home / skills / madappgang / claude-code / code-search-selector

This skill helps you select the most efficient search tool, semantic or native, based on your query type.

npx playbooks add skill madappgang/claude-code --skill code-search-selector

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---
name: code-search-selector
description: "šŸ’” Tool selector for code search tasks. Helps choose between semantic search (claudemem) and native tools (Grep/Glob) based on query type. Semantic search recommended for: 'how does X work', 'find all', 'audit', 'investigate', 'architecture'."
allowed-tools: Bash, Read, AskUserQuestion
---

# Code Search Tool Selector

This skill helps choose the most effective search tool for your task.

## When Semantic Search Works Better

Claudemem provides better results for conceptual queries:

| Query Type | Example | Recommended Tool |
|------------|---------|------------------|
| "How does X work?" | "How does authentication work?" | `claudemem search` |
| Find implementations | "Find all API endpoints" | `claudemem search` |
| Architecture questions | "Map the service layer" | `claudemem --agent map` |
| Trace data flow | "How does user data flow?" | `claudemem search` |
| Audit integrations | "Audit Prime API usage" | `claudemem search` |

## When Native Tools Work Better

| Query Type | Example | Recommended Tool |
|------------|---------|------------------|
| Exact string match | "Find 'DEPRECATED_FLAG'" | `Grep` |
| Count occurrences | "How many TODO comments?" | `Grep -c` |
| Specific symbol | "Find class UserService" | `Grep` |
| File patterns | "Find all *.config.ts" | `Glob` |

## Why Semantic Search is Often More Efficient

**Token Efficiency**: Reading 5 files costs ~5000 tokens; claudemem search costs ~500 tokens with ranked results.

**Context Discovery**: Claudemem finds related code you didn't know to ask for.

**Ranking**: Results sorted by relevance and PageRank, so important code comes first.

## Example: Semantic Query

**User asks:** "How does authentication work?"

**Less effective approach:**
```bash
grep -r "auth" src/
# Result: 500 lines of noise, hard to understand
```

**More effective approach:**
```bash
claudemem status  # Check if indexed
claudemem search "authentication login flow JWT"
# Result: Top 10 semantically relevant code chunks, ranked
```

## Quick Decision Guide

### Classify the Task

| User Request | Category | Recommended Tool |
|--------------|----------|------------------|
| "Find all X", "How does X work" | Semantic | claudemem search |
| "Audit X integration", "Map data flow" | Semantic | claudemem search |
| "Understand architecture", "Trace X" | Semantic | claudemem map |
| "Find exact string 'foo'" | Exact Match | Grep |
| "Count occurrences of X" | Exact Match | Grep |
| "Find symbol UserService" | Exact Match | Grep |

### Step 2: Check claudemem Status (MANDATORY for Semantic)

```bash
# ALWAYS run this before semantic search
claudemem status
```

**Interpret the output:**

| Status | What It Means | Next Action |
|--------|---------------|-------------|
| Shows chunk count (e.g., "938 chunks") | āœ… Indexed | **USE CLAUDEMEM** (Step 3) |
| "No index found" | āŒ Not indexed | Offer to index (Step 2b) |
| "command not found" | āŒ Not installed | Fall back to Detective agent |

### Step 2b: If Not Indexed, Offer to Index

```typescript
AskUserQuestion({
  questions: [{
    question: "Claudemem is not indexed. Index now for better semantic search results?",
    header: "Index?",
    multiSelect: false,
    options: [
      { label: "Yes, index now (Recommended)", description: "Takes 1-2 minutes, enables semantic search" },
      { label: "No, use grep instead", description: "Faster but less accurate for semantic queries" }
    ]
  }]
})
```

If user says yes:
```bash
claudemem index -y
```

### Step 3: Execute the Search

**IF CLAUDEMEM IS INDEXED (from Step 2):**

```bash
# Get role-specific guidance first
claudemem ai developer  # or architect, tester, debugger

# Then search semantically
claudemem search "authentication login JWT token validation" -n 15
```

**IF CLAUDEMEM IS NOT AVAILABLE:**

Use the detective agent:
```typescript
Task({
  subagent_type: "code-analysis:detective",
  description: "Investigate [topic]",
  prompt: "Use semantic search to find..."
})
```

### Tool Recommendations by Use Case

| Use Case | Less Efficient | More Efficient |
|----------|----------------|----------------|
| Semantic queries | `grep -r "pattern" src/` | `claudemem search "concept"` |
| Find implementations | `Glob → Read all` | `claudemem search "feature"` |
| Understand flow | `find . -name "*.ts" \| xargs...` | `claudemem --agent map` |

Native tools (Grep, Glob, find) work well for exact matches but provide no semantic ranking.

