Symdex

Symdex-100

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Semantic fingerprints for 100x faster Python code search.

Symdex-100 generates compact, structured metadata ("Cyphers") for every function in your Python codebase. Each Cypher is a 20-byte semantic fingerprint that enables sub-second, intent-based code search for developers and AI agents — without reading thousands of lines of code.

# Your Python function → Indexed automatically
async def validate_user_token(token: str, user_id: int) -> bool:
    """Verify JWT token for a specific user."""
    # ... implementation ...

# Natural language search → Sub-second results
$ symdex search "where do we validate user tokens"

──────────────────────────────────────────────────────────────────────────────
  SYMDEX — 1 result in 0.0823 seconds
──────────────────────────────────────────────────────────────────────────────

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View the full README on GitHub