 231 |
+
– How to assess: During testing, note how often you need to redirect or clarify.
|
| 232 |
+
Ask beta users for feedback.
|
| 233 |
+
Key techniques:
|
| 234 |
+
|
| 235 |
+
• Coordinates multiple MCP calls in sequence
|
| 236 |
+
• Workflows complete without user correction
|
| 237 |
+
• Embeds domain expertise – How to assess: Run the same request 3-5 times. Compare outputs for
|
| 238 |
+
|
| 239 |
+
• Provides context users would otherwise need to specify structural consistency and quality.
|
| 240 |
+
|
| 241 |
+
• Error handling for common MCP issues • Consistent results across sessions
|
| 242 |
+
– How to assess: Can a new user accomplish the task on first try with minimal
|
| 243 |
+
guidance?
|
| 244 |
+
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
|
| 248 |
+
9
|
| 249 |
+
Technical requirements YAML frontmatter: The most important part
|
| 250 |
+
|
| 251 |
+
The YAML frontmatter is how Claude decides whether to load your skill. Get this
|
| 252 |
+
File structure
|
| 253 |
+
right.
|
| 254 |
+
|
| 255 |
+
your-skill-name/ Minimal required format
|
| 256 |
+
├── SKILL.md # Required - main skill file
|
| 257 |
+
├── scripts/ # Optional - executable code
|
| 258 |
+
---
|
| 259 |
+
│ ├── process_data.py # Example
|
| 260 |
+
name: your-skill-name
|
| 261 |
+
│ └── validate.sh # Example
|
| 262 |
+
description: What it does. Use when user asks to [specific
|
| 263 |
+
├── references/ # Optional - documentation
|
| 264 |
+
phrases].
|
| 265 |
+
│ ├── api-guide.md # Example
|
| 266 |
+
---
|
| 267 |
+
│ └── examples/ # Example
|
| 268 |
+
└── assets/ # Optional - templates, etc.
|
| 269 |
+
└── report-template.md # Example
|
| 270 |
+
That's all you need to start.
|
| 271 |
+
|
| 272 |
+
|
| 273 |
+
Critical rules Field requirements
|
| 274 |
+
|
| 275 |
+
name (required):
|
| 276 |
+
SKILL.md naming:
|
| 277 |
+
• kebab-case only
|
| 278 |
+
• Must be exactly SKILL.md (case-sensitive)
|
| 279 |
+
• No spaces or capitals
|
| 280 |
+
• No variations accepted (SKILL.MD, skill.md, etc.)
|
| 281 |
+
• Should match folder name
|
| 282 |
+
|
| 283 |
+
Skill folder naming:
|
| 284 |
+
description (required):
|
| 285 |
+
• Use kebab-case: notion-project-setup ✅ • MUST include BOTH:
|
| 286 |
+
• No spaces: Notion Project Setup ❌ – What the skill does
|
| 287 |
+
|
| 288 |
+
• No underscores: notion_project_setup ❌ – When to use it (trigger conditions)
|
| 289 |
+
|
| 290 |
+
• No capitals: NotionProjectSetup ❌ • Under 1024 characters
|
| 291 |
+
|
| 292 |
+
• No XML tags (< or >)
|
| 293 |
+
No README.md: • Include specific tasks users might say
|
| 294 |
+
• Don't include README.md inside your skill folder • Mention file types if relevant
|
| 295 |
+
• All documentation goes in SKILL.md or references/
|
| 296 |
+
|
| 297 |
+
• Note: when distributing via GitHub, you'll still want a repo-level README for
|
| 298 |
+
human users — see Distribution and Sharing.
|
| 299 |
+
|
| 300 |
+
10
|
| 301 |
+
license (optional): Writing effective skills
|
| 302 |
+
• Use if making skill open source
|
| 303 |
+
The description field
|
| 304 |
+
• Common: MIT, Apache-2.0
|
| 305 |
+
According to Anthropic's engineering blog: "This metadata...provides just
|
| 306 |
+
compatibility (optional)
|
| 307 |
+
enough information for Claude to know when each skill should be used without
|
| 308 |
+
• 1-500 characters loading all of it into context." This is the first level of progressive disclosure.
|
| 309 |
+
• Indicates environment requirements: e.g. intended product, required system
|
| 310 |
+
packages, network access needs, etc. Structure:
|
| 311 |
+
|
| 312 |
+
metadata (optional):
|
| 313 |
+
[What it does] + [When to use it] + [Key capabilities]
|
| 314 |
+
• Any custom key-value pairs
|
| 315 |
+
|
| 316 |
+
• Suggested: author, version, mcp-server
|
| 317 |
+
|
| 318 |
+
• Example:
|
| 319 |
+
Examples of good descriptions:
|
| 320 |
+
```yaml
|
| 321 |
+
metadata:
|
| 322 |
+
author: ProjectHub
|
| 323 |
+
# Good - specific and actionable
|
| 324 |
+
version: 1.0.0 mcp-server: projecthub description: Analyzes Figma design files and generates
|
| 325 |
+
``` developer handoff documentation. Use when user uploads .fig
|
| 326 |
+
files, asks for "design specs", "component documentation", or
|
| 327 |
+
Security restrictions "design-to-code handoff".
|
| 328 |
+
|
| 329 |
+
|
| 330 |
+
Forbidden in frontmatter: # Good - includes trigger phrases
|
| 331 |
+
description: Manages Linear project workflows including sprint
|
| 332 |
+
• XML angle brackets (< >)
|
| 333 |
+
planning, task creation, and status tracking. Use when user
|
| 334 |
+
• Skills with "claude" or "anthropic" in name (reserved) mentions "sprint", "Linear tasks", "project planning", or asks
|
| 335 |
+
to "create tickets".
