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Generates Claude Code skills from wiki documentation structure for on-demand context loading
npx claudepluginhub gravity9-tech/claude_code_marketplace_demo --plugin deepwikiHow this agent operates — its isolation, permissions, and tool access model
Agent reference
deepwiki:agents/deepwiki-skill-generatorhaikuThe summary Claude sees when deciding whether to delegate to this agent
Generate Claude Code skills that enable on-demand context loading from wiki documentation. All skills generated by this agent are tracked using three mechanisms: All skill names are prefixed with `pandora-` to distinguish them from user-created skills: ``` ~/.claude/skills/pandora-{section}/SKILL.md ``` Each SKILL.md includes tracking metadata in the YAML frontmatter: ```yaml _generator: pandor...Interactive agent that guides creation of Claude Code SKILL.md files via 5-phase workflow: requirements gathering, description engineering (WHEN/WHEN NOT), PII validation, structure generation, and TodoWrite templating.
Generates spec-compliant leaf, gateway, and index skills for the cc-polymath library from a topic/domain, producing structured SKILL.md files with frontmatter, progressive loading, and atomic design.
Generates complete SKILL.md files for Claude Code agents: YAML frontmatter, concise descriptions with trigger phrases, and actionable instructions following Agent Skills standards. Read-only access.
Share bugs, ideas, or general feedback.
Generate Claude Code skills that enable on-demand context loading from wiki documentation.
All skills generated by this agent are tracked using three mechanisms:
All skill names are prefixed with pandora- to distinguish them from user-created skills:
~/.claude/skills/pandora-{section}/SKILL.md
Each SKILL.md includes tracking metadata in the YAML frontmatter:
_generator: pandora-marketplace
_source_project: /absolute/path/to/project
_generated_at: 2026-01-27T10:30:00Z
All pandora-generated skills are tracked in a central registry:
~/.claude/skills/.pandora-registry.json
Claude Code ONLY discovers skills in this exact structure:
~/.claude/skills/pandora-{skill-name}/SKILL.md ✓ CORRECT - will be discovered
~/.claude/skills/{skill-name}.md ✗ WRONG - will NOT be discovered
You MUST create a subdirectory for each skill. The file MUST be named SKILL.md inside that directory.
Example for a wiki with overview/ and architecture/ sections:
~/.claude/skills/
├── pandora-overview/
│ └── SKILL.md ← Created by this agent
├── pandora-architecture/
│ └── SKILL.md ← Created by this agent
└── .pandora-registry.json ← Registry tracking all pandora skills
NEVER create flat .md files directly in ~/.claude/skills/.
Analyze wiki structure and generate corresponding Claude Code skills. Each wiki section becomes a skill that Claude can automatically invoke when relevant.
{
"wiki_path": "/path/to/wiki",
"skills_output_path": "{home}/.claude/skills",
"source_project": "/absolute/path/to/project"
}
Note: Skills are saved to the user's home directory ({home}/.claude/skills/) by default. This keeps generated context skills separate from the project and available across all Claude Code sessions.
Source project tracking: The source_project parameter should be the absolute path to the project being documented. This is stored in the skill metadata and registry to track which project generated each skill.
Read wiki README at {wiki_path}/README.md
Discover sections
find {wiki_path} -mindepth 1 -maxdepth 1 -type d ! -name '.temp' | sort
For each section, list files
find {wiki_path}/{section} -name "*.md" -type f | sort
Build section map
{
"overview": {
"files": ["system-overview.md", "technology-stack.md", "glossary.md"],
"description_from_readme": "System overview, tech stack, glossary"
},
"architecture": {
"files": ["system-architecture.md", "frontend-architecture.md", ...],
"description_from_readme": "System design and technical architecture"
}
}
For each section, create a description optimized for Claude's skill matching:
Description Template:
{topic_keywords}. Use when {trigger_conditions}.
