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Camillo Pachmannleft a comment
Hi Product Hunt 👋 I am camillo and maker of symdex-100 - semantic fingerprints for fast, efficient and intent related code-base search. Symdex-100 indexes every function in your repo into a small SQLite sidecar (`.symdex/index.db`). Each function gets a structured ~20-byte “Cypher” (e.g. `SEC:VAL_TOKEN--ASY` = security, validates token, async) instead of opaque embeddings. You search by...
symdey-100Intent-based code search. Up to 50x fewer tokens.
Semantic fingerprints for 100x faster Python code search.
Symdex-100 indexes every function in your repo into a small SQLite sidecar (`.symdex/index.db`). Each function gets a structured 20-byte “Cypher” (e.g. `SEC:VAL_TOKEN--ASY` = security, validates token, async) instead of opaque embeddings. You search by intent—“where do we validate user tokens”—and get sub-second, ranked results from the index. Source files are never modified.
symdey-100Intent-based code search. Up to 50x fewer tokens.
Camillo Pachmannstarted a discussion
Some more details and early experience
Indexing cost: ~$0.003/function (Haiku). 10k functions ≈ $30 one-time; incremental re-index only touches changed files (SHA256). Works best for larger code bases - from 500 files upwards. Use it as MCP with e.g. Claude Code or Cursor, super fast and includes tracing for agentic systems (finding callers and callees directly so that agents know faster where to look at). I tried to include much of...