searching-code
Intelligent Code Search with WarpGrep
WarpGrep is an RL-trained search agent that reasons about code, not just pattern matches. Use zoom-out mode when the user needs a higher-level map before touching code.
How It Works
- 8 parallel searches per turn (explores multiple hypotheses)
- 4 reasoning turns (follows causal chains across files)
- F1=0.73 in ~3.8 steps (vs 12.4 for standard search)
When to Use Which Tool
| Use WarpGrep | Use Smart Explore (claude-mem) | Use Built-in Grep |
|---|---|---|
| "How does auth flow work?" | "What functions are in this file?" | "Find class UserService" |
| "Trace data from API to DB" | "Show me this function's source" | Simple regex patterns |
| "Find all error handling" | "Find all types matching X" | "Where is X defined?" |
| Large repos (1000+ files) | File structure at a glance | Known file patterns |
| Before major refactoring | Targeted function extraction | Quick needle lookups |
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3