Topics / #embeddings

Embeddings projects on GitHub

Vector embeddings for semantic search and retrieval

As of , the most-starred Embeddings projects on GitHub are langchain (148K stars), awesome-llm-apps (142.2K stars) and supabase (111.7K stars). GitHub.Locker tracks 135 Embeddings repositories with 2.5M stars combined. The fastest-growing on October 17 was xerj, with +864 stars in a day.

135Projects
2.5MStars in total
+2.9KStars in a day
Browse in the catalog →github.com/topics/embeddings ↗

Hot right now

Most stars gained in a day · Oct 17

+864

xerj

xerj-org/xerj · ★ 7.8K

XERJ is a local-first search engine that automatically indexes any folder - code, docs, logs, PDFs - so an AI coding agent can pull the exact passage it needs instead of grepping or reading whole files into context, and it speaks the Elasticsearch API so existing clients work against it unchanged.

+262

DigUp

ARahim3/DigUp · ★ 4.6K

DigUp is a free, open-source macOS menu bar app that lets you search the files on your Mac by what's actually in them — photos, PDFs, documents, recordings, videos and code — using Google DeepMind's EmbeddingGemma 2 model running entirely on-device.

+219

claude-mem

thedotmack/claude-mem · ★ 101.5K

Claude-Mem gives coding agents persistent memory across sessions: it captures everything your agent does, compresses it with AI, and injects the relevant context back into future sessions.

+180

pentagi

vxcontrol/pentagi · ★ 30.9K

PentAGI (Penetration testing Artificial General Intelligence) is a fully autonomous AI agent system that performs complex penetration testing tasks for you.

The all-time top

Top 100 of 135 · by stars

  1. #1 · langchain-ai/langchain

    langchain

    LangChain is a framework for building agents and LLM-powered applications: it chains together interoperable components and third-party integrations to simplify AI app development.

    148K
  2. #2 · Shubhamsaboo/awesome-llm-apps

    awesome-llm-apps

    A collection of 100+ open-source AI agent, agent skill, and RAG app examples - hand-built, tested end-to-end, and released under Apache-2.0 so you can clone, run, or even sell them.

    142.2K
  3. #3 · supabase/supabase

    supabase

    Supabase is an open source Postgres development platform that gives you a hosted Postgres database plus auth, auto-generated APIs, realtime subscriptions, storage, and edge functions, built as an open source alternative to Firebase.

    111.7K
  1. 4

    claude-mem

    101.5Kthedotmack/claude-mem · TypeScript

    Claude-Mem gives coding agents persistent memory across sessions: it captures everything your agent does, compresses it with AI, and injects the relevant context back into future sessions.

  2. 5

    unsloth

    78.2Kunslothai/unsloth · Python

    Unsloth is a local-first app for running and training LLMs, diffusion, TTS and embedding models on your own machine, including models like Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4 and FLUX.

  3. 6

    the-algorithm

    74Ktwitter/the-algorithm · Scala

    This is the actual source code for X's (Twitter's) recommendation algorithm — the collection of services and jobs that build and serve feeds like the For You Timeline, Search, Explore, and Notifications.

  4. 7

    mem0

    67.4Kmem0ai/mem0 · Python

    Mem0 is a memory layer for AI agents and apps: it stores user preferences and conversation history so your AI assistant remembers people across sessions instead of starting from zero every time.

  5. 8

    private-gpt

    57.6Kzylon-ai/private-gpt · Python

    PrivateGPT is an open-source API layer that turns any local, OpenAI-compatible model into a full production-ready AI application backend, covering RAG, tools, MCP, text-to-sql and more.

  6. 9

    claude-cookbooks

    53.5Kanthropics/claude-cookbooks · Jupyter Notebook

    Anthropic's collection of notebooks and recipes showing fun and effective ways of using Claude, with copy-able code snippets you can drop straight into your own projects.

  7. 10

    llama_index

    52.5Krun-llama/llama_index · Python

    LlamaIndex is an open-source Python framework for building agentic applications that augment LLMs with your own private data, letting you ingest, index, and query documents with LLM-powered pipelines.

