Turn PostgreSQL into your search engine in a Pythonic way.
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Updated
Aug 29, 2025 - Python
Turn PostgreSQL into your search engine in a Pythonic way.
Fused Triton kernels for late-interaction (MaxSim) scoring
SIMD-accelerated vector similarity primitives
MCP server exposing late-interaction (ColBERT-style MaxSim) document retrieval over a local folder — pluggable encoder, runs offline by default.
A building docker file for Maxine VM and ZSim
Fast JavaScript MaxSim implementation for ColBERT retrieval. Supports pure JS and WebAssembly modes. Works in browsers and Node.js.
ColBERT-style late-interaction MaxSim scoring for multi-vector retrieval — tiny, zero-dependency Rust crate
ColPali-style multimodal late-interaction retrieval (text → document-image patches via MaxSim) — numpy reference implementation
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