ML Application · TypeScript

quarry

Murat Genç@genc-murat · Atlas 65.7 · #10= builder

What it is

Quarry is a modular, themeable database studio built with Tauri (Rust) and React that supports multiple databases and integrates AI-assisted features for SQL completion and risk scoring using a local LLM via Ollama.

Scored from the code at its last scan, 27 Oct 2026. How merit is scored

Where it counts

NLP & LLMs70%
Machine Learning30%
Data Science20%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

Whole board

RankProjectBuilderFieldMerit

1ROCmForgeInference System · RustROCmForge is an LLM inference engine for AMD GPUs that implements custom HIP kernels for operations like attention, quantization, and RoPE, featuring a GPU Decode Graph to reduce kernel launch overhead and an inference path router for dynamic optimization.77.9/100ExpertLuiz Cesar SpiesNLP & LLMs
2regescore-benchmarkBenchmarking Project · PythonThe regescore-benchmark repository implements a multi-stage gauntlet for benchmarking local LLMs, featuring procedurally generated tasks to avoid contamination and objective grading mechanisms to prevent self-grading bias. It provides both a command-line interface and a web…76.5/100AdvancedMaster MindNLP & LLMs
3quarryML Application · TypeScript75.3/100AdvancedMurat GençNLP & LLMs
04event-aware-SAE-trainerLibrary / Framework · PythonThe repository provides a library for training JumpReLU sparse autoencoders (SAEs) per transformer layer with an event-aware optimizer scheduler and augmented Lagrangian sparsity control. It includes tools for activation capture, checkpointing, and diagnostics, demonstrated by…75.2/100AdvancedRickNLP & LLMs
05RegesMoEML Application · C++RegesMoE is an end-to-end application that enables running the RegesCore 35B mixture-of-experts model on a normal PC with a single GPU, providing an installer, local OpenAI- and Anthropic-compatible API, and web app.72.5/100AdvancedMaster MindNLP & LLMs

What it is

Where it counts

Around it on the NLP & LLMs board

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