  8. 11

    GitNexus

    47.9Kabhigyanpatwari/GitNexus · TypeScript

    It indexes any codebase into a knowledge graph — dependencies, call chains, clusters, execution flows — and serves it to AI coding agents via MCP tools so they stop making blind edits.

  9. 12

    milvus

    46.4Kmilvus-io/milvus · Go

    Milvus is a high-performance, cloud-native vector database built to store and search embedding vectors at scale for AI applications like semantic search, RAG, and recommendation systems.

  10. 13

    faiss

    41.2Kfacebookresearch/faiss · C++

    Faiss is a library for efficient similarity search and clustering of dense vectors, developed primarily at Meta's Fundamental AI Research group. It can search collections of vectors of any size, even ones that do not fit in RAM.

  11. 14

    LightRAG

    40.2KHKUDS/LightRAG · Python

    LightRAG is an open-source, graph-based RAG framework (EMNLP 2025) by HKUDS. It indexes your documents into a knowledge graph plus vector embeddings so you can query them — a lighter, faster alternative to Microsoft GraphRAG.

  12. 15

    bert

    40Kgoogle-research/bert · Python

    Google's official TensorFlow implementation of BERT together with pre-trained checkpoints — a method for pre-training language representations that set state-of-the-art results on a wide range of NLP tasks, from SQuAD question answering to natural language inference.

  13. 16

    WeKnora

    34.5KTencent/WeKnora · Go

    WeKnora is an open-source, self-hosted knowledge platform that turns raw documents into a queryable RAG knowledge base, an autonomous ReAct agent, and a self-maintaining Wiki with an interactive knowledge graph.

  14. 17

    CLIP

    34.5Kopenai/CLIP · Jupyter Notebook

    CLIP is a neural network trained on many (image, text) pairs: given an image, it predicts the most relevant text snippet in natural language, zero-shot, without directly optimizing for the task.

  15. 18

    spaCy

    34Kexplosion/spaCy · Python

    spaCy is a library for advanced Natural Language Processing in Python and Cython, designed from day one for real products. It ships pretrained pipelines and supports tokenization and training for 70+ languages.

  16. 19

    graphiti

    31.9Kgetzep/graphiti · Python

    A Python framework for building and querying temporal knowledge graphs for AI agents. Instead of static RAG, it continuously folds new data into a graph that tracks how facts change over time.

  17. 20

    supermemory

    31.3Ksupermemoryai/supermemory · TypeScript

    Supermemory is a memory and context engine for AI: it learns from your conversations, extracts facts and builds user profiles, so your AI remembers you between sessions instead of starting from zero.

  18. 21

    pentagi

    30.9Kvxcontrol/pentagi · Go

    PentAGI (Penetration testing Artificial General Intelligence) is a fully autonomous AI agent system that performs complex penetration testing tasks for you.

  19. 22

    applied-ml

    30.6Keugeneyan/applied-ml

    applied-ml is a curated collection of papers, articles, and tech blogs where companies like Airbnb, Uber, Netflix, Google, and DoorDash share how they run data science and machine learning in production.

  20. 23

    qmd

    30.5Ktobi/qmd · TypeScript

    QMD is an on-device search engine for your personal knowledge: it indexes markdown notes, meeting transcripts, documentation and knowledge bases, and searches them with keywords or natural language.

  21. 24

    insightface

    30Kdeepinsight/insightface · Python

    An open-source 2D and 3D deep face analysis toolbox that efficiently implements state-of-the-art face recognition, detection and alignment, optimized for both training and deployment.

  22. 25

    RAG_Techniques

    29.9KNirDiamant/RAG_Techniques · Jupyter Notebook

    A community-driven hub of advanced techniques for Retrieval-Augmented Generation (RAG) — grounding LLM answers in retrieved documents, distilled into runnable notebook tutorials.

  23. 26

    Hands-On-Large-Language-Models

    29.7KHandsOnLLM/Hands-On-Large-Language-Models · Jupyter Notebook

    The official code repo for the O'Reilly book 'Hands-On Large Language Models', known as the Illustrated LLM Book. It contains a Jupyter notebook for each of the book's 12 chapters.

