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rafal-qa / slopo

Embedding-based discovery of duplicated logic for projects too large or messy to maintain reliably

โ˜… 820 Python 26d ago
christopherkarani / Wax

Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift

โ˜… 805 Swift 19d ago
KipData / KiteSQL

Embedded relational database and native Rust data API.

โ˜… 754 Rust 13d ago
EverMind-AI / SkillCorpus

Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corporaโ€”with retrieval and evaluation tooling included.

โ˜… 687 Python 5d ago
Bessouat40 / RAGLight

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.

โ˜… 672 Python 4d ago
smg-project / smg

Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across vLLM, TRT-LLM, TokenSpeed, SGLang, OpenAI, Gemini & more. Industry-first gRPC pipeline, KV cache-aware routing, chat history, tokenization caching, Responses API, embeddings, WASM plugins, MCP, and multi-tenant auth.

โ˜… 653 Rust today
DenisovAV / flutter_edge_ai

On-device AI for Flutter โ€” Gemma and other LLMs, multimodal, function calling, embeddings, RAG and speech on Android, iOS, Web, macOS, Windows and Linux.

โ˜… 641 Dart today
r14dd / patent

A prior-art search for your code ideas โ€” has this dev tool already been shipped?

โ˜… 540 Rust 1d ago
estebanpdl / osintgpt

An open-source intelligence (OSINT) analysis tool leveraging GPT-powered embeddings and vector search engines for efficient data processing

โ˜… 533 Python 13d ago
superlinked / VectorHub

Deprecated historical repo. Superlinked now develops SIE, a self-hosted inference engine for embeddings, reranking, OCR, extraction, and document processing.

โ˜… 532 Jupyter Notebook 1d ago
apocas / restai

RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generation with dynamic loading generators. Live chat deployment. Built-in block based graphical language. Prompt versioning and much more...

โ˜… 514 Python today
Muvon / octocode

Structural code intelligence for AI agents โ€” semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, Cursor, and any MCP client a deep understanding of your codebase.

โ˜… 513 Rust today
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.

โ˜… 279 Python 14d ago
bybit-exchange / kaas

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

โ˜… 151 Python 1mo ago
ArihantDeva / heimdall

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

โ˜… 137 JavaScript 1mo ago
nicobrenner / jeffy

Pretrained text classifiers you can run and retrain on CPU

โ˜… 106 Python today
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.

โ˜… 100 Python today
Soren-ABT / dsh-knowledge

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

โ˜… 80 TypeScript 2d ago
nsry123 / UniSwitch

A local acoustic control system that learns user-defined labels for the surface or location of knocks, such as desk or wall. It also counts threshold-qualified knocks within each captured window. By default, a frozen Microsoft BEATs Iter3+ AS2M encoder creates 768-D audio embeddings and an incremental classifier learns the user's labels.

โ˜… 77 Python 8d ago
lichuang / semquery

Local document Q&A in your terminal โ€” powered by on-device LLMs.

โ˜… 71 Rust 4d ago
HITsz-TMG / JevEmbed

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

โ˜… 71 Python 8d 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.

โ˜… 68 Python 4d ago
karthikreddy-7 / ai-engineering-playbook

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

โ˜… 63 MDX 2mo ago
LeqsNaN / RARG

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

โ˜… 59 Python 9d 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.

โ˜… 48 HTML 2mo ago
lattifai / awesome-EmbeddingGemma

EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / ็ฎ€ไฝ“ไธญๆ–‡.

โ˜… 48 Python today
SergeevDmitry / llm-kit

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

โ˜… 47 TypeScript 2d ago
torwin-job / musik

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

โ˜… 44 Go today
ronitgupta138 / Vectra-Core

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

โ˜… 43 Java today
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.

โ˜… 42 TypeScript 12d 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.

โ˜… 41 Python 26d 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.

โ˜… 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)

โ˜… 40 TypeScript 2mo ago
Emmimal / intent-continuity

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

โ˜… 38 Python 1mo ago
samdotmak / jev-recall

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

โ˜… 38 TypeScript 1mo ago
rostamlabs / rostam

Open-source vector database and sub-microsecond key-value store in one Go engine โ€” 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.

โ˜… 36 Go 23d 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 ๆœฌๅœฐ้กน็›ฎ่ฎฐๅฟ†ๆ’ไปถใ€‚

โ˜… 36 TypeScript 1d ago
waylondev / kb-pilot

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

โ˜… 34 Python 1mo ago
slyyr / yappr

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

โ˜… 31 Python 6d 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) โ€” no tiling, no offline post-processing.

โ˜… 29 Python 2mo ago
AnubisQuantumCipher / sia

SIA โ€” 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.

โ˜… 27 Python today
ampersandru / VectorDash

Local, full Windows search replacement, clipboard manager, and launcher: files, apps, settings and semantic media search with Google's EmbeddingGemma 2.

โ˜… 27 Rust today