|
| 336 |
+
Why: Frontmatter appears in Claude's system prompt. Malicious content could
|
| 337 |
+
inject instructions. # Good - clear value proposition
|
| 338 |
+
description: End-to-end customer onboarding workflow for
|
| 339 |
+
PayFlow. Handles account creation, payment setup, and
|
| 340 |
+
subscription management. Use when user says "onboard new
|
| 341 |
+
customer", "set up subscription", or "create PayFlow account".
|
| 342 |
+
|
| 343 |
+
|
| 344 |
+
|
| 345 |
+
|
| 346 |
+
11
|
| 347 |
+
Examples of bad descriptions:
|
| 348 |
+
Example:
|
| 349 |
+
```bash
|
| 350 |
+
# Too vague
|
| 351 |
+
python scripts/fetch_data.py --project-id PROJECT_ID
|
| 352 |
+
description: Helps with projects.
|
| 353 |
+
Expected output: [describe what success looks like]
|
| 354 |
+
|
| 355 |
+
# Missing triggers
|
| 356 |
+
description: Creates sophisticated multi-page documentation
|
| 357 |
+
systems. (Add more steps as needed)
|
| 358 |
+
|
| 359 |
+
|
| 360 |
+
# Too technical, no user triggers
|
| 361 |
+
Examples
|
| 362 |
+
description: Implements the Project entity model with
|
| 363 |
+
hierarchical relationships.
|
| 364 |
+
Example 1: [common scenario]
|
| 365 |
+
|
| 366 |
+
User says: "Set up a new marketing campaign"
|
| 367 |
+
|
| 368 |
+
Writing the main instructions Actions:
|
| 369 |
+
|
| 370 |
+
After the frontmatter, write the actual instructions in Markdown. 1. Fetch existing campaigns via MCP
|
| 371 |
+
|
| 372 |
+
2. Create new campaign with provided parameters
|
| 373 |
+
Recommended structure:
|
| 374 |
+
Result: Campaign created with confirmation link
|
| 375 |
+
Adapt this template for your skill. Replace bracketed sections with your specific
|
| 376 |
+
content. (Add more examples as needed)
|
| 377 |
+
|
| 378 |
+
|
| 379 |
+
---
|
| 380 |
+
Troubleshooting
|
| 381 |
+
name: your-skill
|
| 382 |
+
description: [...]
|
| 383 |
+
---
|
| 384 |
+
Error: [Common error message]
|
| 385 |
+
|
| 386 |
+
Cause: [Why it happens]
|
| 387 |
+
# Your Skill Name
|
| 388 |
+
|
| 389 |
+
Solution: [How to fix]
|
| 390 |
+
## Instructions
|
| 391 |
+
(Add more error cases as needed)
|
| 392 |
+
### Step 1: [First Major Step]
|
| 393 |
+
Clear explanation of what happens.
|
| 394 |
+
|
| 395 |
+
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
12
|
| 399 |
+
Best Practices for Instructions Reference bundled resources clearly
|
| 400 |
+
|
| 401 |
+
|
| 402 |
+
Be Specific and Actionable
|
| 403 |
+
Before writing queries, consult `references/api-patterns.md`
|
| 404 |
+
for:
|
| 405 |
+
✅ Good: - Rate limiting guidance
|
| 406 |
+
- Pagination patterns
|
| 407 |
+
Run `python scripts/validate.py --input {filename}` to check - Error codes and handling
|
| 408 |
+
data format.
|
| 409 |
+
If validation fails, common issues include:
|
| 410 |
+
- Missing required fields (add them to the CSV) Use progressive disclosure
|
| 411 |
+
- Invalid date formats (use YYYY-MM-DD)
|
| 412 |
+
Keep SKILL.md focused on core instructions. Move detailed documentation to
|
| 413 |
+
|
| 414 |
+
❌ Bad: `references/` and link to it. (See Core Design Principles for how the three-
|
| 415 |
+
level system works.)
|
| 416 |
+
|
| 417 |
+
|
| 418 |
+
Validate the data before proceeding.
|
| 419 |
+
|
| 420 |
+
|
| 421 |
+
|
| 422 |
+
Include error handling
|
| 423 |
+
|
| 424 |
+
|
| 425 |
+
|
| 426 |
+
## Common Issues
|
| 427 |
+
|
| 428 |
+
|
| 429 |
+
### MCP Connection Failed
|
| 430 |
+
If you see "Connection refused":
|
| 431 |
+
1. Verify MCP server is running: Check Settings > Extensions
|
| 432 |
+
2. Confirm API key is valid
|
| 433 |
+
3. Try reconnecting: Settings > Extensions > [Your Service] >
|
| 434 |
+
Reconnect
|
| 435 |
+
|
| 436 |
+
|
| 437 |
+
|
| 438 |
+
|
| 439 |
+
13
|
| 440 |
+
Chapter 3
|
| 441 |
+
|
| 442 |
+
|
| 443 |
+
|
| 444 |
+
|
| 445 |
+
Testing and iteration 14
|
| 446 |
+
Chapter 3
|
| 447 |
+
|
| 448 |
+
|
| 449 |
+
|
| 450 |
+
Testing and iteration
|
| 451 |
+
Skills can be tested at varying levels of rigor depending on your needs: Recommended Testing Approach
|
| 452 |
+
• Manual testing in Claude.ai - Run queries directly and observe behavior. Fast
|
| 453 |
+
Based on early experience, effective skills testing typically covers three areas:
|
| 454 |
+
iteration, no setup required.
|
| 455 |
+
|
| 456 |
+
• Scripted testing in Claude Code - Automate test cases for repeatable 1. Triggering tests
|
| 457 |
+
validation across changes.
|
| 458 |
+
Goal: Ensure your skill loads at the right times.
