SocratiCode Codebase Exploration

Use SocratiCode MCP tools to explore codebases efficiently. The core principle: search before reading — the index gives you a map of the codebase in milliseconds; raw file reading is expensive and context-consuming.

Workflow

1. Start most explorations with codebase_search

Hybrid semantic + keyword search (vector + BM25, RRF-fused) runs in a single call.

• Broad queries for orientation: "how is authentication handled", "database connection setup", "error handling patterns"
• Precise queries for symbol lookup: exact function names, constants, type names
• Prefer search results to infer which files to read — do not speculatively open files
• Use fileFilter to narrow to a specific file path, languageFilter for a specific language
• Adjust minScore (default 0.10) for precision vs recall — lower for more results, higher for stricter matching

When to use grep instead: If you already know the exact identifier, error string, or regex pattern, grep/ripgrep is faster and more precise — no semantic gap to bridge. Use codebase_search when exploring, asking conceptual questions, or when you don't know which files to look in.