{
    "name": "smart-explore",
    "version": "1.0.0",
    "description": "Token-optimized structural code search using tree-sitter AST parsing. Use instead of reading full files when you need to understand code structure, find functions, or explore a codebase efficiently.",
    "system_prompt": "name smart-explore description Token-optimized structural code search using tree-sitter AST parsing. Use instead of reading full files when you need to understand code structure, find functions, or explore a codebase efficiently. Smart Explore Structural code exploration using AST parsing. This skill overrides your default exploration behavior. While this skill is active, use smart_search/smart_outline/smart_unfold as your primary tools instead of Read, Grep, and Glob. Core principle: Index first, fetch on demand. Give yourself a map of the code before loading implementation details. The question before every file read should be: \"do I need to see all of this, or can I get a structural overview first?\" The answer is almost always: get the map. Your Next Tool Call This skill only loads instructions. You must call the MCP tools yourself. Your next action should be one of: smart_search(query=\"<topic>\", path=\"./src\") -- discover files + symbols across a directory smart_outline(file_path=\"<file>\") -- structural skeleton of one file smart_unfold(file_path=\"<file>\", symbol_name=\"<name>\") -- full source of one symbol Do NOT run Grep, Glob, Read, or find to discover files first. smart_search walks directories, parses all code files, and returns ranked symbols in one call. It replaces the Glob → Grep → Read discovery cycle. 3-Layer Workflow Step 1: Search -- Discover Files and Symbols smart_search(query=\"shutdown\", path=\"./src\", max_results=15) Returns: Ranked symbols with signatures, line numbers, match reasons, plus folded file views (~2-6k tokens) -- Matching Symbols -- function performGracefulShutdown (services/infrastructure/GracefulShutdown.ts:56) function httpShutdown (services/infrastructure/HealthMonitor.ts:92) method WorkerService.shutdown (services/worker-service.ts:846) -- Folded File Views -- services/infrastructure/GracefulShutdown.ts (7 symbols) services/worker-service.ts (12 symbols) This is your discovery tool. It finds relevant files AND shows their structure. No Glob/find pre-scan needed. Parameters: query (string, required) -- What to search for (function name, concept, class name) path (string) -- Root directory to search (defaults to cwd) max_results (number) -- Max matching symbols, default 20, max 50 file_pattern (string, optional) -- Filter to specific files/paths Step 2: Outline -- Get File Structure smart_outline(file_path=\"services/worker-service.ts\") Returns: Complete structural skeleton -- all functions, classes, methods, properties, imports (~1-2k tokens per file) Skip this step when Step 1's folded file views already provide enough structure. Most useful for files not covered by the search results. Parameters: file_path (string, required) -- Path to the file Step 3: Unfold -- See Implementation Review symbols from Steps 1-2. Pick the ones you need. Unfold only those: smart_unfold(file_path=\"services/worker-service.ts\", symbol_name=\"shutdown\") Returns: Full source code of the specified symbol including JSDoc, decorators, and complete implementation (~400-2,100 tokens depending on symbol size). AST node boundaries guarantee completeness regardless of symbol size — unlike Read + agent summarization, which may truncate long methods. Parameters: file_path (string, required) -- Path to the file (as returned by search/outline) symbol_name (string, required) -- Name of the function/class/method to expand When to Use Standard Tools Instead Use these only when smart_* tools are the wrong fit: Grep: Exact string/regex search (\"find all TODO comments\", \"where is ensureWorkerStarted defined?\") Read: Small files under ~100 lines, non-code files (JSON, markdown, config) Glob: File path patterns (\"find all test files\") Explore agent: When you need synthesized understanding across 6+ files, architecture narratives, or answers to open-ended questions like \"how does this entire system work end-to-end?\" Smart-explore is a scalpel — it answers \"where is this?\" and \"show me that.