|
| 459 |
+
• Programmatic testing via skills API - Build evaluation suites that run
|
| 460 |
+
systematically against defined test sets. Test cases:
|
| 461 |
+
|
| 462 |
+
Choose the approach that matches your quality requirements and the visibility • ✅ Triggers on obvious tasks
|
| 463 |
+
of your skill. A skill used internally by a small team has different testing needs • ✅ Triggers on paraphrased requests
|
| 464 |
+
|
| 465 |
+
• ❌ Doesn't trigger on unrelated topics
|
| 466 |
+
than one deployed to thousands of enterprise users.
|
| 467 |
+
|
| 468 |
+
|
| 469 |
+
Example test suite:
|
| 470 |
+
Pro Tip: Iterate on a single task before expanding
|
| 471 |
+
|
| 472 |
+
Should trigger:
|
| 473 |
+
We’ve found that the most effective skill creators iterate on a single challenging - "Help me set up a new ProjectHub workspace"
|
| 474 |
+
task until Claude succeeds, then extract the winning approach into a skill. This - "I need to create a project in ProjectHub"
|
| 475 |
+
leverages Claude’s in-context learning and provides faster signal than broad - "Initialize a ProjectHub project for Q4 planning"
|
| 476 |
+
|
| 477 |
+
testing. Once you have a working foundation, expand to multiple test cases for
|
| 478 |
+
Should NOT trigger:
|
| 479 |
+
coverage.
|
| 480 |
+
- "What's the weather in San Francisco?"
|
| 481 |
+
- "Help me write Python code"
|
| 482 |
+
- "Create a spreadsheet" (unless ProjectHub skill handles
|
| 483 |
+
sheets)
|
| 484 |
+
|
| 485 |
+
|
| 486 |
+
|
| 487 |
+
|
| 488 |
+
15
|
| 489 |
+
2. Functional tests
|
| 490 |
+
With skill:
|
| 491 |
+
Goal: Verify the skill produces correct outputs. - Automatic workflow execution
|
| 492 |
+
- 2 clarifying questions only
|
| 493 |
+
Test cases: - 0 failed API calls
|
| 494 |
+
|
| 495 |
+
• Valid outputs generated - 6,000 tokens consumed
|
| 496 |
+
|
| 497 |
+
• API calls succeed
|
| 498 |
+
|
| 499 |
+
• Error handling works
|
| 500 |
+
|
| 501 |
+
• Edge cases covered Using the skill-creator skill
|
| 502 |
+
|
| 503 |
+
Example: The skill-creator skill - available in Claude.ai via plugin directory or
|
| 504 |
+
download for Claude Code - can help you build and iterate on skills. If you
|
| 505 |
+
have an MCP server and know your top 2–3 workflows, you can build and test a
|
| 506 |
+
Test: Create project with 5 tasks functional skill in a single sitting - often in 15–30 minutes.
|
| 507 |
+
Given: Project name "Q4 Planning", 5 task descriptions
|
| 508 |
+
When: Skill executes workflow Creating skills:
|
| 509 |
+
Then:
|
| 510 |
+
• Generate skills from natural language descriptions
|
| 511 |
+
- Project created in ProjectHub
|
| 512 |
+
- 5 tasks created with correct properties • Produce properly formatted SKILL.md with frontmatter
|
| 513 |
+
- All tasks linked to project
|
| 514 |
+
• Suggest trigger phrases and structure
|
| 515 |
+
- No API errors
|
| 516 |
+
|
| 517 |
+
Reviewing skills:
|
| 518 |
+
|
| 519 |
+
• Flag common issues (vague descriptions, missing triggers, structural
|
| 520 |
+
3. Performance comparison problems)
|
| 521 |
+
|
| 522 |
+
• Identify potential over/under-triggering risks
|
| 523 |
+
Goal: Prove the skill improves results vs. baseline.
|
| 524 |
+
• Suggest test cases based on the skill's stated purpose
|
| 525 |
+
Use the metrics from Define Success Criteria. Here's what a comparison might
|
| 526 |
+
look like. Iterative improvement:
|
| 527 |
+
|
| 528 |
+
• After using your skill and encountering edge cases or failures, bring those
|
| 529 |
+
Baseline comparison:
|
| 530 |
+
examples back to skill-creator
|
| 531 |
+
|
| 532 |
+
• Example: "Use the issues & solution identified in this chat to improve how the
|
| 533 |
+
Without skill:
|
| 534 |
+
- User provides instructions each time
|
| 535 |
+
skill handles [specific edge case]"
|
| 536 |
+
- 15 back-and-forth messages
|
| 537 |
+
- 3 failed API calls requiring retry
|
| 538 |
+
- 12,000 tokens consumed
|
| 539 |
+
|
| 540 |
+
16
|
| 541 |
+
To use: Execution issues:
|
| 542 |
+
|
| 543 |
+
• Inconsistent results
|
| 544 |
+
"Use the skill-creator skill to help me build a skill for
|
| 545 |
+
• API call failures
|
| 546 |
+
[your use case]"
|
| 547 |
+
• User corrections needed
|
| 548 |
+
|
| 549 |
+
|
| 550 |
+
Note: skill-creator helps you design and refine skills but does not execute
|
| 551 |
+
Solution: Improve instructions, add error handling
|
| 552 |
+
automated test suites or produce quantitative evaluation results.
