#rag-memory · AI & ML
RAG & AI memory
Retrieval-augmented generation pipelines and the memory layers that let agents remember.
This week (Oct 27 – Nov 2), the top-ranked are survival-llm (+1,204), RustXNG (+579) and DeepTutor (+10,493). The 241 ranked repos gained 71,345 stars, 14% more than the week before.
Updated Nov 2, 12:33 UTC · ranked every hour from GitHub’s daily star counts
Updated 1 min ago
This week’s ranking
- 1anonnerdfrenzy/survival-llm A free AI assistant and survival library that runs on your own computer, with no internet needed. Shows the source of every answer.Gained in 7 d +1.2k Score 120.4 Total 1.3k
- 2sahenjp/RustXNG Self-hosted, SSRF-hardened web search and grounding engine for local AI agents (AGPL-3.0-or-later)Gained in 7 d +579 Score 57.9 Total 615
- 3HKUDS/DeepTutor DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.Gained in 7 d +10.5k Score 50.3 Total 54.1k
- 4wanghao-SunSky/cs329z-chinese 斯坦福 Stanford CS329Z Engineering AI Agents 中文教程:面向 Python 开发者的 AI 智能体课程,19 讲与 4 项实践,涵盖 LLM、RAG、工具调用、记忆、多智能体、评测与安全。完整 Markdown、在线与离线 HTML。Chinese course notes.Gained in 7 d +418 Score 41.8 Total 418
- 5 Gained in 7 d +367 Score 36.7 Total 367
- 6thomasunise/casecite CaseCite is an open-source, self-hosted legal RAG caselaw research & document analysis platform.Gained in 7 d +239 Score 23.9 Total 244
- 7SLEEPYBQ/MemoSync Co-manage memory with your coding agent across sessions. A local workbench for Claude Code, Codex and Pi.Gained in 7 d +220 Score 22.0 Total 222
- 8thedotmack/claude-mem Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + MoreGained in 7 d +6.9k Score 21.6 Total 110k
- 9xerj-org/xerj AI search engine and MCP server for bots and agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybrid search, code search without grep, agent memory and RAG. Elasticsearch-compatible API; Corpus Hub serves hundreds of reference memory corpora.Gained in 7 d +2.6k Score 20.4 Total 18.7k
- 10 Gained in 7 d +618 Score 17.1 Total 1.9k
- 11vectorize-io/hindsight Hindsight: Agent Memory That LearnsGained in 7 d +4k Score 17.1 Total 57.9k
- 12Graphify-Labs/graphify Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.Gained in 7 d +5k Score 13.6 Total 141k
- 13Yuuyuko-uu/dsh-fish-memory 🐋 DSH 鱼的记忆:给会话一份会淡忘的长期记忆,每条都带时间。名字里的「鱼」来自 DeepSeek 的鲸鱼。Gained in 7 d +212 Score 13.6 Total 456
- 14roandejager/Hillock Local, gradient-free neuro-symbolic memory engine combining Hyperdimensional Computing (HDC/VSA), Hebbian plasticity, and graph triples for offline AI.Gained in 7 d +159 Score 13.3 Total 302
- 15gh9ko8y/graphmemory Bitemporal AI memory system: six-variable decay, time-graded recall, TTL expiry, dedupe, competitive retrieval (Neo4j + PostgreSQL + Redis)Gained in 7 d +130 Score 13.0 Total 130
- 16patchy631/ai-engineering-hub In-depth tutorials on LLMs, RAGs and real-world AI agent applications.Gained in 7 d +2.4k Score 12.2 Total 40.8k
- 17metadist/synaplan Open-source, self-hosted AI platform (PHP/Symfony): chat with any model, RAG over your docs, embeddable widget, MCP — see the cost of every answer. Apache-2.0.Gained in 7 d +204 Score 12.1 Total 487
- 18chatvia/chatvia Open-source platform for AI chat agents that answer from your own knowledge base. Hybrid RAG search in PostgreSQL, MCP and custom tools, guardrails and human handoff. Put agents on a hosted chat page, a website widget, Slack, Teams, WhatsApp, Telegram or a REST API. Self-host with Docker and…Gained in 7 d +112 Score 11.2 Total 112
- 19BotHarness/DeepSeekBot Open-source GrokBot alternative built on DeepSeek Harness. Build your personal bot team: multiple personal agents with persistent memory, identities and permissions, extensible through DSH plugins.|基于 DeepSeek Harness 的开源 GrokBot 平替:有长期记忆的个人 AI Bot 团队,支持多 Bot 协作、身份权限与插件生态扩展。MIT.Gained in 7 d +203 Score 11.1 Total 535
