Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
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Use this skill when asked to "create a plugin", "build a new plugin", "make a Claude Code plugin", "scaffold plugin", "plugin structure", "add commands/agents/skills/hooks to plugin", or when helping with plugin development.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
This skill provides comprehensive guidance for creating Claude Code plugins with proper structure, following official patterns from the Anthropic claude-code repository.
A complete Claude Code plugin follows this structure:
plugin-name/
├── .claude-plugin/
│ └── plugin.json # Required: Plugin metadata manifest
├── agents/ # Optional: Agent definitions (.md files)
│ └── agent-name.md
├── skills/ # Optional: Skill directories
│ └── skill-name/
│ └── SKILL.md
├── commands/ # Optional: Slash commands (.md files)
│ └── command-name.md
├── hooks/ # Optional: Event handlers
│ └── hooks.json # Hook configuration
└── README.md # Plugin documentation
Required fields:
name: Plugin identifier (kebab-case, 3-50 chars)Optional fields:
version: Semantic version (X.Y.Z)description: Brief descriptionauthor: Object with name and optional emailmcpServers: MCP server configurationsExample:
{
"name": "my-plugin",
"version": "1.0.0",
"description": "What the plugin does",
"author": {
"name": "Your Name",
"email": "email@example.com"
}
}
Agent files go in agents/ directory with .md extension.
Agent frontmatter fields:
name: Agent identifier (required)description: Triggering conditions with <example> blocksmodel: inherit (default), sonnet, opus, or haikucolor: blue, cyan, green, yellow, magenta, redtools: Array of allowed tools (optional, all tools if omitted)Agent template:
---
name: my-agent
description: >-
Use this agent when the user asks to "do something", "perform action",
or mentions specific keywords.
<example>
Context: User wants to perform specific task
user: "Please do the thing"
assistant: "I'll use the my-agent agent to help with this."
<commentary>
User explicitly requested the functionality this agent provides.
</commentary>
</example>
model: inherit
color: green
tools: ["Read", "Write", "Bash"]
---
You are an expert [role] specializing in [domain].
**Core Responsibilities:**
1. First responsibility
2. Second responsibility
3. Third responsibility
**Process:**
1. Analyze the request
2. Plan the approach
3. Execute the solution
4. Verify the results
**Quality Standards:**
- Standard one
- Standard two
**Output Format:**
Describe expected output format here.
Skills go in skills/ directory, each in its own subdirectory with a SKILL.md file.
Skill frontmatter:
name: Skill identifier (required)description: When to trigger (with strong trigger phrases)Skill template:
---
name: my-skill
description: >-
Use this skill when asked to "specific action", "related task",
"keyword phrase", or when dealing with [domain].
---
# Skill Name
Brief description of what this skill provides.
## When to Use
- Trigger condition 1
- Trigger condition 2
- Trigger condition 3
## Core Concepts
Explain the main concepts and techniques.
## Best Practices
1. Practice one
2. Practice two
3. Practice three
## Examples
### Example 1: Basic Usage
```code
example code here
more complex example
## Creating Commands
Commands go in `commands/` directory with `.md` extension.
Command frontmatter:
- `description`: What the command does (shown in `/` menu)
- `argument-hint`: Placeholder text for arguments (optional)
- `allowed-tools`: Array of tools command can use (optional)
Command template:
```markdown
---
description: Brief description of what command does
argument-hint: <optional argument>
allowed-tools: ["Read", "Write", "Bash"]
---
Instructions for Claude when this command is invoked.
You should:
1. Step one
2. Step two
3. Step three
Hooks go in hooks/hooks.json and execute on specific events.
Hook events:
PreToolUse: Before tool execution (validate/block)PostToolUse: After tool execution (audit/react)Stop: When Claude stops (force continue)SubagentStop: When subagent stopsSessionStart: When session begins (load context)SessionEnd: When session ends (cleanup)UserPromptSubmit: When user submits promptPreCompact: Before context compactionNotification: On notificationshooks.json template:
{
"description": "Plugin hooks description",
"hooks": {
"PreToolUse": [
{
"matcher": "Write|Edit",
"hooks": [
{
"type": "command",
"command": "${CLAUDE_PLUGIN_ROOT}/scripts/validate-write.sh",
"timeout": 30
}
]
}
],
"SessionStart": [
{
"matcher": "startup",
"hooks": [
{
"type": "command",
"command": "${CLAUDE_PLUGIN_ROOT}/scripts/load-context.sh"
}
]
}
]
}
}
Hook types:
command: Execute bash scriptprompt: LLM-based evaluation (for Stop, SubagentStop)Important: Use ${CLAUDE_PLUGIN_ROOT} for portable paths within plugin.
Create executable scripts in scripts/ directory:
#!/usr/bin/env bash
# scripts/validate-write.sh
# Read JSON input from stdin
INPUT=$(cat)
# Extract fields
TOOL_NAME=$(echo "$INPUT" | jq -r '.tool_name')
FILE_PATH=$(echo "$INPUT" | jq -r '.tool_input.file_path // empty')
# Validation logic
if [[ "$FILE_PATH" == *.env* ]]; then
echo "Cannot write to .env files" >&2
exit 2 # Exit 2 = block with message to Claude
fi
exit 0 # Exit 0 = allow
Exit codes:
0: Success, allow action2: Block action, stderr shown to Claudeclaude --plugin-dir /path/to/pluginCreate minimal plugin:
mkdir -p my-plugin/.claude-plugin
echo '{"name":"my-plugin","version":"1.0.0"}' > my-plugin/.claude-plugin/plugin.json
Add an agent:
mkdir -p my-plugin/agents
# Create agents/my-agent.md with frontmatter
Add a skill:
mkdir -p my-plugin/skills/my-skill
# Create skills/my-skill/SKILL.md
Add hooks:
mkdir -p my-plugin/hooks my-plugin/scripts
# Create hooks/hooks.json and scripts/*.sh
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Complete methodology for preventing AI hallucinations. Use when accuracy is critical and you need Claude to verify before claiming, cite before asserting, and admit uncertainty instead of guessing.
中文简介正在准备中。当前显示原文说明。
Transform rough ideas into solid designs through structured questioning
中文简介正在准备中。当前显示原文说明。
Canvas API Connection Skill
中文简介正在准备中。当前显示原文说明。
Forces every code-related claim to include file:line citations. No citation means the claim must be verified or removed. Use when building documentation, writing code reviews, or any output that others will rely on.
中文简介正在准备中。当前显示原文说明。
Assign confidence scores (0-100) to every claim in a response. Helps users understand which parts are verified facts and which are educated guesses. Use when the user needs to know how much to trust each part of the answer.
中文简介正在准备中。当前显示原文说明。
Forces Claude to extract exact quotes from files before making claims about them. Prevents hallucinations by grounding every statement in actual text from the codebase. Use when working with large files or unfamiliar code.
中文简介正在准备中。当前显示原文说明。