|
| 553 |
+
|
| 554 |
+
|
| 555 |
+
Iteration based on feedback
|
| 556 |
+
Skills are living documents. Plan to iterate based on:
|
| 557 |
+
|
| 558 |
+
|
| 559 |
+
Undertriggering signals:
|
| 560 |
+
|
| 561 |
+
• Skill doesn't load when it should
|
| 562 |
+
|
| 563 |
+
• Users manually enabling it
|
| 564 |
+
|
| 565 |
+
• Support questions about when to use it
|
| 566 |
+
|
| 567 |
+
|
| 568 |
+
|
| 569 |
+
Solution: Add more detail and nuance to the description - this may include
|
| 570 |
+
keywords particularly for technical terms
|
| 571 |
+
|
| 572 |
+
|
| 573 |
+
|
| 574 |
+
Overtriggering signals:
|
| 575 |
+
|
| 576 |
+
• Skill loads for irrelevant queries
|
| 577 |
+
|
| 578 |
+
• Users disabling it
|
| 579 |
+
|
| 580 |
+
• Confusion about purpose
|
| 581 |
+
|
| 582 |
+
|
| 583 |
+
|
| 584 |
+
Solution: Add negative triggers, be more specific
|
| 585 |
+
|
| 586 |
+
|
| 587 |
+
|
| 588 |
+
|
| 589 |
+
17
|
| 590 |
+
Chapter 4
|
| 591 |
+
|
| 592 |
+
|
| 593 |
+
|
| 594 |
+
|
| 595 |
+
Distribution and
|
| 596 |
+
sharing 18
|
| 597 |
+
Chapter 4
|
| 598 |
+
|
| 599 |
+
|
| 600 |
+
|
| 601 |
+
Distribution and sharing
|
| 602 |
+
Skills make your MCP integration more complete. As users compare connectors, Using skills via API
|
| 603 |
+
those with skills offer a faster path to value, giving you an edge over MCP-only
|
| 604 |
+
alternatives. For programmatic use cases - such as building applications, agents, or automated
|
| 605 |
+
workflows that leverage skills - the API provides direct control over skill
|
| 606 |
+
management and execution.
|
| 607 |
+
Current distribution model (January 2026)
|
| 608 |
+
Key capabilities:
|
| 609 |
+
How individual users get skills:
|
| 610 |
+
• `/v1/skills` endpoint for listing and managing skills
|
| 611 |
+
1. Download the skill folder
|
| 612 |
+
• Add skills to Messages API requests via the `container.skills` parameter
|
| 613 |
+
2. Zip the folder (if needed)
|
| 614 |
+
• Version control and management through the Claude Console
|
| 615 |
+
3. Upload to Claude.ai via Settings > Capabilities > Skills
|
| 616 |
+
• Works with the Claude Agent SDK for building custom agents
|
| 617 |
+
4. Or place in Claude Code skills directory
|
| 618 |
+
|
| 619 |
+
When to use skills via the API vs. Claude.ai:
|
| 620 |
+
Organization-level skills:
|
| 621 |
+
• Admins can deploy skills workspace-wide (shipped December 18, 2025) Use Case Best Surface
|
| 622 |
+
• Automatic updates
|
| 623 |
+
End users interacting with skills directly Claude.ai / Claude Code
|
| 624 |
+
• Centralized management
|
| 625 |
+
Manual testing and iteration during development Claude.ai / Claude Code
|
| 626 |
+
|
| 627 |
+
An open standard
|
| 628 |
+
Individual, ad-hoc workflows Claude.ai / Claude Code
|
| 629 |
+
We've published Agent Skills as an open standard. Like MCP, we believe skills
|
| 630 |
+
should be portable across tools and platforms - the same skill should work Applications using skills programmatically API
|
| 631 |
+
whether you're using Claude or other AI platforms. That said, some skills are
|
| 632 |
+
designed to take full advantage of a specific platform's capabilities; authors can Production deployments at scale API
|
| 633 |
+
|
| 634 |
+
note this in the skill's compatibility field. We've been collaborating with
|
| 635 |
+
members of the ecosystem on the standard, and we're excited by early adoption. Automated pipelines and agent systems API
|
| 636 |
+
|
| 637 |
+
|
| 638 |
+
|
| 639 |
+
|
| 640 |
+
19
|
| 641 |
+
Note: Skills in the API require the Code Execution Tool beta, which provides the
|
| 642 |
+
secure environment skills need to run. - Select the skill folder (zipped)
|
| 643 |
+
|
| 644 |
+
|
| 645 |
+
For implementation details, see: 3. Enable the skill:
|
| 646 |
+
- Toggle on the [Your Service] skill
|
| 647 |
+
• Skills API Quickstart - Ensure your MCP server is connected
|
| 648 |
+
• Create Custom skills
|
| 649 |
+
4. Test:
|
| 650 |
+
• Skills in the Agent SDK - Ask Claude: "Set up a new project in [Your Service]"
|
| 651 |
+
|
| 652 |
+
|
| 653 |
+
|
| 654 |
+
Recommended approach today Positioning your skill
|
| 655 |
+
Start by hosting your skill on GitHub with a public repo, clear README (for How you describe your skill determines whether users understand its value and
|
| 656 |
+
human visitors — this is separate from your skill folder, which should not contain actually try it. When writing about your skill—in your README, documentation,
|
| 657 |
+
a README.md), and example usage with screenshots. Then add a section or marketing - keep these principles in mind.
|
| 658 |
+
to your MCP documentation that links to the skill, explains why using both
|
| 659 |
+
together is valuable, and provides a quick-start guide. Focus on outcomes, not features:
|
| 660 |
+
|
| 661 |
+
1. Host on GitHub ✅ Good:
|
| 662 |
+
– Public repo for open-source skills
|
| 663 |
+
– Clear README with installation instructions "The ProjectHub skill enables teams to set up complete project
|
| 664 |
+
– Example usage and screenshots workspaces in seconds — including pages, databases, and
|
| 665 |
+
templates — instead of spending 30 minutes on manual setup."
|
| 666 |
+
2. Document in Your MCP Repo
|
| 667 |
+
– Link to skills from MCP documentation
|
| 668 |
+
– Explain the value of using both together
|
| 669 |
+
– Provide quick-start guide
|
| 670 |
+
❌ Bad:
|
| 671 |
+
3. Create an Installation Guide "The ProjectHub skill is a folder containing YAML frontmatter
|
| 672 |
+
and Markdown instructions that calls our MCP server tools."
