Routes code research queries to ChunkHound for architecture, data flows, design patterns, and semantic analysis; native grep/glob for simple string/file searches. For onboarding and understanding codebases.
npx claudepluginhub shopwarelabs/ai-coding-tools --plugin chunkhound-integrationThis skill uses the workspace's default tool permissions.
Route code investigation queries to the appropriate tool based on query characteristics.
Guides Next.js Cache Components and Partial Prerendering (PPR) with cacheComponents enabled. Implements 'use cache', cacheLife(), cacheTag(), revalidateTag(), static/dynamic optimization, and cache debugging.
Guides building MCP servers enabling LLMs to interact with external services via tools. Covers best practices, TypeScript/Node (MCP SDK), Python (FastMCP).
Generates original PNG/PDF visual art via design philosophy manifestos for posters, graphics, and static designs on user request.
Route code investigation queries to the appropriate tool based on query characteristics.
Use mcp__plugin_chunkhound-integration_ChunkHound__code_research for questions requiring semantic understanding:
| Query Pattern | Example | Why ChunkHound |
|---|---|---|
| Architecture questions | "How does the payment system work?" | Multi-file relationships |
| Dependency discovery | "Find all components that use UserService" | Semantic traversal |
| Pattern recognition | "What design patterns are used here?" | Cross-file analysis |
| Data flow mapping | "How does data flow from API to database?" | Architectural synthesis |
| Onboarding queries | "I'm new, where should I start?" | Broad exploration |
| Implementation search | "How is authentication implemented?" | Concept-based discovery |
Use Grep, Glob, or Read for direct, targeted queries:
| Query Pattern | Example | Why Native |
|---|---|---|
| Known file lookup | "Show me package.json" | Direct path → Read |
| File pattern search | "Find all *.test.ts files" | Pattern match → Glob |
| Simple string search | "Search for 'TODO' comments" | Literal string → Grep |
| Known symbol lookup | "Find function calculateTotal" | Exact identifier → Grep |
Before choosing a tool, ask:
| Tool | Purpose | When to Use |
|---|---|---|
mcp__plugin_chunkhound-integration_ChunkHound__code_research | Deep code research with LLM synthesis | Architecture, implementations, relationships |
mcp__plugin_chunkhound-integration_ChunkHound__search_semantic | Find code by meaning/concept | "authentication logic", similar functionality |
mcp__plugin_chunkhound-integration_ChunkHound__search_regex | Find exact code patterns | Function names, imports, specific syntax |
mcp__plugin_chunkhound-integration_ChunkHound__health_check | Check server health status | Verify MCP connection |
mcp__plugin_chunkhound-integration_ChunkHound__get_stats | Get database statistics | Check index health (file/chunk counts) |
If ChunkHound tools are unavailable:
/plugin list/mcp/chunkhound-status