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RAG & Retrieval

Retrieval-augmented generation: pipelines, embeddings and search layers that ground models in real data.

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NanoFlow-io/
engram

🧠 Hybrid long-term memory plugin for OpenClaw agents — SQLite+FTS5 for structured facts, LanceDB for semantic recall

1201TypeScript
hwdsl2/
self-hosted-ai-stack

Deploy a complete self-hosted AI stack with Docker Compose: Ollama, LiteLLM, AnythingLLM, Whisper, WhisperLive, Kokoro, Embeddings, Docling and MCP Gateway. Local-first, private by default, with lightweight stacks, optional HTTPS and NVIDIA CUDA acceleration. Multi-arch: amd64, arm64.

11823Shell
pengmoubuaixuexi/
TAgent

TAgent 是一个基于 Java 17、Spring Boot、Spring AI 和 DDD 分层构建的 AI Agent 工程实践项目。 它不是只封装一次模型调用,而是覆盖了一次 Agent 请求从接入、路由、运行时装配、规划执行、RAG、记忆、MCP 工具治理、人工审批、执行中干预,到 SSE 流式输出和全链路观测的完整过程。

1081Java
pouyahasanamreji/
continuum

Shared memory + orchestration for your coding agents — one MCP server, persistent vector memory, agent registry

10718TypeScript
yangyunice/
WorkMesh

Open-source AI-era employment platform connecting skills, jobs, enterprises, governance, and AI agents.

1066TypeScript
ctxr-dev/
llm-wiki-memory

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP server.

1060JavaScript
blackhaiyu-sudo/
specrag

面向 PRD、业务规则、SOP、流程文档和产品截图的证据型 RAG 知识库。

1040Python
YanpengQi7/
ai-reliability-copilot

Turn a production incident into a structured 9-section LLM response (severity, root cause, mitigation, postmortem). Ships with a 5-scenario regression suite + LLM-as-judge eval pipeline.

1040TypeScript
Asklear/
Klear-Team-Brain

Turn your team's AI coding sessions, GitHub code, and docs into one shared, searchable memory — a self-hosted git truth store you query right from your editor over MCP.

1012JavaScript
zilliztech/
mfs

A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.

10113Python
Kyros-494/
kyros-ai

Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3 lines of code. Three memory types (episodic, semantic, procedural) with built-in forgetting curves, cryptographic integrity, and automatic contradiction resolution. Model-agnostic REST API with Python and TypeScript SDKs.

1012Python
RapierCraftStudios/
ForgeDock

GitHub as a knowledge graph for AI agents. Autonomous dev pipeline for Claude Code - investigate, build, review, merge. Issue in, PR out.

1009JavaScript
raiyanyahya/
llmaker

Selfhost modern LLM stacks. Run the whole fleet from your terminal

976Go
didilili/
deepsearch-agents

🔎 深度研搜对话式多智能体 AI Agents,最适合系统学习 DeepAgents 的实战项目|AI Deep Research Agent 实战 · LangGraph + RAGFlow + Tavily + FastAPI + WebSocket 从0到工程化落地。前后端完整代码全栈可跑,Docker 环境一键部署,配套 ai-agents-from-zero 免费教程与章节代码分支。适合系统学习大模型应用、多智能体 Agent 和企业级 AI 工程落地

9733Python
Sibyl-Labs/
Sibyl-Memory

Durable, file-based long-term memory for AI agents. Five-package plugin family: SDK, CLI, MCP server, Hermes adapter, and a LangGraph BaseStore. No vector database, no embeddings.

936Python
mingchen666/
Reviva

Local-first AI learning workspace — ask, note, review and create around your own materials. Wiki KB, Agents, Skills, creation tools.AI 学习工作台,围绕你的资料完成问答、笔记、复习和创作输出。本地优先,多模型,Wiki 知识库,AI Agent,创作工具。

936HTML
Monet-AI-Editor/
Monet

Edit Videos and Design Images with Claude code or Codex

918TypeScript
oneal2000/
SR-Agents

SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

8911Python
FareedKhan-dev/
rag-zero-hallucinations

Handling 10M+ docs using RAG with zero hallucinatons

8330Jupyter Notebook
ather-techie/
rag-interview-system

A complete collection of RAG interview questions, answers (505 questions & 41 RAG types), system design scenarios, architecture patterns, and production-ready concepts.

8112Jupyter Notebook
MarcoPorcellato/
matryca-plumber

Local-first AI daemon for Logseq OG: background semantic indexing, link hygiene, and agent-ready CLI/MCP — edits Markdown on disk (no cloud, no Logseq API). Karpathy LLM-Wiki inspired.

8010Python
llmsresearch/
llm-flashcards

Visual knowledge bank for understanding large language models, with 180 concept cards from tokenization to deployment.

797MDX
Egoist-Machines/
LodeDB

World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated

797Python
guangshu100/
BidMaster-Pro

全流程 智能招投标 Agent:标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现 一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。 从招标公告到可交付 docx 文档,全流程 AI 自动化。

7922Python
Tubo2333/
obsidian-knowledge-brain

AI agent skill that remembers every technical decision & bug fix across sessions — and learns from them. v4.0, MIT. | 跨会话记忆的AI编程助手知识大脑

748Python
dnotitia/
akb

AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.

696Python
kuliantnt/
qq-maid-bot

通用女仆机器人本地版 Rust 服务

6715Rust
SantanderAI/
ralph-vault-skill

Skill to generate the knowledge vault for projects using the Ralph loop

6625Python
Bike4Mind/
bike4mind

The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: OpenAI, Anthropic, Google, xAI, or local via Ollama/vLLM. BSL 1.1, auto-converting to Apache-2.0 on a two-year clock. Your AI keeps running when theirs doesn't.

6015TypeScript
praneybehl/
llm-wiki-plugin

Andrej Karpathy's LLM Wiki pattern as a Claude Code plugin — turn accumulated sources into a self-maintaining, scalable markdown knowledge base.

6011TypeScript
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