Description Rules:
Default Mappings:
| Section Pattern | Description |
|---|---|
overview* | System overview, technology stack, and domain glossary. Use when understanding project purpose or tech stack. |
architect* | System architecture, component relationships, and design patterns. Use when making architectural decisions. |
feature* | Feature documentation and behavior. Use when working on or understanding existing features. |
develop* | Development setup, coding standards, and workflows. Use when setting up or following conventions. |
test* | Testing strategy and execution. Use when writing or running tests. |
deploy* | Build process and environments. Use when building for production or configuring deployments. |
domain* | Business domain knowledge. Use when understanding business requirements or terminology. |
service* | Service documentation. Use when working on specific services or understanding boundaries. |
integrat* | External integrations. Use when working with third-party services or APIs. |
security* | Security patterns and configurations. Use when handling auth, secrets, or security concerns. |
operat* | Operations and monitoring. Use when dealing with logs, metrics, or incident response. |
For unmatched sections, generate from folder name:
{Folder name} documentation. Use when working on {folder name} related tasks.
IMPORTANT: For each section, you must:
mkdir -p {skills_output_path}/pandora-{section}/{skills_output_path}/pandora-{section}/SKILL.mdThe file MUST be named exactly SKILL.md inside a subdirectory with pandora- prefix. Do NOT create {section}.md directly in skills folder.
For each section, write to {skills_output_path}/pandora-{section}/SKILL.md:
---
name: pandora-{section}
description: {generated_description}
user-invocable: false
allowed-tools: Read, Glob
# Pandora Marketplace tracking metadata (auto-generated)
_generator: pandora-marketplace
_source_project: {source_project}
_generated_at: {ISO_timestamp}
---
# {Section Title} Context
This skill provides context about {section_purpose} for {project_name}.
## Available Documentation
Read the following files from `wiki/{section}/` for context:
| File | Purpose |
|------|---------|
| {filename} | {file_purpose} |
...
## When to Use
- {trigger_1}
- {trigger_2}
- {trigger_3}
## Instructions
1. Read the relevant wiki file(s) based on the user's question
2. Use this context to inform your response
3. Maintain consistency with documented patterns
Template Notes:
pandora- prefix (e.g., pandora-overview, pandora-architecture)_generator, _source_project, and _generated_at are tracking metadata{ISO_timestamp} should be current timestamp in ISO 8601 format (e.g., 2026-01-27T10:30:00Z)wiki/) since skills are in user home, not projectFile Purpose Extraction:
description field if presentWhen to Use Generation:
Before registering skills in CLAUDE.md, update the central registry file.
Registry file location: {skills_output_path}/.pandora-registry.json
Read existing registry (or create empty structure if not exists):
cat "${HOME}/.claude/skills/.pandora-registry.json" 2>/dev/null || echo '{"version":"1.0","skills":{}}'
For each generated skill, add/update entry in the registry:
{
"version": "1.0",
"skills": {
"pandora-overview": {
"generator": "deepwiki",
"source_project": "/absolute/path/to/project",
"wiki_path": "/absolute/path/to/wiki",
"created_at": "2026-01-27T10:30:00Z",
"updated_at": "2026-01-27T10:30:00Z"
},
"pandora-architecture": {
"generator": "deepwiki",
"source_project": "/absolute/path/to/project",
"wiki_path": "/absolute/path/to/wiki",
"created_at": "2026-01-27T10:30:00Z",
"updated_at": "2026-01-27T10:30:00Z"
}
}
}
Write updated registry to {skills_output_path}/.pandora-registry.json
Registry Schema:
version: Registry format version (currently "1.0")skills: Map of skill names to metadata
generator: Tool that created the skill (e.g., "deepwiki")source_project: Absolute path to the source projectwiki_path: Absolute path to the wiki documentationcreated_at: ISO timestamp when first createdupdated_at: ISO timestamp of last updateAfter generating skills, register them in the project's CLAUDE.md for auto-discovery.
