Utility Embedding Tools

There are 7 utility tools tracked. The highest-rated is vcal-project/vcal-core at 40/100 with 3 stars.

Get all 7 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=utility&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Tool Score Tier
1 vcal-project/vcal-core

VCAL Core — high-performance semantic cache and vector cache library for LLM...

40
Emerging
2 outmatic/TurboQuant

High-performance .NET implementation of Google's TurboQuant algorithm (ICLR...

22
Experimental
3 gorajing/zuhn

Personal knowledge operating system — ingests content, extracts insights via...

22
Experimental
4 ctx-0/embed-engine

resumable batch image embedding pipeline

14
Experimental
5 stffns/hadamax

Fast compressed ANN search via randomized Hadamard transform and optimal...

14
Experimental
6 stffns/snapvec

Fast compressed ANN search via randomized Hadamard transform + Lloyd-Max...

14
Experimental
7 sshatl/sec-filings-rag

RAG assistant for SEC 10-K/10-Q filings: downloads EDGAR reports, parses and...

13
Experimental