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RAG
Retrieval-augmented generation: pipelines, vector stores, embeddings.
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707 repositories ·
topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
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551基于 AI 的个人成长轨迹分析系统,通过记录生活、回顾历史、分析模式帮助用户更好地理解自己,实现持续成长。包含智能路由、RAG 检索、自主任务智能体等功能。flatmeasured★ 2117
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552🧠 Production-grade memory sidecar for AI agents — gbrain + Hindsight + 3-tier recall. Agent-agnostic, battle-tested. | 生产级外挂记忆系统,兼容Hermes/Claude/Cursor等任意AI智能体+1.0/wkmeasured★ 20921
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553Persistent memory extension for pi with daily logs, scratchpad, and optional qmd‑powered semantic search.+1.1/daymeasured★ 20932
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554RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoningflatmeasured★ 20821
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555🧠 The memory that dreams — cross-session memory for DeepSeek Harness. Local SQLite + Markdown mirrors, autoDream consolidation, 4-way recall (keyword/vector/BM25/entity), and a memory panel. 10 model tools, MCP server, CLI.+1.4/daymeasured★ 20829
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556Documentation retrieval for AI agents: fetch the section you need, not the whole doc. Markdown, RST, AsciiDoc, Jupyter, HTML, OpenAPI and more. Runs locally, works with Claude Code and any MCP client. Free for non-commercial use; commercial use needs a one-time license.flatmeasured★ 20722
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557Your coding agent starts every session blank. Rekal is the memory your team is missing+1.0/wkmeasured★ 20618
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558Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.+2.0/wkmeasured★ 20638
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559Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel, and MCP. 3,330+ conformance tests. One protocol. Any framework. Any provider.—stale★ 2057
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560Agentic memory infra for AI agentsflatmeasured★ 20215
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561Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.+1.9/daymeasured★ 20129
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562Not another ChatGPT wrapper. This is a local-first tool that turns your notes, web pages, PDFs and audio/video into a personal knowledge graph — running entirely on your own machine.flatmeasured★ 19919
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563Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. MIT.+2.0/wkmeasured★ 19936
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564Open-source, real-time collaborative AI canvas - notes, mini-apps, and agents on one infinite board.+5.0/wkmeasured★ 19726
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565Open-source toolkit for reliable RAG pipelines: convert PDFs to Markdown, clean documents, inspect chunks, compare chunking strategies, and enrich metadata for LLM applications.+2.0/wkmeasured★ 19422
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566Open-source, self-hosted, extensible Agent platform built around ReAct and Harness engineering, with AI customer support as its first complete reference application.+9.6/daymeasured★ 19145
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567中文互联网内容的个人 AI 稍后读 + 知识库 · Read-later + AI knowledge base for the Chinese internet+2.0/wkmeasured★ 19021
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568A lightweight embedded database engine that natively fuses vector search, graph, and document-oriented metadata within a single storage kernel — ready to use the moment data is written.+1.0/daymeasured★ 18842
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569AI sovereignty for the world's most trusted runtime.+4.0/wkmeasured★ 18725
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570AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layer+1.3/daymeasured★ 18727
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571A complete collection of RAG interview questions, answers (1619 questions & 52 RAG types), system design scenarios, architecture patterns, and production-ready concepts.+1.0/wkmeasured★ 18322
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572LLM agent 的有界自纠错长期记忆层:把连续、含矛盾的项目交互日志蒸馏成有界、可自更新的记忆库。Bounded, self-correcting long-term memory for LLM agents — candidate pool + value dynamics + tension adjudication + causal-replay evals.−2.0/wkmeasured★ 18220
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573All Jina AI APIs as Unix CLI commands. Search, read, embed, rerank - with pipes.+1.0/wkmeasured★ 18215
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574AI Engineering Specially Topics- Agentic AI & GenAI Explanation+1.0/daymeasured★ 18022
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575Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, Apache-2.0, ships as library / MCP server / HTTP cluster.+2.0/wkmeasured★ 17938
