#rag-memory · AI & ML
RAG & AI memory
Retrieval-augmented generation pipelines and the memory layers that let agents remember.
This month (Oct 4 – Nov 2), the top-ranked are xerj (+16,236), Hy-Memory (+1,917) and survival-llm (+1,285). The 434 ranked repos gained 265,272 stars.
Updated Nov 2, 14:38 UTC · ranked every hour from GitHub’s daily star counts
Updated 16 min ago
This month’s ranking
Full ranking, with the repositories hidden by default. Back to the ranking
- 1xerj-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 30 d +16.2k Score 321.9 Total 18.8k
- 2 Gained in 30 d +1.9k Score 191.7 Total 1.9k
- 3anonnerdfrenzy/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 30 d +1.3k Score 128.5 Total 1.3k
- 4AgentMemoryRepo/agentmemoryrepo Spec for Agent Memory RepoGained in 30 d +844 Score 84.4 Total 844
- 5FengZhenfei/carrel Ontology-Augmented Generation for AI agents.Gained in 30 d +680 Score 68.0 Total 681
- 6HKUDS/DeepTutor DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.Gained in 30 d +13.6k Score 67.3 Total 54.1k
- 7sahenjp/RustXNG Self-hosted, SSRF-hardened web search and grounding engine for local AI agents (AGPL-3.0-or-later)Gained in 30 d +656 Score 65.6 Total 656
- 8akitaonrails/ai-memory Solution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendorsGained in 30 d +6.1k Score 65.6 Total 14.9k
- 9 Gained in 30 d +638 Score 63.8 Total 638
- 10vectorize-io/hindsight Hindsight: Agent Memory That LearnsGained in 30 d +13.2k Score 62.6 Total 58k
- 11TencentCloud/Octop A smarter, self-hosted AI assistant — multi-user, multi-agent.Gained in 30 d +5k Score 61.3 Total 11.5k
- 12BotHarness/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 30 d +531 Score 53.1 Total 535
- 13Graphify-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 30 d +18k Score 51.4 Total 141k
- 14tigerless-labs/agent-memory Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one store. No API key.Gained in 30 d +2.3k Score 51.2 Total 4.3k
- 15MemTensor/MemT-1.0 Official repository for MemT-1.0Gained in 30 d +501 Score 50.1 Total 501
- 16Graphicle-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 30 d +493 Score 49.3 Total 493
- 17thedotmack/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 30 d +15k Score 48.5 Total 110k
- 18LazyAGI/LazyMind An AI Skill Runtime for knowledge-intensive work which makes everything under your control.Gained in 30 d +464 Score 46.4 Total 539
- 19FalkorDB/FalkorDB A super fast Graph Database uses GraphBLAS under the hood for its sparse adjacency matrix graph representation. Our goal is to provide the best Knowledge Graph for LLM (GraphRAG).Gained in 30 d +3.8k Score 45.8 Total 10.5k
- 20Yuuyuko-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 30 d +455 Score 45.5 Total 456
- 21zgcagi/Harness-RSI Harness self-evolution: update targets, theory, evaluation, and reported evidence. Bilingual reading list and project website.Gained in 30 d +433 Score 43.3 Total 433
- 22wanghao-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 30 d +432 Score 43.2 Total 432
- 23DemonDamon/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 30 d +644 Score 41.3 Total 887
- 24zqiren/Orbital Context is yours. Agents are replaceable.Gained in 30 d +663 Score 37.8 Total 970
- 25 Gained in 30 d +373 Score 37.3 Total 373
- 26Sallyn0225/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 30 d +367 Score 36.7 Total 367
- 27sno-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 30 d +697 Score 35.1 Total 1.1k
- 28aerovato/operator-memory The self-improving context engine for coding agents.Gained in 30 d +372 Score 34.0 Total 492
- 29aakarim/OpenLore A minimal, extensible, agent-native knowledge repository that keeps shared context current and inspectableGained in 30 d +888 Score 30.7 Total 1.7k
- 30myneace/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 30 d +306 Score 30.6 Total 306
- 31Asymptote-Labs/agent-beacon The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBuGained in 30 d +1.3k Score 30.1 Total 3k
- 321105216375-alt/resimind Neuro-symbolic agents with verified memory. MCP math tools, an algebra repair Skill, and an open challenge. Verify solutions, learn checked rules, and reuse.Gained in 30 d +294 Score 29.4 Total 294
- 33Sidiora-Labs/hyperfide The ai agent workflow tool that scales from small, simple projects to large, complex codebases.Gained in 30 d +426 Score 29.2 Total 639
