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Sheltercosmo / jev4pg

Established strong JEV based natural language to SQL performance and well-covered semantic operators for PostgreSQL(PG) with optimized cost and latency. Reusable evidence, with native execution, parallel plans and explainable embeddings in development preview.

▲ ~0/7d ★ 257 Python 15d ago
MoMoM101 / RAG-ReActAgent

RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning

▲ ~0/7d ★ 209 Python 3d ago
bybit-exchange / kaas

Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.

▲ ~0/7d ★ 151 Python 1mo ago
ArihantDeva / heimdall

A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective.

▲ ~0/7d ★ 137 JavaScript 1mo ago
nicobrenner / jeffy

Pretrained text classifiers you can run and retrain on CPU

▲ ~0/7d ★ 106 Python 2d ago
IvenKooLab / loci

Shared memory for AI coding tools: hybrid search, cited Q&A, harness memory discovery and a built-in Web console. Local index, MCP + HTTP.

▲ ~0/7d ★ 94 Python 2d ago
Soren-ABT / dsh-knowledge

Knowledge base & RAG plugin for DeepSeek Harness (DSH): chunking, local embeddings, hybrid search, management panel

▲ ~0/7d ★ 81 TypeScript 4d ago
lichuang / semquery

Local document Q&A in your terminal — powered by on-device LLMs.

▲ ~0/7d ★ 71 Rust 6d ago
HITsz-TMG / JevEmbed

Meet JevEmbed — turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.

▲ ~0/7d ★ 71 Python 9d ago
sfrangulov / minirag-mcp

Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB. Nothing leaves your machine.

▲ ~0/7d ★ 68 Python today
ronitgupta138 / Vectra-Core

⚡ In-Memory Vector Search Engine & HNSW ANN Graph in Java 21 Loom. Sub-millisecond KNN retrieval, 8-bit scalar quantization (SQ8), 16,000+ QPS.

▲ ~0/7d ★ 64 Java 1d ago
karthikreddy-7 / ai-engineering-playbook

A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and the production engineering around them. 56 pages, built as a searchable site.

▲ ~0/7d ★ 63 MDX 2mo ago
LeqsNaN / RARG

Official code for the paper "A New Role for Relevance: Guiding Corpus Interaction in Agentic Search"

▲ ~0/7d ★ 59 Python 10d ago
jack66g / spatial-memory-engine

A next-gen long-term memory engine for AI apps: self-organizing spatial regions, memory dynamics (Ebbinghaus reinforcement / decay / consolidation), and explainable 8-signal retrieval. Runs offline with zero config; works with any OpenAI-compatible LLM/embedding, cloud or local. Chinese-friendly. Benchmarked head-to-head vs Mem0 and bare RAG

▲ ~0/7d ★ 57 Python 12d ago
kieranklaassen / truffler

Sniff out the right record: Jev-powered search for Rails with index-time labels, query understanding, and streamed reranking on top of your own keyword and embedding search

▲ ~0/7d ★ 52 Ruby 20d ago
SergeevDmitry / llm-kit

Small, independent TypeScript packages for LLM plumbing — token budgets, streaming JSON repair, cost accounting, retries, embedding caches. No provider SDKs.

▲ ~0/7d ★ 50 TypeScript 3d ago
bestdeejay-design / awesome-ai-handbook

A practical guide to AI: from running your first local model to building your own agents. 52 files covering LLMs, Ollama, RAG, prompt engineering, machine learning, AI agents, and local AI tools.

▲ ~0/7d ★ 48 HTML 2mo ago
lattifai / awesome-EmbeddingGemma

EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / 简体中文.

▲ ~0/7d ★ 48 Python today
torwin-job / musik

Self-hosted smart music player with CLAP embeddings, personalized radio, Daily Mix, sharing, Web UI and API

▲ ~0/7d ★ 45 Go 1d ago
p10node / docflare-ai

Open-source AI chatbot & site search for your docs. One <script> tag, streaming answers with sources. 100% Cloudflare-native (Workers AI + Vectorize + D1), runs free on the free tier.

▲ ~0/7d ★ 42 TypeScript 14d ago
liconstudio / ComfyUI-LTX2.5-MSR

Standalone multi-reference image conditioning for LTX-2.5 in ComfyUI, with MSR LoRA slot embeddings and negative temporal offsets.