|
| 673 |
+
|
| 674 |
+
## Installing the [Your Service] skill
|
| 675 |
+
|
| 676 |
+
1. Download the skill: Highlight the MCP + skills story:
|
| 677 |
+
- Clone repo: `git clone https://github.com/yourcompany/
|
| 678 |
+
skills`
|
| 679 |
+
- Or download ZIP from Releases "Our MCP server gives Claude access to your Linear projects.
|
| 680 |
+
Our skills teach Claude your team's sprint planning workflow.
|
| 681 |
+
2. Install in Claude: Together, they enable AI-powered project management."
|
| 682 |
+
- Open Claude.ai > Settings > skills
|
| 683 |
+
- Click "Upload skill"
|
| 684 |
+
20
|
| 685 |
+
Chapter 5
|
| 686 |
+
|
| 687 |
+
|
| 688 |
+
|
| 689 |
+
|
| 690 |
+
Patterns and
|
| 691 |
+
troubleshooting 21
|
| 692 |
+
Chapter 5
|
| 693 |
+
|
| 694 |
+
|
| 695 |
+
|
| 696 |
+
Patterns and troubleshooting
|
| 697 |
+
These patterns emerged from skills created by early adopters and internal teams. Pattern 1: Sequential workflow orchestration
|
| 698 |
+
They represent common approaches we've seen work well, not prescriptive
|
| 699 |
+
templates. Use when: Your users need multi-step processes in a specific order.
|
| 700 |
+
|
| 701 |
+
Example structure:
|
| 702 |
+
Choosing your approach: Problem-first vs. tool-first
|
| 703 |
+
|
| 704 |
+
Think of it like Home Depot. You might walk in with a problem - "I need to fix a ## Workflow: Onboard New Customer
|
| 705 |
+
kitchen cabinet" - and an employee points you to the right tools. Or you might
|
| 706 |
+
pick out a new drill and ask how to use it for your specific job. ### Step 1: Create Account
|
| 707 |
+
Call MCP tool: `create_customer`
|
| 708 |
+
Skills work the same way: Parameters: name, email, company
|
| 709 |
+
|
| 710 |
+
• Problem-first: "I need to set up a project workspace" → Your skill orchestrates
|
| 711 |
+
### Step 2: Setup Payment
|
| 712 |
+
the right MCP calls in the right sequence. Users describe outcomes; the skill
|
| 713 |
+
Call MCP tool: `setup_payment_method`
|
| 714 |
+
handles the tools.
|
| 715 |
+
Wait for: payment method verification
|
| 716 |
+
• Tool-first: "I have Notion MCP connected" → Your skill teaches Claude the
|
| 717 |
+
optimal workflows and best practices. Users have access; the skill provides ### Step 3: Create Subscription
|
| 718 |
+
expertise. Call MCP tool: `create_subscription`
|
| 719 |
+
Parameters: plan_id, customer_id (from Step 1)
|
| 720 |
+
Most skills lean one direction. Knowing which framing fits your use case helps
|
| 721 |
+
you choose the right pattern below. ### Step 4: Send Welcome Email
|
| 722 |
+
Call MCP tool: `send_email`
|
| 723 |
+
Template: welcome_email_template
|
| 724 |
+
|
| 725 |
+
|
| 726 |
+
|
| 727 |
+
|
| 728 |
+
Key techniques:
|
| 729 |
+
|
| 730 |
+
• Explicit step ordering
|
| 731 |
+
|
| 732 |
+
• Dependencies between steps
|
| 733 |
+
|
| 734 |
+
• Validation at each stage
|
| 735 |
+
|
| 736 |
+
• Rollback instructions for failures
|
| 737 |
+
22
|
| 738 |
+
Pattern 2: Multi-MCP coordination Pattern 3: Iterative refinement
|
| 739 |
+
Use when: Workflows span multiple services. Use when: Output quality improves with iteration.
|
| 740 |
+
|
| 741 |
+
Example: Design-to-development handoff Example: Report generation
|
| 742 |
+
|
| 743 |
+
|
| 744 |
+
### Phase 1: Design Export (Figma MCP) ## Iterative Report Creation
|
| 745 |
+
1. Export design assets from Figma
|
| 746 |
+
2. Generate design specifications ### Initial Draft
|
| 747 |
+
3. Create asset manifest 1. Fetch data via MCP
|
| 748 |
+
2. Generate first draft report
|
| 749 |
+
### Phase 2: Asset Storage (Drive MCP) 3. Save to temporary file
|
| 750 |
+
1. Create project folder in Drive
|
| 751 |
+
2. Upload all assets ### Quality Check
|
| 752 |
+
3. Generate shareable links 1. Run validation script: `scripts/check_report.py`
|
| 753 |
+
2. Identify issues:
|
| 754 |
+
### Phase 3: Task Creation (Linear MCP) - Missing sections
|
| 755 |
+
1. Create development tasks - Inconsistent formatting
|
| 756 |
+
2. Attach asset links to tasks - Data validation errors
|
| 757 |
+
3. Assign to engineering team
|
| 758 |
+
### Refinement Loop
|
| 759 |
+
### Phase 4: Notification (Slack MCP) 1. Address each identified issue
|
| 760 |
+
1. Post handoff summary to #engineering 2. Regenerate affected sections
|
| 761 |
+
2. Include asset links and task references 3. Re-validate
|
| 762 |
+
4. Repeat until quality threshold met
|
| 763 |
+
|
| 764 |
+
|
| 765 |
+
Key techniques: ### Finalization
|
| 766 |
+
1. Apply final formatting
|
| 767 |
+
• Clear phase separation
|
| 768 |
+
2. Generate summary
|
| 769 |
+
• Data passing between MCPs 3. Save final version
|
| 770 |
+
|
| 771 |
+
• Validation before moving to next phase
|
| 772 |
+
|
| 773 |
+
• Centralized error handling Key techniques:
|
| 774 |
+
|
| 775 |
+
• Explicit quality criteria
|
| 776 |
+
|
| 777 |
+
• Iterative improvement
|
| 778 |
+
|
| 779 |
+
• Validation scripts
|
| 780 |
+
|
| 781 |
+
• Know when to stop iterating
|
| 782 |
+
|
| 783 |
+
23
|
| 784 |
+
Pattern 4: Context-aware tool selection Pattern 5: Domain-specific intelligence
|
| 785 |
+
Use when: Same outcome, different tools depending on context. Use when: Your skill adds specialized knowledge beyond tool access.