  24. 27

    agentmemory

    29.6Krohitg00/agentmemory · TypeScript

    Persistent memory for AI coding agents: it captures what your agent does, compresses it into searchable memory, and injects the right context when the next session starts, so you stop re-explaining your project to Claude Code, Cursor or Codex.

  25. 28

    chroma

    29.5Kchroma-core/chroma · Rust

    Chroma is open-source data infrastructure for AI: a vector database that powers search for embeddings, used for things like retrieval-augmented generation (RAG) and AI agent memory.

  26. 29

    fastText

    26.5Kfacebookresearch/fastText · HTML

    fastText is a library from Facebook Research for efficiently learning word vector representations and training text classifiers, such as for sentiment analysis.

  27. 30

    kotaemon

    25.8KCinnamon/kotaemon · Python

    Kotaemon is an open-source RAG tool for chatting with your documents: a clean web UI where you ask questions about your own files, serving both end users and developers.

  28. 31

    RAG-Anything

    23.7KHKUDS/RAG-Anything · Python

    An all-in-one multimodal RAG framework built on LightRAG: it ingests real-world documents that mix text, images, tables and equations, then answers queries across all content types through one pipeline instead of separate specialized tools.

  29. 32

    deepface

    23.6Kserengil/deepface · Python

    DeepFace is a lightweight Python framework for face recognition and facial attribute analysis: it verifies whether two faces match, finds who someone is, and predicts age, gender, emotion and race.

  30. 33

    pgvector

    23.4Kpgvector/pgvector · C

    pgvector is an open-source extension that adds vector similarity search to Postgres, so embeddings are stored and queried right next to your relational data. It supports exact and approximate nearest neighbor search.

  31. 34

    omlx

    22.9Kjundot/omlx · Python

    oMLX is a local LLM inference server for Apple Silicon Macs. It serves text LLMs, vision models, OCR, embeddings and rerankers with continuous batching and a tiered KV cache, managed from the macOS menu bar.

  32. 35

    unilm

    22.2Kmicrosoft/unilm · Python

    Microsoft's research hub for large-scale self-supervised pre-training: a family of foundation models spanning NLP, vision, speech, and multimodal tasks across 100+ languages - including BEiT, LayoutLM, Kosmos, MiniLM, TrOCR, and WavLM.

  33. 36

    localGPT

    22.2KPromtEngineer/localGPT · Python

    LocalGPT is a fully private, on-premise document intelligence platform: chat with, summarise and query your own documents using LLMs that run locally, so no data ever leaves your machine.

  34. 37

    chatgpt-retrieval-plugin

    21.3Kopenai/chatgpt-retrieval-plugin · Python

    An open-source retrieval backend for ChatGPT: it indexes your personal or work documents in a vector database and answers natural-language questions with the most relevant snippets — the RAG pattern. Enterprises use it to make internal docs searchable through ChatGPT.

  35. 38

    pydantic-ai

    20.7Kpydantic/pydantic-ai · Python

    Pydantic AI is the Python AI SDK for building agents: a typed, extensible agent loop where every model is a string swap away. The same agent runs behind a web frontend, in the terminal, on a voice call, or as a plain object you call run() on.

  36. 39

    sentence-transformers

    19.2Khuggingface/sentence-transformers · Python

    Sentence Transformers is a framework for computing embeddings and using or training state-of-the-art embedding and reranker models, covering dense sentence embeddings, cross-encoder rerankers, sparse encoders, and multi-vector (ColBERT-style) encoders.

  37. 40

    awesome-nlp

    19.1Kkeon/awesome-nlp

    A curated list of resources dedicated to Natural Language Processing — research hubs, tutorials, courses, books, libraries, datasets, and task methods, collected as links with one-line descriptions.

  38. 41

    langchainjs

    18.3Klangchain-ai/langchainjs · TypeScript

    LangChain.js is a TypeScript framework for building LLM-powered applications, giving developers a standard interface for agents, models, embeddings, vector stores, and third-party integrations.