- 20peterpoal134/memory-brain 给 AstrBot 的可落地 AI 记忆与生活层:五类记忆、混合检索、遗忘治理、情绪边界、自主生活循环。不覆盖人格。Gained in 7 d +107 Score 10.7 Total 107
- 21akitaonrails/ai-memory Solution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendorsGained in 7 d +1.2k Score 10.0 Total 14.9k
- 22jaikydota/BullFlow 推量牛 BullFlow — 开源企业级 RAG 解决方案:从企业知识库、营销内容自动化生产到全域内容分发 | Open-source enterprise RAG solution: knowledge base → automated marketing content → omnichannel publishing. 知识库全链路本地开源模型,无需付费模型;AI Agent 创作图文 / 图片 / 视频,一键发布抖音、小红书、公众号、LinkedIn、YouTube 等 17 个平台。Commercial-grade, multi-tenant, billing & admin…Gained in 7 d +126 Score 10.0 Total 286
- 23YOLOW92/pagesift Rust web scraper & crawler for AI agents: URLs, PDFs and Office files → clean Markdown/JSON. Firecrawl- and Jina Reader-compatible API, MCP server, Python/Node SDKs. Self-hosted single binary.Gained in 7 d +89 Score 8.9 Total 185
- 24zj-unicom-ai/UniEmployee 面向企业的数字员工构建与运行平台:把专业员工的经验、流程与判断标准,固化为可随时上岗、可配置、可审批、可观测的 AI 数字员工。Gained in 7 d +191 Score 8.0 Total 762
- 25Sallyn0225/eidolon-sc 和《偶像大师 闪耀色彩》偶像实时语音/文字对话的 AI 分身:日语原声 + 中文字幕、回忆原作剧情、跨角色共享记忆;支持 Google/GitHub 登录与自带密钥,Docker Compose 一键部署(参考 LAPLACE Eidolon)Gained in 7 d +121 Score 7.7 Total 367
- 26sno-ai/sno-station When Claude Code hits its usage limit, Codex picks the task up from the same memory. Sno Station puts Codex, Claude Code, Cursor, Hermes Agent and OpenClaw on one squad: they hand work to each other and review each other's code. Open source, runs on your computer.Gained in 7 d +215 Score 7.3 Total 1.1k
- 27SuanmoSuanyangTechnology/MemoryBear MemoryBear Equip AI with human-like memory capabilityGained in 7 d +658 Score 7.1 Total 9.3k
- 28EvannZhongg/Nosis Nosis is a lightweight personal agent runtime: per-session execution boundaries with OS-level sandboxing, computer use, a full built-in toolset, Skill / Plugin / MCP extensions, one runtime shared by GUI and TUI, and file-persisted sessions, plans, and memory.Gained in 7 d +70 Score 7.0 Total 117
- 29Graphicle-AI/graphicle Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.Gained in 7 d +132 Score 6.9 Total 493
- 30Sidiora-Labs/hyperfide The ai agent workflow tool that scales from small, simple projects to large, complex codebases.Gained in 7 d +152 Score 6.9 Total 639
- 31LazyAGI/LazyMind An AI Skill Runtime for knowledge-intensive work which makes everything under your control.Gained in 7 d +133 Score 6.6 Total 537
- 32DemonDamon/AgenticX AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical memory, avatar & group chat, skill ecosystem, safety sandbox, and IM gateway (Feishu/WeChat).Gained in 7 d +175 Score 6.6 Total 881
- 33Windsander/Mebular One shared graph for every AI assistant and device — memory and tasks, local-first, signed, auditable, direct P2P sync. MCP tools; no hosted account.Gained in 7 d +60 Score 6.0 Total 86
- 34memvid/memvid Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.Gained in 7 d +728 Score 5.6 Total 17.3k
- 35himovo/movo Turn DeepSeek Harness into a self-hosted enterprise Agent platform with knowledge, deep research, content generation, vibe coding, browser automation, governance, and admin controls.Gained in 7 d +107 Score 5.4 Total 496
- 36xcosmosbox/Cairn Open-source GraphRAG domain knowledge layer: LLMs continuously distill scattered skill docs into a queryable, evolvable, human-editable two-layer knowledge graph — versioned, hot-swapped and rolled back via a GitOps pipeline like software releases, and served to AI agents over MCP. RAG, but with…Gained in 7 d +54 Score 5.4 Total 83
