code-search-selector
The code-search-selector skill guides users toward the most efficient search approach for code exploration tasks. It recommends semantic search via claudemem for conceptual queries like "how does X work," architecture mapping, and auditing, while directing exact-match tasks to native grep and glob tools. Use this selector when deciding between search methods to optimize token efficiency and result relevance.
git clone --depth 1 https://github.com/MadAppGang/claude-code /tmp/code-search-selector && cp -r /tmp/code-search-selector/plugins/code-analysis/skills/code-search-selector ~/.claude/skills/code-search-selectorSKILL.md
# 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") | ✅ Indexed | **USE CLAUDEMEM** (Step 3) |
| "No index found" | ❌ Not indexed | Offer to index (Step 2b) |
| "command not found" | ❌ 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
✅ **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/`
❌ **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 dArchitecture Decision Records (ADR) documentation practice. Use when documenting architectural decisions, recording technical trade-offs, creating decision logs, or establishing architectural patterns. Trigger keywords - "ADR", "architecture decision", "decision record", "trade-offs", "architectural decision", "decision log".
Use when deciding whether to launch an agent, selecting which agent to use, or coordinating multiple agents. Covers delegation criteria, external-model patterns, task isolation, and agent selection strategies.
Use when designing REST or GraphQL APIs, defining endpoints, implementing pagination/filtering, handling API versioning, or establishing API documentation with OpenAPI/Swagger.
Use when integrating Apidog + OpenAPI specifications with your React app. Covers MCP server setup, type generation, and query layer integration. Use when setting up API clients, generating types from OpenAPI, or integrating with Apidog MCP.
Analyzes API documentation from OpenAPI specs to provide TypeScript interfaces, request/response formats, and implementation guidance. Use when implementing API integrations, debugging API errors (400, 401, 404), replacing mock APIs, verifying data types, or when user mentions endpoints, API calls, or backend integration.
Use when analyzing architecture and system design. Find design patterns, map layers, identify core abstractions via PageRank. Uses claudemem AST structural analysis for efficient architecture investigation.
On-demand security and code quality audit. Use when checking for vulnerabilities, security issues, code smells, or compliance problems. Trigger keywords - "audit", "security check", "vulnerability scan", "code quality", "compliance", "security audit".
Use when implementing authentication (JWT, sessions, OAuth), authorization (RBAC, ABAC), password hashing, MFA, or security best practices for backend services.