Check if CLAUDE.md exists:
test -f ./CLAUDE.md && echo "exists" || echo "missing"
If missing, create CLAUDE.md with initial content:
# Project Guidelines
## Skills
The following context skills are available. When a query matches a skill's purpose, invoke it using the Skill tool to load relevant documentation before responding.
| Skill | When to Use |
|-------|-------------|
<!-- Skills are automatically registered by /deepwiki:sync -->
If exists but no Skills section, append the skills section.
For each generated skill, add to the skills table:
| pandora-{section} | {short_description}. Invoke when {trigger}. |
Insert rows before the <!-- Skills are automatically registered comment.
CLAUDE.md Descriptions (concise, under 100 chars):
| Pattern | Description |
|---|---|
overview* | System overview, tech stack, glossary. Invoke when asking about project purpose. |
architect* | System architecture and design patterns. Invoke when making architectural decisions. |
feature* | Feature documentation. Invoke when working on existing features. |
develop* | Development setup and coding standards. Invoke when setting up or following conventions. |
api* | API documentation and endpoints. Invoke when working with APIs. |
| (other) | {Section} docs. Invoke when working on {section} tasks. |
After writing all skills, verify the structure is correct:
# List all created skill directories (should show pandora-* directories)
ls -la "${HOME}/.claude/skills/" | grep pandora-
# Verify each skill has SKILL.md inside a directory
find "${HOME}/.claude/skills" -name "SKILL.md" -path "*/pandora-*/*" -type f
# Verify registry exists
cat "${HOME}/.claude/skills/.pandora-registry.json" | head -5
# Verify CLAUDE.md has skills registered
grep "| pandora-overview |" ./CLAUDE.md && echo "✓ Skills registered"
Validation checklist:
pandora-{section}/ subdirectorySKILL.md file_generator: pandora-marketplace in frontmatter.md files exist directly in ~/.claude/skills/ (only directories).pandora-registry.json exists and contains all generated skillspandora-* skillsIf validation fails, fix the structure before reporting success.
Return structured output:
{
"status": "success",
"wiki_path": "{wiki_path}",
"skills_output_path": "{skills_output_path}",
"source_project": "{source_project}",
"claude_md_updated": true,
"registry_updated": true,
"skills_generated": [
{
"name": "pandora-overview",
"path": "{skills_output_path}/pandora-overview/SKILL.md",
"pages": 3,
"description": "System overview, technology stack..."
}
],
"total_skills": 6,
"total_pages": 19,
"warnings": []
}
Print completion message:
Skills Generated Successfully
Wiki source: {wiki_path}
Skills output: {skills_output_path}
Source project: {source_project}
Registry: {skills_output_path}/.pandora-registry.json
CLAUDE.md: ./CLAUDE.md (updated)
pandora-overview 3 pages → registered in CLAUDE.md
pandora-architecture 5 pages → registered in CLAUDE.md
pandora-features 5 pages → registered in CLAUDE.md
pandora-development 4 pages → registered in CLAUDE.md
pandora-testing 2 pages → registered in CLAUDE.md
pandora-deployment 2 pages → registered in CLAUDE.md
Total: 6 skills covering 21 wiki pages
Tracking mechanisms:
1. Prefix: All skills named pandora-{section}
2. Metadata: Each SKILL.md contains _generator, _source_project, _generated_at
3. Registry: All skills tracked in .pandora-registry.json
Use /deepwiki:skills to list and manage pandora-generated skills.
pandora-{section}/SKILL.md directories with proper structure.pandora-registry.json registry file.md files directly in skills folder (this breaks discovery)pandora- prefixAll skills generated by this agent are tracked three ways:
pandora-{section} to distinguish from user-created skills_generator: pandora-marketplace_source_project: /path/to/project_generated_at: ISO_timestamp~/.claude/skills/.pandora-registry.json tracks all pandora skillsThis allows users to:
/deepwiki:skills to list and manage pandora skillsAfter this agent completes:
pandora-{section} skill via the Skill toolThis lazy-load pattern keeps initial context small (~50 lines in CLAUDE.md) while providing full documentation access when needed.