- 37Usmansayed/scubiee Save up to 30% of your AI coding tokens. Scubiee turns any codebase into searchable context for your AI coding agent. A local context engine for Cursor, Claude Code, Copilot, Codex, and more: semantic search, code relationships, live sync, MCP integration, and code that never leaves your machine.Gained in 7 d +52 Score 5.2 Total 145
- 38BlueRingsLabs/no-shortcuts Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the code, the systems and the security. 173 lessons, 166 runnable labs, no shortcuts. Free under CC BY-NC 4.0.Gained in 7 d +54 Score 5.1 Total 168
- 39GroundedCoreAI/nexusdesk Open-source, self-hosted, extensible Agent platform built around ReAct and Harness engineering, with AI customer support as its first complete reference application.Gained in 7 d +52 Score 5.0 Total 162
- 40EternalNight996/memory-eternal Your AI forgets every session. Give it a memory it can trust: local-first, review-gated agent memory — one SQLite vault for DSH, Claude Code, Codex, Cursor and any MCP client, with an immutable audit log and a token ledger. Open source, self-hosted, no cloud.Gained in 7 d +48 Score 4.8 Total 121
- 41omdsh-dev/dsh-mnemon Composable, view-based context for DeepSeek Harness. Pluggable sources and strategies, with layered memory and self-evolving skills out of the box.Gained in 7 d +127 Score 4.7 Total 845
- 42metadist/synaplan-nextcloud Synaplan AI integration into nextcloud for RAG powered discussions, translations and summaries. Run your own AI platform next to your nextcloud!Gained in 7 d +64 Score 4.6 Total 255
- 43666ghj/MiroFish A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物Gained in 7 d +1.3k Score 4.6 Total 83.4k
- 44axoviq-ai/synthadoc Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-managed and self-improved without the use of any tools.Gained in 7 d +182 Score 4.6 Total 1.8k
- 45WenyuChiou/awesome-agentic-ai-zh A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。Gained in 7 d +410 Score 4.6 Total 8.4k
- 46StarTrail-org/LEANN [MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.Gained in 7 d +487 Score 4.2 Total 13.8k
- 47StarTrail-org/PixelRAG https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/Gained in 7 d +431 Score 4.2 Total 10.8k
- 48ruvnet/ruflo 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more IntegratedGained in 7 d +1.2k Score 4.2 Total 80.6k
- 49ombharatiya/ai-system-design-guide AI system design guide for engineers building production AI systems and evals.Gained in 7 d +260 Score 4.2 Total 4.1k
- 50bojieli/ai-agent-book 《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码Gained in 7 d +977 Score 4.1 Total 56.9k
- 51MemTensor/MemT-1.0 Official repository for MemT-1.0Gained in 7 d +83 Score 4.1 Total 498
- 52FengZhenfei/carrel Ontology-Augmented Generation for AI agents.Gained in 7 d +98 Score 4.1 Total 681
- 53FuRongJun-1999/dsh-memory 白箱AGI架构探索:元认知(自我认知循环)、持续学习(知识飞轮)、世界模型(条件空间+语义时空图)、自我改进(自举纪律)、零LLM白箱管线与可审计信任护栏。Gained in 7 d +88 Score 4.0 Total 573
- 54Tencent/WeKnora Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.Gained in 7 d +735 Score 3.9 Total 36.2k
- 55electricsheephq/lcm-x LCM-X — Lossless Context Memory eXtensionGained in 7 d +39 Score 3.8 Total 142
- 56lfnovo/open-notebook An Open Source implementation of Notebook LM with more flexibility and featuresGained in 7 d +754 Score 3.7 Total 41.3k
- 57datawhalechina/hello-agents 📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程Gained in 7 d +1k Score 3.6 Total 85.7k
- 58myneace/Gaussian_Clef_RAG Probabilistic retrieval-augmented generation on statistical manifolds with sub-100ms Cloudflare Clef decision routing, Woodbury-accelerated geometric kernels, and universal corpus generation. Every chunk of knowledge is a Gaussian distribution, not a flat vector. Retrieval is information geometry…Gained in 7 d +55 Score 3.5 Total 306
