xiaohongshu
xiaohongshu
discover-capabilities
Use this at session start to discover what CodeCompass can do. Read .ai/capabilities.json for module map (5 domains, 21+ modules) instead of manual Grep/Glob. Apply when: (1) planning tasks, (2) user asks 'What can CodeCompass do?', (3) before implementing features
Full skill instructions
This meta-skill teaches how to efficiently discover what CodeCompass can do without manual exploration or rediscovery.
Purpose: Project overview and entry point
Location: /CLAUDE.md
Token cost: ~2,000 tokens
Content: Tech stack, infrastructure, basic commands
Read for:
Purpose: Complete module and capability map
Location: .ai/capabilities.json
Token cost: ~2,500 tokens
Content: All domains, modules, relationships, entry points
Read for:
Purpose: How-to workflows and perspectives
Location: .claude/skills/
Token cost: ~700 tokens (metadata scan)
Content: Workflows, roles, patterns
Read for:
Purpose: Implementation-level discovery Location: Weaviate database Token cost: Variable (query results) Content: Actual code, indexed semantically
Use for:
Purpose: Implementation details
Location: src/modules/
Token cost: Variable (file reading)
Read for:
# 1. Read capabilities.json structure
cat .ai/capabilities.json | jq '.domains | keys'
# Returns: ["code_analysis", "semantic_search", "requirements_extraction", "vault_integration", "system_operations"]
# 2. Check specific domain
cat .ai/capabilities.json | jq '.domains.code_analysis'
# Returns: modules, capabilities, entry_points, when_to_use
Step 1: Read capabilities.json
{
"domains": {
"code_analysis": {
"modules": ["ast-analyzer", "yii2-analyzer", ...],
"capabilities": ["parse_php_ast", "extract_yii2_controllers", ...],
"entry_points": {...}
}
}
}
Step 2: Identify relevant domain
code_analysis domainsemantic_search domainrequirements_extraction domainStep 3: Check module capabilities
{
"code_analysis": {
"modules": ["yii2-analyzer"],
"capabilities": ["extract_yii2_controllers", "extract_yii2_models"],
"entry_points": {
"cli": "codecompass analyze:yii2 <path>"
}
}
}
Step 4: Load relevant skill
analyze-yii2-project.md skillextract-requirements.md skillWhen capabilities.json shows a module exists but you need implementation details:
Use Weaviate semantic search:
pnpm run cli -- search:semantic "how does Yii2 controller extraction work"
Returns:
Step 1: Check capabilities.json
cat .ai/capabilities.json | jq '.domains.code_analysis.modules[]' | grep database
# Returns: "database-analyzer"
✅ Answer: Yes, via database-analyzer module
Step 2: Check entry points
cat .ai/capabilities.json | jq '.domains.code_analysis.entry_points'
Step 3: Check if skill exists
ls .claude/skills/ | grep database
# If exists, load that skill for workflow
# If not, use capabilities.json guidance directly
Step 1: Check capabilities.json
cat .ai/capabilities.json | jq '.domains.semantic_search'
Returns: modules, capabilities, dependencies
Step 2: Load semantic-search skill
cat .claude/skills/semantic-search.md
Follow the workflow in the skill
Step 1: Semantic search in Weaviate
pnpm run cli -- search:semantic "authentication and authorization modules"
Step 2: Verify in capabilities.json
cat .ai/capabilities.json | jq '.module_relationships'
┌─────────────────────────────────────┐
│ USER REQUEST │
└─────────────────────────────────────┘
↓
┌─────────┐
│ What? │ "What can CodeCompass do?"
└─────────┘
↓
Read: .ai/capabilities.json
↓
┌─────────┐
│ How? │ "How do I use X?"
└─────────┘
↓
Load: .claude/skills/<relevant>.md
↓
┌─────────┐
│ Where? │ "Where is X implemented?"
└─────────┘
↓
Search: Weaviate semantic search
↓
┌─────────┐
│ Details │ "How does X work internally?"
└─────────┘
↓
Read: src/modules/<module>/<file>
capabilities.json includes module_relationships:
{
"indexing": {
"depends_on": ["vectorizer", "weaviate"],
"used_by": ["search", "vault"],
"provides": "embedding_generation_pipeline"
}
}
Use this to:
capabilities.json includes common_workflows:
{
"analyze_legacy_yii2": [
"1. Verify infrastructure: codecompass health",
"2. Analyze project: codecompass analyze:yii2 <path>",
...
]
}
Use as:
This skill references:
.ai/capabilities.json - Keep this file updated when modules change.claude/skills/ - Skills directory for workflowsCLAUDE.md - Project entry pointUpdate triggers:
analyze-yii2-project.md - Framework-specific workflow after discovering Yii2 modulessemantic-search.md - How to search capabilities after discoveryextract-requirements.md - What to do after discovering requirements modulesFrom .ai/capabilities.json:
Remember: capabilities.json is the single source of truth for "WHAT exists". Skills teach "HOW to use it".
xiaohongshu
technical spec
product ux expert
database patterns
Conduct multi-agent task orchestration and workflow coordination.
Initialize project with Conductor artifacts (product definition,
Expert in web animations, transitions, and motion design using Framer Motion and CSS
Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual docume...
PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.
Context-Driven Development skill for projects using Conductor. Use this skill when you detect a `conductor/` directory in the project, when working on tasks defined in a `plan.md` file, or when the user asks about tracks, specs, or plans. Automatically applies TDD workflow, tracks task completion...
Display project status, active tracks, and next actions
Official Stakpak application containerization standard operating procedure, a step-by-step guidline to properly dockerize applications. This is a rule book curated by the Stakpak Team.
Generate, edit, and beat-sync AI video with leading models in one workspace.
The world's fastest calendar for remote work
Transform Your Design with AI Designer by ImgCreator.ai
Revolutionizing Video Production with AI-Powered Creativity
Extend an image past the frame and let AI fill the new aspect ratio.
Discover your celebrity doppelgänger with StarByFace!
ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.
Opus.ai: Revolutionize Your Web Experience