- 34666ghj/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 30 d +7.9k Score 28.7 Total 83.4k
- 35jaikydota/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 30 d +286 Score 28.6 Total 286
- 36aoci-spec/aoci-code A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first MCP server + CLI in Go: a governed repository index of code knowledge that gives Claude Code, Codex, Cursor, and opencode long-term context, memory, and code…Gained in 30 d +877 Score 28.3 Total 1.8k
- 37ZipengWu365/TOMC TOMC Memory: CPU context compression and task memory for Codex, Claude Code, Cursor, TRAE, WorkBuddy and other MCP clients.Gained in 30 d +264 Score 26.4 Total 264
- 38ruvnet/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 30 d +7.1k Score 26.0 Total 80.6k
- 39heaven999b/hello-agent-system 👋 Hello Agent System — learn enterprise AI agent system design by building every production layer from scratch. 17 bilingual lessons (EN/中文) with tested exercises: tools, architectures, reliability, security, evals, distributed execution, cost, RAG, release ops. 企业级 Agent 系统设计训练营Gained in 30 d +257 Score 25.7 Total 310
- 40zj-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 30 d +451 Score 25.6 Total 762
- 41SuanmoSuanyangTechnology/MemoryBear MemoryBear Equip AI with human-like memory capabilityGained in 30 d +2.2k Score 25.4 Total 9.3k
- 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 30 d +253 Score 25.3 Total 255
- 43crow-hq/llm-wiki-v2 Turn your documents into a Markdown wiki you can read, that answers with citations. Works with any LLM provider, Ollama included. CROW classifier routing: 89% right note vs 62%, 2.1× faster ingest, 68% fewer tokens.Gained in 30 d +251 Score 25.1 Total 251
- 44Tencent/WeKnora Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.Gained in 30 d +4.5k Score 25.0 Total 36.3k
- 45thomasunise/casecite CaseCite is an open-source, self-hosted legal RAG caselaw research & document analysis platform.Gained in 30 d +243 Score 24.3 Total 244
- 46metadist/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 30 d +308 Score 23.0 Total 487
- 47SLEEPYBQ/MemoSync Co-manage memory with your coding agent across sessions. A local workbench for Claude Code, Codex and Pi.Gained in 30 d +222 Score 22.2 Total 222
- 48bojieli/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 30 d +4.9k Score 21.5 Total 57k
- 49SourceWeft/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 30 d +240 Score 20.7 Total 374
- 50JEen-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 30 d +207 Score 20.7 Total 207
- 51omdsh-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 30 d +408 Score 19.5 Total 845
- 52cdcailf/cjkfold Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.Gained in 30 d +195 Score 19.5 Total 195
- 53himovo/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 30 d +284 Score 19.3 Total 501
- 54YOLOW92/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 30 d +185 Score 18.5 Total 185
- 55virgiliojr94/book-to-skill Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.Gained in 30 d +3.3k Score 18.2 Total 36.7k
- 56h9-tec/ai-roadmap-2026 AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layerGained in 30 d +182 Score 18.2 Total 182
- 57shuxiachai/academic-commercialization-agent AI multi-agent tool that turns research papers into cited commercialization and tech-transfer assessments: TRL, patent landscape, market and risks. CrewAI + FastAPI, with a reproducible benchmark.Gained in 30 d +368 Score 17.6 Total 806
- 58roandejager/Hillock Local, gradient-free neuro-symbolic memory engine combining Hyperdimensional Computing (HDC/VSA), Hebbian plasticity, and graph triples for offline AI.Gained in 30 d +187 Score 17.4 Total 302
- 59ashishsinha1602/schemagate Text-to-SQL access control: schema selection that gives the LLM only the tables the caller is allowed to read. Row-level-security-aware table pruning for LangChain, MCP and any SQL agent. Postgres, Oracle, MySQL, SQL Server. 75% fewer prompt tokens.Gained in 30 d +172 Score 17.2 Total 179
- 60TencentCloud/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 30 d +2.8k Score 17.0 Total 30.3k
- 61rollroyces/py-idp AI-enabled Intelligent Document Processing for Python: 12+ LLM backends, Pydantic schemas, self-hosted OCR (Nanonets-OCR2-3B), auto-schema discovery, HITL review, prod FastAPI server. AGPL-3.0 + commercial.Gained in 30 d +182 Score 17.0 Total 297
- 62BlueRingsLabs/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 30 d +168 Score 16.8 Total 168