---

## When Hooks Redirect to Claudemem

If a hook provides claudemem results instead of native tool output:

1. **Use the provided results** - They're ranked by relevance
2. **For more data** - Run additional claudemem queries
3. **Bypass available** - Use `_bypass_claudemem: true` for native tools when needed

The hook system provides claudemem results proactively when the index is available.

---

## Task-to-Tool Mapping Reference

| User Request | Native Approach | Semantic Approach (Recommended) |
|--------------|-----------------|--------------------------------|
| "Audit all API endpoints" | `grep -r "router\|endpoint"` | `claudemem search "API endpoint route handler"` |
| "How does auth work?" | `grep -r "auth\|login"` | `claudemem search "authentication login flow"` |
| "Find all database queries" | `grep -r "prisma\|query"` | `claudemem search "database query SQL prisma"` |
| "Map the data flow" | `grep -r "transform\|map"` | `claudemem search "data transformation pipeline"` |
| "What's the architecture?" | `ls -la src/` | `claudemem --agent map "architecture"` |
| "Find error handling" | `grep -r "catch\|error"` | `claudemem search "error handling exception"` |
| "Trace user creation" | `grep -r "createUser"` | `claudemem search "user creation registration"` |

## When Grep IS Appropriate

āœ… **Use Grep for:**
- Finding exact string: `grep -r "DEPRECATED_FLAG" src/`
- Counting occurrences: `grep -c "import React" src/**/*.tsx`
- Finding specific symbol: `grep -r "class UserService" src/`
- Regex patterns: `grep -r "TODO:\|FIXME:" src/`

āŒ **Never use Grep for:**
- Understanding how something works
- Finding implementations by concept
- Architecture analysis
- Tracing data flow
- Auditing integrations

## Integration with Detective Skills

After using this skill's decision tree, invoke the appropriate detective:

| Investigation Type | Detective Skill |
|-------------------|-----------------|
| Architecture patterns | `code-analysis:architect-detective` |
| Implementation details | `code-analysis:developer-detective` |
| Test coverage | `code-analysis:tester-detective` |
| Bug root cause | `code-analysis:debugger-detective` |
| Comprehensive audit | `code-analysis:ultrathink-detective` |

## Quick Reference Card

```
ā”Œā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”
│                    CODE SEARCH QUICK REFERENCE                   │
ā”œā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”¤
│                                                                  │
│  1. ALWAYS check first:  claudemem status                       │
│                                                                  │
│  2. If indexed:          claudemem search "semantic query"       │
│                                                                  │
│  3. For exact matches:   Grep tool (only this case!)            │
│                                                                  │
│  4. For deep analysis:   Task(code-analysis:detective)          │
│                                                                  │
│  āš ļø GREP IS FOR EXACT MATCHES, NOT SEMANTIC UNDERSTANDING       │
│                                                                  │
ā””ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”€ā”˜
```

## Pre-Investigation Checklist

Before ANY code investigation task, verify:

- [ ] Ran `claudemem status` to check index
- [ ] Classified task as SEMANTIC or EXACT MATCH
- [ ] Selected appropriate tool based on classification
- [ ] NOT using grep for semantic queries when claudemem is indexed

---

## Multi-File Read Optimization

When reading multiple files, consider if a semantic search would be more efficient:

| Scenario | Optimization |
|----------|-------------|
| Read 3+ files in same directory | Try `claudemem search` first |
| Glob with broad patterns | Try `claudemem --agent map` |
| Sequential reads to "understand" | One semantic query may suffice |

**Quick check before bulk reads:**
1. Is claudemem indexed? (`claudemem status`)
2. Can this be one semantic query instead of N file reads?