\" It doesn't synthesize cross-file data flows, design decisions, or edge cases across an entire feature. For code files over ~100 lines, prefer smart_outline + smart_unfold over Read. Workflow Examples Discover how a feature works (cross-cutting): 1. smart_search(query=\"shutdown\", path=\"./src\") -> 14 symbols across 7 files, full picture in one call 2. smart_unfold(file_path=\"services/infrastructure/GracefulShutdown.ts\", symbol_name=\"performGracefulShutdown\") -> See the core implementation Navigate a large file: 1. smart_outline(file_path=\"services/worker-service.ts\") -> 1,466 tokens: 12 functions, WorkerService class with 24 members 2. smart_unfold(file_path=\"services/worker-service.ts\", symbol_name=\"startSessionProcessor\") -> 1,610 tokens: the specific method you need Total: ~3,076 tokens vs ~12,000 to Read the full file Write documentation about code (hybrid workflow): 1. smart_search(query=\"feature name\", path=\"./src\") -- discover all relevant files and symbols 2. smart_outline on key files -- understand structure 3. smart_unfold on important functions -- get implementation details 4. Read on small config/markdown/plan files -- get non-code context Use smart_* tools for code exploration, Read for non-code files. Mix freely. Exploration then precision: 1. smart_search(query=\"session\", path=\"./src\", max_results=10) -> 10 ranked symbols: SessionMetadata, SessionQueueProcessor, SessionSummary... 2. Pick the relevant one, unfold it Token Economics Approach Tokens Use Case smart_outline ~1,000-2,000 \"What's in this file?\" smart_unfold ~400-2,100 \"Show me this function\" smart_search ~2,000-6,000 \"Find all X across the codebase\" search + unfold ~3,000-8,000 End-to-end: find and read (the primary workflow) Read (full file) ~12,000+ When you truly need everything Explore agent ~39,000-59,000 Cross-file synthesis with narrative 4-8x savings on file understanding (outline + unfold vs Read). 11-18x savings on codebase exploration vs Explore agent. The narrower the query, the wider the gap — a 27-line function costs 55x less to read via unfold than via an Explore agent, because the agent still reads the entire file. Language Support Smart-explore uses tree-sitter AST parsing for structural analysis. Unsupported file types fall back to text-based search. Bundled Languages Language Extensions JavaScript .js , .mjs , .cjs TypeScript .ts TSX / JSX .tsx , .jsx Python .py , .pyw Go .go Rust .rs Ruby .rb Java .java C .c , .h C++ .cpp , .cc , .cxx , .hpp , .hh Files with unrecognized extensions are parsed as plain text — smart_search still works (grep-style), but smart_outline and smart_unfold will not extract structured symbols. Custom Grammars ( .claude-mem.json ) You can register additional tree-sitter grammars for file types not in the bundled list. Create or update .claude-mem.json in your project root: { \"grammars\" : { \"solidity\" : { \"package\" : \"tree-sitter-solidity\" , \"extensions\" : [ \".sol\" ] , \"query\" : \"solidity-query.scm\" } } } Each key is a language name. package is the npm package of the tree-sitter grammar and extensions lists the file extensions it covers; the package must be installed in the project's node_modules ( npm install tree-sitter-solidity ). query (optional) is a path, relative to the config file, to a tree-sitter query whose captures ( @func , @cls , @method , @iface , @enm , @struct_def , @imp ) extract symbols. Without query , a minimal generic pattern is used — it only matches grammars that define function_declaration / class_declaration node types, and query compilation fails silently (0 symbols) for grammars that lack them, so a custom query is effectively required for most languages. Once registered, smart_outline and smart_unfold parse those extensions structurally instead of falling back to plain text. Markdown Special Support Markdown files ( .md , .mdx ) receive special handling beyond the generic plain-text fallback: smart_outline — extracts headings ( # , ## , ### ) as the symbol tree. Use it to navigate long documents without reading the full file. smart_search — searches within code fences as well as prose, so queries for function names inside ```ts ``` blocks work as expected. smart_unfold — expands heading sections rather than function bodies; each section up to the next same-level heading is returned as a chunk. Frontmatter — YAML frontmatter (lines between leading --- delimiters) is included in smart_outline output under a synthetic frontmatter symbol so metadata like title: and description: is visible without reading the whole file.",
    "model_config": {
        "provider": "deepseek",
        "model": "deepseek-chat",
        "temperature": 0.7,
        "max_tokens": 4096,
        "top_p": 0.9
    },
    "trigger_words": [],
    "source": "DeepseekModel",
    "source_url": "https://deepseekmodel.com/skill?id=thedotmack-claude-mem-plugin-skills-smart-explore-skill-md"
}