|
| 786 |
+
|
| 787 |
+
Example: File storage Example: Financial compliance
|
| 788 |
+
|
| 789 |
+
|
| 790 |
+
## Smart File Storage ## Payment Processing with Compliance
|
| 791 |
+
|
| 792 |
+
|
| 793 |
+
### Decision Tree ### Before Processing (Compliance Check)
|
| 794 |
+
1. Check file type and size 1. Fetch transaction details via MCP
|
| 795 |
+
2. Determine best storage location: 2. Apply compliance rules:
|
| 796 |
+
- Large files (>10MB): Use cloud storage MCP - Check sanctions lists
|
| 797 |
+
- Collaborative docs: Use Notion/Docs MCP - Verify jurisdiction allowances
|
| 798 |
+
- Code files: Use GitHub MCP - Assess risk level
|
| 799 |
+
- Temporary files: Use local storage 3. Document compliance decision
|
| 800 |
+
|
| 801 |
+
|
| 802 |
+
### Execute Storage ### Processing
|
| 803 |
+
Based on decision: IF compliance passed:
|
| 804 |
+
- Call appropriate MCP tool - Call payment processing MCP tool
|
| 805 |
+
- Apply service-specific metadata - Apply appropriate fraud checks
|
| 806 |
+
- Generate access link - Process transaction
|
| 807 |
+
ELSE:
|
| 808 |
+
### Provide Context to User - Flag for review
|
| 809 |
+
Explain why that storage was chosen - Create compliance case
|
| 810 |
+
|
| 811 |
+
|
| 812 |
+
### Audit Trail
|
| 813 |
+
Key techniques: - Log all compliance checks
|
| 814 |
+
- Record processing decisions
|
| 815 |
+
• Clear decision criteria
|
| 816 |
+
- Generate audit report
|
| 817 |
+
• Fallback options
|
| 818 |
+
|
| 819 |
+
• Transparency about choices
|
| 820 |
+
Key techniques:
|
| 821 |
+
|
| 822 |
+
• Domain expertise embedded in logic
|
| 823 |
+
|
| 824 |
+
• Compliance before action
|
| 825 |
+
|
| 826 |
+
• Comprehensive documentation
|
| 827 |
+
|
| 828 |
+
• Clear governance
|
| 829 |
+
|
| 830 |
+
|
| 831 |
+
24
|
| 832 |
+
Troubleshooting
|
| 833 |
+
# Wrong
|
| 834 |
+
name: My Cool Skill
|
| 835 |
+
Skill won't upload
|
| 836 |
+
|
| 837 |
+
Error: "Could not find SKILL.md in uploaded folder" # Correct
|
| 838 |
+
name: my-cool-skill
|
| 839 |
+
Cause: File not named exactly SKILL.md
|
| 840 |
+
|
| 841 |
+
Solution:
|
| 842 |
+
Skill doesn't trigger
|
| 843 |
+
• Rename to SKILL.md (case-sensitive)
|
| 844 |
+
|
| 845 |
+
• Verify with: ls -la should show SKILL.md Symptom: Skill never loads automatically
|
| 846 |
+
|
| 847 |
+
Error: "Invalid frontmatter" Fix:
|
| 848 |
+
|
| 849 |
+
Cause: YAML formatting issue Revise your description field. See The Description Field for good/bad examples.
|
| 850 |
+
|
| 851 |
+
Common mistakes: Quick checklist:
|
| 852 |
+
|
| 853 |
+
• Is it too generic? ("Helps with projects" won't work)
|
| 854 |
+
# Wrong - missing delimiters • Does it include trigger phrases users would actually say?
|
| 855 |
+
name: my-skill
|
| 856 |
+
description: Does things
|
| 857 |
+
• Does it mention relevant file types if applicable?
|
| 858 |
+
|
| 859 |
+
Debugging approach:
|
| 860 |
+
# Wrong - unclosed quotes
|
| 861 |
+
name: my-skill
|
| 862 |
+
Ask Claude: "When would you use the [skill name] skill?" Claude will quote the
|
| 863 |
+
description: "Does things
|
| 864 |
+
description back. Adjust based on what's missing.
|
| 865 |
+
|
| 866 |
+
# Correct
|
| 867 |
+
---
|
| 868 |
+
Skill triggers too often
|
| 869 |
+
name: my-skill
|
| 870 |
+
Symptom: Skill loads for unrelated queries
|
| 871 |
+
description: Does things
|
| 872 |
+
--- Solutions:
|
| 873 |
+
|
| 874 |
+
1. Add negative triggers
|
| 875 |
+
Error: "Invalid skill name"
|
| 876 |
+
description: Advanced data analysis for CSV files. Use for
|
| 877 |
+
Cause: Name has spaces or capitals statistical modeling, regression, clustering. Do NOT use for
|
| 878 |
+
simple data exploration (use data-viz skill instead).