▲ ~0/7d ★ 41 Python 28d ago
embeddings-benchmark / embedders-dilemma

Code, datasets, and results for "The Embedder's Dilemma: LLMs Are Better, but at What Cost?" (COLM 2026). MTEB(LLM) benchmarks 10 LLMs and 26 embedding models on 37 tasks with full cost and throughput accounting.

▲ ~0/7d ★ 40 Python 1mo ago
woolcoxm / zero-mem-pi

Zero-Mem: Zero-Token Memory Operations for the pi coding agent (faithful reimplementation of arXiv:2607.29377)

▲ ~0/7d ★ 40 TypeScript 2mo ago
BroNils / aotopsy

Static analyzer for Flutter/Dart AOT snapshots — recovers function names, class hierarchies, call graphs, and behavioral signals from libapp.so without embedding or executing the Dart VM. Supports ARM64 and x86_64, Dart 2.10–3.12.

▲ ~0/7d ★ 39 Go 11d ago
Emmimal / intent-continuity

A pure-Python system that automatically discovers, verifies, and applies relevant historical requirements for coding agents — no embeddings, no vector database, no LLM calls. Companion code for the Towards Data Science article on intent continuity.

▲ ~0/7d ★ 38 Python 1mo ago
samdotmak / jev-recall

Retrieve by relevance, not resemblance: filter an AI assistant's memories with TypeSafe's Jev

▲ ~0/7d ★ 38 TypeScript 1mo ago
rostamlabs / rostam

Open-source vector database and sub-microsecond key-value store in one Go engine — embed it as a library, run it standalone, or replicate it across a Raft cluster. HNSW/IVF/Vamana indexes, quantization, hybrid dense+sparse and BM25 search, WASM stored procedures. Apache-2.0.

▲ ~0/7d ★ 36 Go 24d ago
Qinling-Melon-Farmers / dsh-memoir

DeepSeek Harness (DSH) local-first cross-session project memory: zero bundled runtime deps, bounded cache-friendly Hot Memory, BM25 recall/cache, provenance, lifecycle and bilingual Web GUI; no embeddings or external service. / DSH 本地项目记忆插件。

▲ ~0/7d ★ 36 TypeScript 2d ago
KaLM-Embedding / KaLM-Jev

Meet KaLM-Jev — your local, Jev-style judgment engine, available in Nano, Small, and Large.

▲ ~0/7d ★ 36 Python 1mo ago
kw78 / dsh-office-tools

Model-facing Office tools for DeepSeek Harness: Word (.docx), Excel (.xlsx), and PowerPoint (.pptx) create/read/update with workspace-safe paths and PPT image embedding.

▲ ~0/7d ★ 35 TypeScript 9d ago
waylondev / kb-pilot

A lightweight, Git-native knowledge base skill for AI Agents — no vector DB, no chunking, no embeddings. Just TOC + line numbers + full source.

▲ ~0/7d ★ 34 Python 1mo ago
thatsme / tincture

Typographic-quality PDF generation for Elixir. Zero dependencies — no Chrome, no wkhtmltopdf. TeX hyphenation, Knuth-Plass line breaking, TrueType/OpenType embedding with subsetting, forms and AES-256. Distilled from Joe Armstrong's erlguten.

▲ ~0/7d ★ 31 Elixir 1d ago
PINTO0309 / soma

Structured Output Matching & Association: online multi-person tracking built on the structured output of a multi-task wholebody detector, one whole-frame pass per frame (plus per-crop ReID embeddings in SOMA-R) — no tiling, no offline post-processing.

▲ ~0/7d ★ 30 Python 2mo ago
slyyr / yappr

A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.

▲ ~0/7d ★ 30 Python 8d ago
AnubisQuantumCipher / sia

SIA — the Omarchy Brain: a persistent, associative, self-consolidating memory for your Linux desktop. Local embeddings, typed knowledge graph, deterministic cognitive core, outcome learning with an audited judge, mission-control cockpit, MCP for every agent.

▲ ~0/7d ★ 27 Python today
WeChatCV / Loopy

[TOG-26] Seamless Video Loop Generation via Anchored Looping Shift of Positional Embedding

▲ ~0/7d ★ 26 Python 1mo ago
neuml / txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

▲ ~-7/7d ★ 13k Python today
qdrant / fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

▲ ~-7/7d ★ 3.3k Python 1d ago
MemeMeow-Studio / MemeMeow

MemeMeow 是一个基于自然语言的表情包检索工具。基于agent自动标注表情包含义,只需描述想要的场景或心情,快速找到合适的表情包。