### Interception Examples

**āŒ About to do:**
```
Read src/services/auth/login.ts
Read src/services/auth/session.ts
Read src/services/auth/jwt.ts
Read src/services/auth/middleware.ts
Read src/services/auth/types.ts
Read src/services/auth/utils.ts
```

**āœ… Do instead:**
```bash
claudemem search "authentication login session JWT middleware" -n 15
```

**āŒ About to do:**
```
Glob pattern: src/services/prime/**/*.ts
Then read all 12 matches sequentially
```

**āœ… Do instead:**
```bash
claudemem search "Prime API integration service endpoints" -n 20
```

**āŒ Parallelization trap:**
```
"Let me Read these 5 files while the detective agent works..."
```

**āœ… Do instead:**
```
Trust the detective agent to use claudemem.
Don't duplicate work with inferior Read/Glob.
```

---

## Efficiency Comparison

| Approach | Token Cost | Result Quality |
|----------|------------|----------------|
| Read 5+ files sequentially | ~5000 tokens | No ranking |
| Glob → Read all matches | ~3000+ tokens | No semantic understanding |
| `claudemem search` once | ~500 tokens | Ranked by relevance |

**Tip:** Claudemem results include context around matches, so you often don't need to read full files.

---

## Recommended Workflow

1. **Check index**: `claudemem status`
2. **Search semantically**: `claudemem search "concept query" -n 15`
3. **Read specific code**: Use results to target file:line reads

This workflow finds relevant code faster than reading files sequentially.

---

**Maintained by:** MadAppGang
**Plugin:** code-analysis v2.16.0
**Purpose:** Help choose the most efficient search tool for each task

Overview

This skill helps choose the most effective code search tool for a given task, recommending between semantic search (claudemem) and native tools like Grep/Glob. It emphasizes checking claudemem status first and provides a short decision flow to optimize token use, relevance, and speed. The goal is faster, more accurate investigations and fewer noisy file reads.

How this skill works

It classifies user queries as semantic or exact-match and suggests the appropriate tool. For semantic questions (architecture, data flow, audits, find implementations) it recommends running claudemem status, indexing if needed, then using claudemem search or claudemem --agent map. For exact matches it recommends Grep/Glob. If claudemem is unavailable, it falls back to detective agents that emulate semantic search.

When to use it

  • Use claudemem for conceptual queries like 'How does X work?' or 'Map the service layer'.
  • Use claudemem to find implementations, trace data flow, or audit integrations across the codebase.
  • Use Grep/Glob for exact string matches, counting occurrences, or locating specific symbols.
  • Run claudemem status before any semantic search to confirm an index exists.
  • If claudemem is not installed or not indexed, offer indexing or fall back to native tools or detective agents.

Best practices

  • Always run 'claudemem status' before attempting semantic search.
  • If index missing, prompt the user to index (takes 1–2 minutes) instead of immediately reading many files.
  • Prefer claudemem for multi-file understanding to save token costs and get ranked, contextual results.
  • Use Grep only for precise pattern matching, counts, or regex-based searches.
  • When hooks provide claudemem results, accept them first and run follow-up semantic queries if needed.

Example use cases

  • Audit all API endpoint implementations: run claudemem search 'API endpoint route handler'.
  • Understand authentication flow: check claudemem status, then claudemem search 'authentication login JWT'.
  • Count TODOs across the repo: use grep -r -c 'TODO' src/.
  • Map data flow or architecture: claudemem --agent map 'data flow' or 'architecture'.
  • Find an exact symbol like 'class UserService': use grep -r 'class UserService' src/.

FAQ

What if claudemem status shows 'No index found'?

Offer to index the repo (recommended) with 'claudemem index -y'. If the user declines, use Grep/Glob for exact tasks or a detective agent for semantic investigations.

When should I bypass claudemem hooks to use native tools?

Bypass when you need raw file outputs or specific native-tool behavior; use _bypass_claudemem: true to force Grep/Glob.