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576Open-source research workspace: search academic papers, upload PDFs, inline citations with on-PDF highlights, reader-mode Q&A, and get citation export in four formats.—stale★ 17520
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577🐋 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 фишки+2.3/daymeasured★ 17530
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578Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.+2.0/wkmeasured★ 17425
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579Text-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.−5.0/wkmeasured★ 17421
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580Agentic Voice Notes for iPhone and macOS - Rust, Dioxus, LanceDB + RIG + SQLiteflatmeasured★ 17321
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581Deploy a self-hosted AI stack with Docker Compose: local LLMs, chat, document parsing, embeddings, transcription, text-to-speech and MCP tools. Powered by Ollama, LiteLLM, AnythingLLM and more. Local-first with auto-configured authentication, lightweight stacks, optional HTTPS and NVIDIA GPU support. MIT licensed. Multi-arch: amd64, arm64.+1.0/wkmeasured★ 17322
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582Selene is a desktop app that runs AI agents on your machine. Connect them to your WhatsApp, Telegram, Slack, or Discord. Write code, generate images, build personal assistants. All from one place. Your data stays on your device.+1.0/wkmeasured★ 17323
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583Spotlight-style local search for everything you saved and forgot: GitHub stars, local files, images, and bookmarks. Privacy-first, no full-disk scanning, fully on-device.+1.0/wkmeasured★ 17322
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584Free 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.+5.0/daymeasured★ 17236
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585One line code to get any remote sensing foundation model embeddings for any place and any time+5.0/wkmeasured★ 16938
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586A Large-Scale Knowledge Graph for Automated Scientific Research+3.0/wkmeasured★ 16829
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587[ICLR 2026] Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in LLMs—stale★ 16716
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588Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistantsflatmeasured★ 16611
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589Open-source video processing core and CLI. Search and annotate local videos with your own model endpoints.flatmeasured★ 16620
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590MCP server that lets Claude Code and other AI agents read and search large PDFs, one file or a whole folder: agentic RAG with hybrid semantic + keyword search, selective page reads, tables, images, OCR, chart data, and multi-column/CJK layouts.+4.0/wkmeasured★ 16625
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591安卓AI聊天端:开箱即聊,无损导入酒馆卡,缓存强省用量,Jev 决策,专属RP模式,防空回,主动信息,前端卡支持,高定制主题,QQbot,AI群聊,插件系统,强兼容中转站。手机移动端原生支持,求 Star 收藏⭐Android AI Chatbox: lossless SillyTavern card import, aggressive cache optimization, Jev decisions, multi-dimensional memory, anti-blank-reply, proactive messages, AI group chat, SillyTavern themes, plugin system, Native mobile.RikkaHub+2.7/daymeasured★ 16533
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592Reduce logs to their semantic anomalies+2.0/wkmeasured★ 16530
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593VectorRAG.Net is a .NET-native high-performance vector database library for semantic search and RAG (Retrieval-Augmented Generation). Core search is based on Random Hyperplane LSH candidate generation with exact rerank by dot/cosine.flatmeasured★ 16415
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594Long-document search with Jev and PageIndex+3.0/wkmeasured★ 16322
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595Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.—stale★ 16220
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596Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than RAG. Finds what RAG misses. Zero cloud, zero cost.−1.0/wkmeasured★ 16221
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597Find, connect, rediscover your notes — a local-first second brain for Obsidian. Semantic search with strong Chinese/CJK, relation graphs and semantic paths for connections you never drew, Hot/Cold rediscovery of forgotten notes. Desktop builds the index; phones and tablets search it. No API keys.+2.0/wkmeasured★ 16227
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598Open-source cognitive coprocessor with active memory for AI agents — persistent recall, semantic search, overnight dreaming, verified facts, encrypted USB sync. MCP server; works with Claude, ChatGPT, and any local LLM. Built by one maker and his agents.flatmeasured★ 15921
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599A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.flatmeasured★ 15813
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600Agent/RAG/AI应用:Agent零基础入门学习笔记➕编程平台—stale★ 15620