|
| 879 |
+
|
| 880 |
+
|
| 881 |
+
|
| 882 |
+
25
|
| 883 |
+
2. Be more specific Instructions not followed
|
| 884 |
+
|
| 885 |
+
Symptom: Skill loads but Claude doesn't follow instructions
|
| 886 |
+
# Too broad
|
| 887 |
+
description: Processes documents
|
| 888 |
+
Common causes:
|
| 889 |
+
|
| 890 |
+
# More specific 1. Instructions too verbose
|
| 891 |
+
description: Processes PDF legal documents for contract review – Keep instructions concise
|
| 892 |
+
– Use bullet points and numbered lists
|
| 893 |
+
– Move detailed reference to separate files
|
| 894 |
+
3. Clarify scope
|
| 895 |
+
2. Instructions buried
|
| 896 |
+
– Put critical instructions at the top
|
| 897 |
+
description: PayFlow payment processing for e-commerce. Use – Use ## Important or ## Critical headers
|
| 898 |
+
specifically for online payment workflows, not for general
|
| 899 |
+
– Repeat key points if needed
|
| 900 |
+
financial queries.
|
| 901 |
+
3. Ambiguous language
|
| 902 |
+
|
| 903 |
+
|
| 904 |
+
# Bad
|
| 905 |
+
MCP connection issues Make sure to validate things properly
|
| 906 |
+
|
| 907 |
+
Symptom: Skill loads but MCP calls fail
|
| 908 |
+
# Good
|
| 909 |
+
CRITICAL: Before calling create_project, verify:
|
| 910 |
+
Checklist:
|
| 911 |
+
- Project name is non-empty
|
| 912 |
+
1. Verify MCP server is connected - At least one team member assigned
|
| 913 |
+
– Claude.ai: Settings > Extensions > [Your Service] - Start date is not in the past
|
| 914 |
+
– Should show "Connected" status
|
| 915 |
+
|
| 916 |
+
2. Check authentication Advanced technique: For critical validations, consider bundling a script
|
| 917 |
+
– API keys valid and not expired that performs the checks programmatically rather than relying on language
|
| 918 |
+
– Proper permissions/scopes granted instructions. Code is deterministic; language interpretation isn't. See the Office
|
| 919 |
+
– OAuth tokens refreshed skills for examples of this pattern.
|
| 920 |
+
|
| 921 |
+
3. Test MCP independently 4. Model "laziness" Add explicit encouragement:
|
| 922 |
+
– Ask Claude to call MCP directly (without skill)
|
| 923 |
+
– "Use [Service] MCP to fetch my projects" ## Performance Notes
|
| 924 |
+
– If this fails, issue is MCP not skill - Take your time to do this thoroughly
|
| 925 |
+
- Quality is more important than speed
|
| 926 |
+
4. Verify tool names
|
| 927 |
+
- Do not skip validation steps
|
| 928 |
+
– Skill references correct MCP tool names
|
| 929 |
+
– Check MCP server documentation
|
| 930 |
+
Note: Adding this to user prompts is more effective than in SKILL.md
|
| 931 |
+
– Tool names are case-sensitive
|
| 932 |
+
26
|
| 933 |
+
Large context issues
|
| 934 |
+
|
| 935 |
+
Symptom: Skill seems slow or responses degraded
|
| 936 |
+
|
| 937 |
+
Causes:
|
| 938 |
+
|
| 939 |
+
• Skill content too large
|
| 940 |
+
|
| 941 |
+
• Too many skills enabled simultaneously
|
| 942 |
+
|
| 943 |
+
• All content loaded instead of progressive disclosure
|
| 944 |
+
|
| 945 |
+
Solutions:
|
| 946 |
+
|
| 947 |
+
1. Optimize SKILL.md size
|
| 948 |
+
– Move detailed docs to references/
|
| 949 |
+
– Link to references instead of inline
|
| 950 |
+
– Keep SKILL.md under 5,000 words
|
| 951 |
+
|
| 952 |
+
2. Reduce enabled skills
|
| 953 |
+
– Evaluate if you have more than 20 - 50 skills enabled simultaneously
|
| 954 |
+
– Recommend selective enablement
|
| 955 |
+
– Consider skill "packs" for related capabilities
|
| 956 |
+
|
| 957 |
+
|
| 958 |
+
|
| 959 |
+
|
| 960 |
+
27
|
| 961 |
+
Chapter 6
|
| 962 |
+
|
| 963 |
+
|
| 964 |
+
|
| 965 |
+
|
| 966 |
+
Resources and
|
| 967 |
+
references 28
|
| 968 |
+
Chapter 6
|
| 969 |
+
|
| 970 |
+
|
| 971 |
+
|
| 972 |
+
Resources and references
|
| 973 |
+
If you're building your first skill, start with the Best Practices Guide, then Tools and Utilities
|
| 974 |
+
reference the API docs as needed.