- 59TencentCloud/Octop A smarter, self-hosted AI assistant — multi-user, multi-agent.Gained in 7 d +364 Score 3.5 Total 11.5k
- 60JEen-wang/Adaptive-rag 按问题复杂度自动分流的电商客服 RAG:简单问题直接回答;复杂问题经过多跳检索并自我纠错;查单、退改通过工具调用完成,且高风险写操作必须先经人工确认。基于 FastAPI 和 LangGraph,混合检索并附带引用,内置离线评测与 Prometheus 指标。涵盖简历写法和项目面试拷打Gained in 7 d +44 Score 3.4 Total 207
- 61cporter202/ai-agent-data-apis A mega collection of 2,070 AI agent data APIs: MCP servers, LLM tools, RAG pipelines, live web data, vision & voice. Give your AI agent live web data.Gained in 7 d +32 Score 3.2 Total 51
- 62virgiliojr94/book-to-skill Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.Gained in 7 d +591 Score 3.1 Total 36.7k
- 63dodo-labs-ai/mem-forge Give every agent your team's brain on day one. The memory layer for AI agents. Everything your team knows. Cited, and always up to date.Gained in 7 d +31 Score 3.1 Total 31
- 64vstorm-co/agenticos Open-source AI teammates for your company. The self-hosted agent layer: build, run and govern AI agents on your own servers, models and rules. RAG, skills, a real browser, 4,700+ MCP servers and an API, with budgets, approvals and an audit trail. Apache-2.0, built on Pydantic AI.Gained in 7 d +33 Score 3.0 Total 153
- 65oceanbase/powercontext Agent memory: long-term memory & agent memory handoff. Claude Code & Codex.Gained in 7 d +110 Score 3.0 Total 1.5k
- 66youngyangyang04/llm-master 大模型(LLM)全栈学习路线与中文教程🔥:覆盖 Prompt Engineering、RAG、AI Agent、MCP、微调、模型部署、Transformer、AI 编程与大厂面试,从入门到生产实践。Gained in 7 d +112 Score 3.0 Total 1.5k
- 67dheerajponnaganti/thenwise Thenwise: a local memory of your past Claude Code work, searchable by date and link.Gained in 7 d +29 Score 2.9 Total 29
- 68melgarafael/DeskcommCRM Open-source AI sales OS — self-hosted CRM with native AI agents + WhatsApp (WAHA). Open alternative to Kommo, Octadesk & Intercom for any business that sells by chat. MCP-ready, multi-tenant, LGPD.Gained in 7 d +198 Score 2.8 Total 5.1k
- 69microsoft/ai-agents-for-beginners 18 Lessons to Get Started Building AI AgentsGained in 7 d +784 Score 2.8 Total 78.7k
- 70Asymptote-Labs/agent-beacon The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBuGained in 7 d +148 Score 2.8 Total 3k
- 71headroomlabs-ai/headroom Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.Gained in 7 d +749 Score 2.7 Total 78.6k
- 72aliengiraffe/rhizome Rhizome lets Claude Code, Codex, and OpenCode sessions discover each other, follow selected work, and exchange messages through MCP. Use it to coordinate parallel tasks on your laptop or connect your agents with a colleague's agents over a LAN or Tailscale network.Gained in 7 d +26 Score 2.6 Total 48
- 73SourceWeft/SourceWeft Open-source, self-hostable alternative to ChatGPT and NotebookLM — agents, skills, MCP, and cited knowledge in one AI workstation. Your models, your infrastructure. Free to use GPT 6: https://SourceWeft.com/Gained in 7 d +46 Score 2.5 Total 372
- 74volcengine/OpenViking Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.Gained in 7 d +514 Score 2.5 Total 41.4k
- 75adongwanai/AgentGuide https://adongwanai.github.io/AgentGuide | AI Agent开发指南 | LangGraph实战 | 高级RAG | 转行大模型 | 大模型面试 | 算法工程师 | 面试题库 | 强化学习|数据合成Gained in 7 d +266 Score 2.5 Total 11.6k
- 76dgesteves/ondocs Open-source Ask AI for your docs, with an MCP server for agents: cited answers on your own model key, from one static index built with your site. No vendor, no vector database. Starlight, Docusaurus and VitePress plugins, Next.js, or one script tag.Gained in 7 d +25 Score 2.5 Total 39