  39. 42

    DeepLearning

    17.8KMikoto10032/DeepLearning · Jupyter Notebook

    A Chinese-language deep learning tutorial — a huge curated collection of links to courses, books, lecture notes, surveys and code, taking you from math basics through CNNs, GANs, RNNs and GNNs to Kaggle practice and interview prep.

  40. 43

    rocketride-server

    17.8Krocketride-org/rocketride-server · Python

    An open-source AI Development Environment: a data pipeline builder and runtime for AI/ML workloads. It turns the IDE you already use into one place to compose, debug, observe, and deploy AI workflows on a multithreaded C++ engine.

  41. 44

    turbovec

    17.4KRyanCodrai/turbovec · Rust

    A vector index for nearest-neighbor search over embeddings, written in Rust with Python bindings. It is built on Google Research's TurboQuant quantization and aimed at RAG where memory, latency and privacy matter.

  42. 45

    weaviate

    16.9Kweaviate/weaviate · Go

    Weaviate is an open-source, cloud-native vector database: it stores objects and vectors together and lets you combine vector search with structured filtering for semantic search at scale.

  43. 46

    Awesome-pytorch-list

    16.7Kbharathgs/Awesome-pytorch-list

    A curated, large-scale list of PyTorch-related projects on GitHub: models, libraries, tools, tutorials, books and paper implementations organized by category.

  44. 47

    memvid

    16.6Kmemvid/memvid · Rust

    Memvid is a single-file memory layer for AI agents: it packs your data, embeddings and search index into one portable .mv2 file, so agents get instant retrieval and long-term memory without a RAG pipeline or a vector database server.

  45. 48

    gensim

    16.5Kpiskvorky/gensim · Python

    Gensim is a Python library for topic modelling, document indexing and similarity retrieval with large corpora, aimed at the natural language processing (NLP) and information retrieval (IR) community.

  46. 49

    SurfSense

    16.5KMODSetter/SurfSense · Python

    An open-source, self-hostable NotebookLM alternative: agents pull structured data from the live web (Reddit, YouTube, Amazon and more) through connectors, and a built-in knowledge base keeps every finding searchable with citations.

  47. 50

    zvec

    16.1Kalibaba/zvec · C++

    Alibaba's open-source, in-process vector database — a lightweight, lightning-fast similarity-search engine you embed directly into your application, battle-tested inside Alibaba Group.

  48. 51

    llmware

    14.8Kllmware-ai/llmware · Python

    llmware is a Python framework for building enterprise RAG (retrieval-augmented generation) pipelines using small, specialized models that can run locally, on-device, or in private/self-hosted environments instead of relying on large cloud LLMs.

  49. 52

    memU

    14.6KNevaMind-AI/memU · Python

    memU is a lightweight, agent-driven memory system that gives coding agents a shared LLM wiki across sessions, agents, and devices, automatically turning your agent history into reusable skills.

  50. 53

    flair

    14.4KflairNLP/flair · Python

    Flair is a very simple framework for state-of-the-art natural language processing: a Python library for applying pre-trained NLP models to your text, developed by Humboldt University of Berlin and friends. The current release is version 0.15.1.

  51. 54

    annoy

    14.3Kspotify/annoy · C++

    Annoy (Approximate Nearest Neighbors Oh Yeah) is a C++ library with Python bindings that finds the points in space closest to a given query point. It is optimized for memory usage and for saving and loading indexes to disk.

  52. 55

    QAnything

    14.2Knetease-youdao/QAnything · Python

    A local knowledge base question-answering system: load your own documents into it and ask questions — you get accurate answers drawn from your files instead of the open web.

  53. 56

    latent-diffusion

    14.2KCompVis/latent-diffusion · Jupyter Notebook

    This is the official research codebase for the paper 'High-Resolution Image Synthesis with Latent Diffusion Models' by CompVis, which introduced Latent Diffusion Models (LDMs) - diffusion models trained in a compressed latent space instead of raw pixel space for efficient, high-resolution image synthesis.

