DeepAleph / jevreel

A zero-embedding approach to video intelligence, using Jev: contact sheets + typed decisions, as MCP tools and a skill for any coding agent.

qnguyen3 / QUAN-Transcribe

Inference code for QUAN-Transcribe: fast Vietnamese speech recognition on EmbeddingGemma 2

FirmwareVersion / choravox

Offline multi-speaker meeting-speech toolkit: planted-ground-truth synthetic meeting factory, VAD, speaker embeddings, diarization (AHC/spectral/VB-HMM), overlap detection, CTC speaker-attributed ASR, cpWER/DER/JER evaluation, online streaming mode, deterministic reports. NumPy core, CPU-only torch extra.

srbhr / Resume-Matcher

The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

pydantic / pydantic-ai

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

huggingface / sentence-transformers

State-of-the-Art Embeddings, Retrieval, and Reranking

modelscope / ms-swift

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).

BlinkDL / RWKV-LM

RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding.

flairNLP / flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

cactus-compute / needle

Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, ASR, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.

neuml / txtai

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

datawhalechina / all-in-rag

🔍大模型应用开发实战一：RAG 技术全栈指南，在线阅读地址：https://datawhalechina.github.io/all-in-rag/

MaartenGr / BERTopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

MinishLab / semble

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

OpenBMB / UltraRAG

A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

ssrajadh / sentrysearch

Semantic search over videos using Gemini Embedding 2 or Qwen3-VL.

lightly-ai / lightly

A python library for self-supervised learning on images.

embeddings-benchmark / mteb

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

superlinked / sie

Open-source inference server and production cluster for all the models your agent needs.

qdrant / fastembed

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

zilliztech / memsearch

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

ailia-ai / ailia-models

The collection of pre-trained, state-of-the-art AI models for ailia SDK

MinishLab / model2vec

Fast State-of-the-Art Static Embeddings

pykeen / pykeen

🤖 A Python library for learning and evaluating knowledge graph embeddings

Kav-K / GPTDiscord

A robust, all-in-one GPT interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more!

Tencent / WeMM-Embedding

WeMM-Embedding is a family of universal multimodal embedding models by the WeChat Vision Team at Tencent, supporting multimodal understanding and retrieval.

lightly-ai / lightly-train

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

pavlin-policar / openTSNE

Extensible, parallel implementations of t-SNE

natasha / natasha

Solves basic Russian NLP tasks, API for lower level Natasha projects

kantord / SeaGOAT

local-first semantic code search engine

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。

OWASP / DevSecOpsGuideline

The OWASP DevSecOps Guideline can help us to embedding security as a part of the development pipeline.

AdaptiveMotorControlLab / CEBRA

Learnable latent embeddings for joint behavioral and neural analysis - Official implementation of CEBRA

yueliu1999 / Awesome-Deep-Graph-Clustering

[IEEE T-KDE 2026] Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).

LibreChat-AI / rag-api

ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector

rafal-qa / slopo

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

TIGER-AI-Lab / VLM2Vec

This repo contains the code for "VLM2Vec / MMEB" [ICLR 2025], "VLM2Vec-V2 / MMEB-V2" [TMLR 2026], and "MMEB-V3" [COLM 2026]

EverMind-AI / SkillCorpus

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

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.

codelion / adaptive-classifier

A flexible, adaptive classification system for dynamic text classification

SearchSavior / OpenArc

Inference engine for Intel devices. Serve LLMs, VLMs, Whisper, Kokoro-TTS, Embedding and Rerank models over OpenAI endpoints.

estebanpdl / osintgpt

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

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...

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.

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

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.

nicobrenner / jeffy

Pretrained text classifiers you can run and retrain on CPU

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.

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.

HITsz-TMG / JevEmbed

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

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.

HaoranZhuExplorer / AD-E2E-JEPA

AD-E2E-JEPA: A Joint-Embedding Predictive Architecture For End-to-End Autonomous Driving

LeqsNaN / RARG

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

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

arnsri33 / embedflow

Zero downtime embedding upgrades

lattifai / awesome-EmbeddingGemma

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

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.

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.

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.

KaLM-Embedding / KaLM-Jev

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