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smart-explore

**smart-explore** is a token-efficient code navigation skill using AST parsing that replaces traditional file-reading workflows with targeted structural searches. Use it when exploring unfamiliar codebases, locating specific functions or classes, or understanding code architecture without loading full file contents. It provides three layered tools: smart_search discovers relevant symbols across directories, smart_outline reveals file structure, and smart_unfold retrieves specific function implementations on demand.

Install in Claude Code
Copy
git clone --depth 1 https://github.com/thedotmack/claude-mem /tmp/smart-explore && cp -r /tmp/smart-explore/plugin/skills/smart-explore ~/.claude/skills/smart-explore
Then start a new Claude Code session; the skill loads automatically.

SKILL.md

# 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 w
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