  54. 57

    llm-universe

    14.2Kdatawhalechina/llm-universe · Jupyter Notebook

    This is a beginner-focused tutorial course on building large language model (LLM) applications, built around a personal knowledge-base assistant project that walks you through calling LLM APIs, building a vector knowledge base, and assembling a RAG pipeline.

  55. 58

    needle

    14.1Kcactus-compute/needle · Python

    Needle 2 is an open 45M-parameter model for tool calling, device use and structured extraction that ships as a single 14MB binary and runs a full session in about 28MB of RAM. This repo is its Python package for inference, LoRA fine-tuning and export.

  56. 59

    dinov2

    13.4Kfacebookresearch/dinov2 · Jupyter Notebook

    DINOv2, a self-supervised visual feature learning method from Meta AI's FAIR team, shipped as PyTorch code and pretrained models. Its features plug into classifiers as simple as linear layers across many vision tasks, with no fine-tuning required.

  57. 60

    langchain4j

    13.3Klangchain4j/langchain4j · Java

    LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM, offering a unified API over popular LLM providers and vector stores.

  58. 61

    InsForge

    13.1KInsForge/InsForge · TypeScript

    InsForge is an all-in-one, open-source backend platform built for coding agents: it gives agents database, auth, storage, compute, hosting, and an AI gateway so they can ship full-stack apps end-to-end without a human wiring up the backend.

  59. 62

    LEANN

    13KStarTrail-org/LEANN · Python

    LEANN is a vector database that lets you run retrieval-augmented generation (RAG) over millions of personal documents on your own laptop using 97% less storage than traditional vector databases, with no accuracy loss.

  60. 63

    txtai

    13Kneuml/txtai · Python

    txtai is an all-in-one AI framework for semantic search, LLM orchestration and language model workflows. Its core is an embeddings database that combines vector indexes, graph networks and relational databases to power search or serve as a knowledge source for LLM apps.

  61. 64

    PaddleNLP

    13KPaddlePaddle/PaddleNLP · Python

    PaddleNLP is a large language model (LLM) and small language model (SLM) development toolkit built on the PaddlePaddle deep learning framework, offering efficient training, lossless compression, and high-performance inference for large models.

  62. 65

    note-gen

    12.9Kcodexu/note-gen · TypeScript

    NoteGen is a local-first Markdown note app that lets you quickly capture scattered fragments like text, voice recordings, screenshots, links, or files, then use AI later to organize them into structured notes.

  63. 66

    clip-as-service

    12.8Kjina-ai/clip-as-service · Python

    CLIP-as-service is a low-latency, high-scalability service for embedding images and text with CLIP models, so you can plug it into neural search or cross-modal retrieval apps as a microservice.

  64. 67

    llm

    12.6Ksimonw/llm · Python

    LLM is a CLI tool and Python library for running prompts against OpenAI, Anthropic Claude, Google Gemini, Qwen, Gemma, Kimi, DeepSeek, Mistral and dozens of other large language models, either via remote APIs or models running locally on your own machine.

  65. 68

    claude-context

    12.6Kzilliztech/claude-context · TypeScript

    Claude Context is an MCP server that gives AI coding agents semantic search over your entire codebase, so they can pull relevant code straight into context instead of loading whole directories.

  66. 69

    FlagEmbedding

    12.3KFlagOpen/FlagEmbedding · Python

    FlagEmbedding (BGE) is a one-stop toolkit from BAAI for retrieval and retrieval-augmented LLMs, providing embedding models, rerankers, finetuning scripts, and evaluation tools for search and RAG.

  67. 70

    Chinese-Word-Vectors

    12.2KEmbedding/Chinese-Word-Vectors · Python

    A collection of 100+ pre-trained Chinese word vectors (embeddings) trained with different representations, context features and corpora, plus the CA8 analogy dataset and an evaluation toolkit.

  68. 71

    h2ogpt

    11.9Kh2oai/h2ogpt · Python

    h2oGPT is an open-source private chat application that lets you query and summarize your own documents or just chat with local LLMs, with no data leaving your machine.