- 63justxor/deepseek-local-guide-ru 🐋 Полный гайд на русском: как установить и запустить DeepSeek локально (V4, R1) на ПК, Mac и сервере — Ollama, llama.cpp, LM Studio, vLLM, Open WebUI, API, RAG, агенты, fine-tuning, лучшие фишкиGained in 30 d +168 Score 16.8 Total 169
- 64headroomlabs-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 30 d +4.6k Score 16.8 Total 78.6k
- 65GroundedCoreAI/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 30 d +166 Score 16.6 Total 166
- 66Luciole-Studio/Misaka-Agent A multi-agent research system for the humanities and social sciences.Gained in 30 d +159 Score 15.9 Total 241
- 67FuRongJun-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 30 d +269 Score 15.4 Total 574
- 68datawhalechina/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 30 d +4.4k Score 15.3 Total 85.8k
- 69agent-for-dummys/Agent-For-Dummies Agent/RAG/AI应用:Agent零基础入门学习笔记➕编程平台Gained in 30 d +151 Score 15.1 Total 156
- 70410979729/scope-recall-hermes Local long-term memory for Hermes, Codex, Claude Code, WorkBuddy and dsh agents: one SQLite store, source-backed recall, and tools to inspect, correct or delete what is remembered.Gained in 30 d +246 Score 14.8 Total 521
- 71youngyangyang04/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 30 d +472 Score 14.4 Total 1.5k
- 72Usmansayed/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 30 d +142 Score 14.2 Total 145
- 73patchy631/ai-engineering-hub In-depth tutorials on LLMs, RAGs and real-world AI agent applications.Gained in 30 d +2.7k Score 13.9 Total 40.9k
- 74liliang-cn/cortexdb Local-first AI agent memory with a knowledge graph, ontology constraints, and traceable reasoning—all in one SQLite file.Gained in 30 d +215 Score 13.3 Total 475
- 75chunxiaoxx/nautilus-compass Open memory & reliability layer for AI agents + independent judging/verification (NACRE judge, caliber-bench meta-benchmark, preregistered criteria) — by Nautilus PlatformGained in 30 d +387 Score 13.1 Total 1.3k
- 76gh9ko8y/graphmemory Bitemporal AI memory system: six-variable decay, time-graded recall, TTL expiry, dedupe, competitive retrieval (Neo4j + PostgreSQL + Redis)Gained in 30 d +130 Score 13.0 Total 130
- 77WenyuChiou/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 30 d +1.1k Score 12.8 Total 8.4k
- 78electricsheephq/lcm-x LCM-X — Lossless Context Memory eXtensionGained in 30 d +128 Score 12.8 Total 142
- 79alex09x/kyb Git-backed shared memory for AI agent fleets: searchable knowledge base, incident and task tracking, every write versioned and attributed. CLI, HTTP API and MCP server.Gained in 30 d +126 Score 12.6 Total 127
- 80salikhussain71-code/PAKGOV-RAG-project Research project on bilingual Urdu-English retrieval-augmented generation for Pakistani government and legal documents, with OCR, hybrid retrieval, citation grounding, and evaluation.Gained in 30 d +126 Score 12.6 Total 129
- 81adongwanai/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 30 d +1.3k Score 12.4 Total 11.6k
- 82volcengine/OpenViking Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.Gained in 30 d +2.4k Score 12.0 Total 41.4k
- 83repowise-dev/repowise Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.Gained in 30 d +1k Score 11.9 Total 8.1k
- 84liliu-z/stashbase An open-source, local-first writing workspace where you can write with Claude Code and Codex, drawing on your own sources and past work.Gained in 30 d +348 Score 11.7 Total 1.2k
- 85chrisryugj/kordoc 모두 파싱해버리겠다 — HWP·HWPX·PDF·Office 문서를 Markdown으로. 양식 자동 채우기와 신구대조를 갖춘 CLI·MCP 서버 | Convert Korean documents (HWP, HWPX, PDF, Office) to Markdown — CLI and MCP server with form filling and diffGained in 30 d +564 Score 11.7 Total 2.9k
- 86handbook-academy/engineering-handbook Open-source High-Level System Design, DSA, and AI Engineering handbooks. CC BY-SA 4.0, Free Forever.Gained in 30 d +281 Score 11.6 Total 865
- 87ombharatiya/ai-system-design-guide AI system design guide for engineers building production AI systems and evals.Gained in 30 d +681 Score 11.6 Total 4.1k
- 88bgts-ai-org/bgts-context-engine Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.Gained in 30 d +114 Score 11.4 Total 174
- 89chatvia/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 30 d +112 Score 11.2 Total 112
- 90EternalNight996/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 30 d +111 Score 11.1 Total 122
Emerging in RAG & AI memory Past weeks: Oct 26Oct 19