|
| 975 |
+
skill-creator skill:
|
| 976 |
+
Official Documentation • Built into Claude.ai and available for Claude Code
|
| 977 |
+
|
| 978 |
+
• Can generate skills from descriptions
|
| 979 |
+
Anthropic Resources:
|
| 980 |
+
• Reviews and provides recommendations
|
| 981 |
+
• Best Practices Guide
|
| 982 |
+
• Use: "Help me build a skill using skill-creator"
|
| 983 |
+
• Skills Documentation
|
| 984 |
+
|
| 985 |
+
• API Reference Validation:
|
| 986 |
+
• MCP Documentation • skill-creator can assess your skills
|
| 987 |
+
|
| 988 |
+
• Ask: "Review this skill and suggest improvements"
|
| 989 |
+
Blog Posts:
|
| 990 |
+
• Introducing Agent Skills
|
| 991 |
+
Getting Support
|
| 992 |
+
• Engineering Blog: Equipping Agents for the Real World
|
| 993 |
+
|
| 994 |
+
• Skills Explained For Technical Questions:
|
| 995 |
+
|
| 996 |
+
• How to Create Skills for Claude • General questions: Community forums at the Claude Developers Discord
|
| 997 |
+
|
| 998 |
+
• Building Skills for Claude Code
|
| 999 |
+
For Bug Reports:
|
| 1000 |
+
• Improving Frontend Design through Skills
|
| 1001 |
+
• GitHub Issues: anthropics/skills/issues
|
| 1002 |
+
|
| 1003 |
+
• Include: Skill name, error message, steps to reproduce
|
| 1004 |
+
Example skills
|
| 1005 |
+
|
| 1006 |
+
Public skills repository:
|
| 1007 |
+
• GitHub: anthropics/skills
|
| 1008 |
+
|
| 1009 |
+
• Contains Anthropic-created skills you can customize
|
| 1010 |
+
|
| 1011 |
+
29
|
| 1012 |
+
Before upload
|
| 1013 |
+
Reference A: Quick Tested triggering on obvious tasks
|
| 1014 |
+
|
| 1015 |
+
|
| 1016 |
+
checklist Tested triggering on paraphrased requests
|
| 1017 |
+
|
| 1018 |
+
Verified doesn't trigger on unrelated topics
|
| 1019 |
+
Use this checklist to validate your skill before and after upload. If you want
|
| 1020 |
+
Functional tests pass
|
| 1021 |
+
a faster start, use the skill-creator skill to generate your first draft, then run
|
| 1022 |
+
through this list to make sure you haven't missed anything. Tool integration works (if applicable)
|
| 1023 |
+
|
| 1024 |
+
Compressed as .zip file
|
| 1025 |
+
|
| 1026 |
+
Before you start
|
| 1027 |
+
After upload
|
| 1028 |
+
Identified 2-3 concrete use cases
|
| 1029 |
+
|
| 1030 |
+
Tools identified (built-in or MCP) Test in real conversations
|
| 1031 |
+
|
| 1032 |
+
Reviewed this guide and example skills Monitor for under/over-triggering
|
| 1033 |
+
|
| 1034 |
+
Planned folder structure Collect user feedback
|
| 1035 |
+
|
| 1036 |
+
Iterate on description and instructions
|
| 1037 |
+
|
| 1038 |
+
During development Update version in metadata
|
| 1039 |
+
|
| 1040 |
+
Folder named in kebab-case
|
| 1041 |
+
|
| 1042 |
+
SKILL.md file exists (exact spelling)
|
| 1043 |
+
|
| 1044 |
+
YAML frontmatter has --- delimiters
|
| 1045 |
+
|
| 1046 |
+
name field: kebab-case, no spaces, no capitals
|
| 1047 |
+
|
| 1048 |
+
description includes WHAT and WHEN
|
| 1049 |
+
|
| 1050 |
+
No XML tags (< >) anywhere
|
| 1051 |
+
|
| 1052 |
+
Instructions are clear and actionable
|
| 1053 |
+
|
| 1054 |
+
Error handling included
|
| 1055 |
+
|
| 1056 |
+
Examples provided
|
| 1057 |
+
|
| 1058 |
+
References clearly linked
|
| 1059 |
+
|
| 1060 |
+
|
| 1061 |
+
|
| 1062 |
+
|
| 1063 |
+
30
|
| 1064 |
+
Security notes
|
| 1065 |
+
Reference B: YAML
|
| 1066 |
+
frontmatter Allowed:
|
| 1067 |
+
• Any standard YAML types (strings, numbers, booleans, lists, objects)
|
| 1068 |
+
|
| 1069 |
+
• Custom metadata fields
|
| 1070 |
+
Required fields
|
| 1071 |
+
• Long descriptions (up to 1024 characters)
|
| 1072 |
+
|
| 1073 |
+
---
|
| 1074 |
+
Forbidden:
|
| 1075 |
+
name: skill-name-in-kebab-case
|
| 1076 |
+
description: What it does and when to use it. Include specific • XML angle brackets (< >) - security restriction
|
| 1077 |
+
trigger phrases.
|
| 1078 |
+
• Code execution in YAML (uses safe YAML parsing)
|
| 1079 |
+
---
|
| 1080 |
+
• Skills named with "claude" or "anthropic" prefix (reserved)
|
| 1081 |
+
|
| 1082 |
+
|
| 1083 |
+
|
| 1084 |
+
|
| 1085 |
+
All optional fields
|
| 1086 |
+
|
| 1087 |
+
name: skill-name
|
| 1088 |
+
description: [required description]
|
| 1089 |
+
license: MIT # Optional: License for open-source
|
| 1090 |
+
allowed-tools: "Bash(python:*) Bash(npm:*) WebFetch" # Optional:
|
| 1091 |
+
Restrict tool access
|
| 1092 |
+
metadata: # Optional: Custom fields
|
| 1093 |
+
author: Company Name
|
| 1094 |
+
version: 1.0.0
|
| 1095 |
+
mcp-server: server-name
|
| 1096 |
+
category: productivity
|
| 1097 |
+
tags: [project-management, automation]
|
| 1098 |
+
documentation: https://example.com/docs
|
| 1099 |
+
support: support@example.com
|
| 1100 |
+
|
| 1101 |
+
|
| 1102 |
+
|
| 1103 |
+
|
| 1104 |
+
31
|
| 1105 |
+
Reference C: Complete skill
|
| 1106 |
+
examples
|
| 1107 |
+
For full, production-ready skills demonstrating the patterns in this guide:
|
| 1108 |
+
|
| 1109 |
+
• Document Skills - PDF, DOCX, PPTX, XLSX creation
|
| 1110 |
+
|
| 1111 |
+
• Example Skills - Various workflow patterns
|
| 1112 |
+
|
| 1113 |
+
• Partner Skills Directory - View skills from various partners such as Asana,
|
| 1114 |
+
Atlassian, Canva, Figma, Sentry, Zapier, and more
|
| 1115 |
+
|
| 1116 |
+
These repositories stay up-to-date and include additional examples beyond
|
| 1117 |
+
what's covered here. Clone them, modify them for your use case, and use them as
|
| 1118 |
+
templates.
|
| 1119 |
+
|
| 1120 |
+
|
| 1121 |
+
|
| 1122 |
+
|
| 1123 |
+
32
|
| 1124 |
+
claude.ai
|