  69. 72

    Transformers-Tutorials

    11.8KNielsRogge/Transformers-Tutorials · Jupyter Notebook

    A collection of Jupyter notebook demos showing how to use HuggingFace's Transformers library in PyTorch, covering models like BERT, GPT-2, LayoutLM, DETR, Donut and many more.

  70. 73

    lancedb

    11.7Klancedb/lancedb · Rust

    LanceDB is an open-source vector database for multimodal AI: a central platform where you store, index and search petabytes of vectors and multimodal data, built for fast, production-ready retrieval.

  71. 74

    dinov3

    11.6Kfacebookresearch/dinov3 · Jupyter Notebook

    Meta AI Research (FAIR)'s reference PyTorch implementation and model release for DINOv3, a family of vision foundation models that produce high-quality dense features and perform strongly across many vision tasks.

  72. 75

    DALLE2-pytorch

    11.3Klucidrains/DALLE2-pytorch · Python

    It is a PyTorch implementation of DALL-E 2, OpenAI's text-to-image synthesis model, built by a third-party community author (lucidrains).

  73. 76

    llm-engineer-toolkit

    10.9KKalyanKS-NLP/llm-engineer-toolkit

    A curated catalog of 120+ LLM libraries organized by category, covering training, application development, RAG, inference, serving, data extraction, agents, evaluation, monitoring, prompts, safety and embeddings.

  74. 77

    go-openai

    10.8Ksashabaranov/go-openai · Go

    go-openai is an unofficial Go client library for the OpenAI API, giving Go developers typed access to text generation, chat, images, audio, embeddings, moderation, fine-tuning, batches and vector stores.

  75. 78

    llama-cpp-python

    10.6Kabetlen/llama-cpp-python · Python

    'llama-cpp-python' provides Python bindings for the llama.cpp C/C++ library, giving both low-level ctypes access and a high-level API for running GGUF language models locally for text completion, chat, embeddings and more.

  76. 79

    ollama-python

    10.6Kollama/ollama-python · Python

    This is the official Python library for Ollama, giving Python 3.8+ projects an easy way to call a local or cloud Ollama server to run large language models.

  77. 80

    the-algorithm-ml

    10.6Ktwitter/the-algorithm-ml · Python

    This is the source code for part of Twitter's (X's) recommendation algorithm, specifically the machine learning models used to rank and embed content for the 'For You' timeline.

  78. 81

    orama

    10.6Koramasearch/orama · TypeScript

    Orama is a complete search engine and RAG pipeline that runs in your browser, on a server or at the edge, with support for full-text, vector and hybrid search.

  79. 82

    runanywhere-sdks

    10.3KRunanywhereAI/runanywhere-sdks · C++

    A toolkit of eight SDKs over one C++ core that runs AI fully on-device — LLM chat, vision, speech, voice agents, RAG, and image generation — on phones, browsers, and desktops. Everything is private by default and works offline.

  80. 83

    PixelRAG

    10.3KStarTrail-org/PixelRAG · Python

    An open-source research codebase from Berkeley for pixel-native search: PixelRAG renders web pages, PDFs and images as screenshots and retrieves over the images directly, instead of parsing pages into text.

  81. 84

    Chinese-BERT-wwm

    10.2Kymcui/Chinese-BERT-wwm · Python

    This project releases a family of pre-trained Chinese BERT models trained with Whole Word Masking (WWM), including BERT-wwm, BERT-wwm-ext, RoBERTa-wwm-ext, RoBERTa-wwm-ext-large, and smaller RBT3/RBT4/RBT6/RBTL3 variants, published alongside a paper in IEEE/ACM TASLP.

  82. 85

    atlas

    9.6Kpacifio/atlas · Rust

    Atlas is source control built for coding agents: it records every agent session as a checkpoint linking a commit back to the prompts, tool calls, and reasoning that produced it, and lets you run Claude Code, Codex, its own native agent, or any ACP registry agent side by side with shared memory.

  83. 86

    clawhub

    9.5Kopenclaw/clawhub · TypeScript

    ClawHub is the public skill registry for OpenClaw: a place to publish, version, and search text-based agent skills (a SKILL.md plus supporting files), plus a catalog of OpenClaw code and bundle plugins.