- 77harrytted/ai-agent-interview-playbook AI Agent/大模型应用工程师中文学习手册:10 章基础、12 章进阶、92 道完整详解题、276 组追问与答案、92 个实战案例,含双向学习链接、Python 实验与复习工具。用场景和易记类比理解机制,用故障与评测练习工程取舍。Gained in 7 d +25 Score 2.5 Total 25
- 78Phantomduke375846-alt/clinic_rag_rpocket_bot A domain-specific medical Retrieval-Augmented Generation (RAG) system that answers health-related questions strictly based on retrieved evidence from a local vector database.Gained in 7 d +25 Score 2.5 Total 25
- 79SorcererEarl/crypto-rpocket-accumulation-scanner Python crypto scanner: finds coins in quiet accumulation, back tested on 961 samples, rebuilt from the evidence, automated with Telegram alerts.Gained in 7 d +25 Score 2.5 Total 25
- 80WUnicorn67526/memochka-rpocket-team-bot 😼 AI-участница Telegram-чата с памятью, локальными мемами, реакциями и собственным характеромGained in 7 d +25 Score 2.5 Total 25
- 81PeaceOfElf37336/resilient-telegram-rpocket-bot A Telegram bot built around what happens when the API doesn't answer — retry with jittered backoff, structured logging, systemd deployment. Runs with --demo, no token needed.Gained in 7 d +25 Score 2.5 Total 25
- 82pwnedlabs/ai-security-labs AI security training: hands-on labs, tools and courses for LLM, RAG and agent security. Maintained by Pwned Labs.Gained in 7 d +25 Score 2.5 Total 25
- 83AidaShika/personal-agent-dossier Move a personal AI agent between platforms without losing its job, memory, or schedules. A neutral dossier format with adapters for Grok Bot, Muse, Hermes, and OpenClaw.Gained in 7 d +24 Score 2.4 Total 24
- 84TencentCloud/TencentDB-Agent-Memory TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.Gained in 7 d +412 Score 2.4 Total 30.3k
- 85Gentleman-Programming/gentle-shell Gentle Shell is a Pi-native workspace for AI-assisted development, bringing parallel coding agents, live tasks, Git diffs, persistent memory, and permission controls into one terminal interface. Powered by Gentle AI and Organic Driven Development (ODD).Gained in 7 d +89 Score 2.4 Total 1.5k
- 86eugeniughelbur/obsidian-second-brain Persistent memory for Claude Code, Codex and 6 other AI agents, stored as plain markdown in your Obsidian vault. New: Crew, one shared logbook so Claude Code, Codex, Cursor and Grok Bot know what each other did. 48 commands: semantic search, self-rewriting notes, key-less research, scheduled agents.Gained in 7 d +162 Score 2.3 Total 5.1k
- 87rasidi3112/pondok-ai Turn one machine into a private ChatGPT for a whole room. One command sets up Ollama, Open WebUI, RAG and an OpenAI-compatible API sized to your hardware, and pondok-ai share lets a classroom or office chat from their own phones.Gained in 7 d +23 Score 2.3 Total 59
- 88didilili/ai-agents-from-zero 🚀 2026 最系统的 AI Agent 速成指南|智能体实战教程 · 完整学习路径 + 实战项目 + 面试题库 · 对标大模型应用开发工程师岗位 · 覆盖LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / 提示词 · 企业级部署与微调 · 从0到企业级落地 + 从学习到上线项目 + 面试准备一体化Gained in 7 d +171 Score 2.3 Total 5.8k
- 89xzf-thu/VoiceMem Infrastructure for the next generation of voice agents, designed to provide universal memory. It is divided into a left brain and a right brain, storing information and emotions respectively, while a fully streaming architecture eliminates latency at the fundamental level.Gained in 7 d +118 Score 2.3 Total 2.8k
- 90nashsu/llm_wiki LLM Wiki is a cross-platform desktop application that turns your documents into an organized, interlinked knowledge base — automatically. Instead of traditional RAG (retrieve-and-answer from scratch every time), the LLM incrementally builds and maintains a persistent wiki from your sources。Gained in 7 d +325 Score 2.2 Total 21.3k
Emerging in RAG & AI memory Past weeks: Oct 26Oct 19