  84. 87

    nullclaw

    8.1Knullclaw/nullclaw · Zig

    nullclaw is a fully autonomous AI assistant infrastructure: one small static Zig binary that you self-host and connect to your chat apps and AI providers.

  85. 88

    AIHOT

    8KKKKKhazix/AIHOT · TypeScript

    AIHOT is a framework for building an AI-curated news site: it pulls items from your sources, has an LLM filter and score each one twice, writes Chinese headlines and summaries, clusters reports of the same story into one event, ranks events by how many independent sources cover them, and publishes a daily briefing.

  86. 89

    xerj

    7.8Kxerj-org/xerj · Rust

    XERJ is a local-first search engine that automatically indexes any folder - code, docs, logs, PDFs - so an AI coding agent can pull the exact passage it needs instead of grepping or reading whole files into context, and it speaks the Elasticsearch API so existing clients work against it unchanged.

  87. 90

    OpenSpace

    7.8KHKUDS/OpenSpace · Python

    OpenSpace is a skill management layer for AI agents that helps them retrieve the right skill for a task, evaluate it against real outcomes, share proven workflows, and evolve skills over time, across agents like Claude Code, Codex, OpenClaw, Hermès and nanobot.

  88. 91

    opensquilla

    7.1KTokenRhythm/opensquilla · Python

    OpenSquilla is a token-efficient, microkernel AI agent that uses a local model router to send each conversation turn to the cheapest model that can handle it, while sharing memory, a sandbox, and web search across its CLI, Web UI, and chat-channel interfaces.

  89. 92

    semble

    6.2KMinishLab/semble · Python

    Semble is a code search library built for coding agents. It returns the exact relevant code snippets for a query instead of making the agent grep and read full files, using about 99% fewer tokens than grep+read.

  90. 93

    hister

    6.1Kasciimoo/hister · Go

    Hister is a private, self-hosted search engine that fully indexes the pages you visit and the files you keep, so you can search their content later from a web interface, terminal, or an AI assistant via MCP.

  91. 94

    OpenExecutive

    5.6KSenteLabsAI/OpenExecutive · Python

    Open Executive is an AI system that acts as a company's virtual executive team — presented as one senior advisor with Harvard MBA-level knowledge, backed by eight specialist agents (CSO, CFO, HR, General Counsel, COO, CMO, CPO, Board Communications).

  92. 95

    Engram

    4.8Kdeepseek-ai/Engram · Python

    This is the official code release for the DeepSeek paper 'Conditional Memory via Scalable Lookup', introducing Engram, a module that gives Transformers a native knowledge-lookup primitive by modernizing classic N-gram embeddings for O(1) retrieval, as a complement to Mixture-of-Experts sparsity.

  93. 96

    OB1

    4.7KNateBJones-Projects/OB1 · TypeScript

    Open Brain (OB1) is an infrastructure layer that gives every AI tool you use — Claude, ChatGPT, Cursor, Claude Code, and whatever ships next — shared, persistent access to the same memory of you, through one database and one AI gateway.

  94. 97

    RuVector

    4.6Kruvnet/RuVector · Rust

    RuVector is a Rust-native persistent memory substrate for AI agents, combining local vector embeddings, graph relationships, feedback-driven learning, and memory lifecycle controls so agents can remember across sessions.

  95. 98

    DigUp

    4.6KARahim3/DigUp · Swift

    DigUp is a free, open-source macOS menu bar app that lets you search the files on your Mac by what's actually in them — photos, PDFs, documents, recordings, videos and code — using Google DeepMind's EmbeddingGemma 2 model running entirely on-device.

  96. 99

    sentrysearch

    4.6Kssrajadh/sentrysearch · Python

    SentrySearch is a CLI tool that lets you semantically search through video footage (like Tesla dashcam clips) by typing what you're looking for and getting back a trimmed clip of the matching moment.

  97. 100

    docker-agent

    4.6Kdocker/docker-agent · Go

    Docker Agent is a tool for building, running, and sharing AI agents using a declarative YAML config, with built-in tools and multi-agent orchestration — no code required.

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