9.3k repos tracked
updated 2d ago
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RAG

Retrieval-augmented generation: pipelines, vector stores, embeddings.

Trending New Most starred 707 repositories · topics: rag, retrieval-augmented-generation, vector-database, embeddings, semantic-search
  1. 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。
    Java created 11mo ago pushed 10mo ago aiai-agentscassandra-database
    flat
    measured
    ★ 211
    7
  2. 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
    Python created 6mo ago pushed 19d ago agent-memoryai-agentclaude-code
    +1.0/wk
    measured
    ★ 209
    21
  3. 553
    Persistent memory extension for pi with daily logs, scratchpad, and optional qmd‑powered semantic search.
    TypeScript created 8mo ago pushed 48d ago llm-memoryllm-toolspi
    +1.1/day
    measured
    ★ 209
    32
  4. 554
    RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning
    Python created 3mo ago pushed 8d ago agentembeddingfastapi
    flat
    measured
    ★ 208
    21
  5. 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.
    JavaScript created 2mo ago pushed 2d ago agent-memoryagent-memory-systemagentic-ai
    +1.4/day
    measured
    ★ 208
    29
  6. 556
    Documentation 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.
    Python created 8mo ago pushed 3d ago claudeclaude-codecodex
    flat
    measured
    ★ 207
    22
  7. 557
    Your coding agent starts every session blank. Rekal is the memory your team is missing
    Go created 8mo ago pushed 59d ago agent-memoryai-codingclaude-code
    +1.0/wk
    measured
    ★ 206
    18
  8. 558
    Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
    Python created 9mo ago pushed 13d ago agent-memoryai-agentsai-memory
    +2.0/wk
    measured
    ★ 206
    38
  9. 559
    Open-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.
    Python created 12mo ago pushed 6mo ago agentsai-agentsai-infrastructure
    —
    stale
    ★ 205
    7
  10. 560
    Agentic memory infra for AI agents
    Python created 3mo ago pushed 2mo ago agent-memoryagent-memory-systemai-agents
    flat
    measured
    ★ 202
    15
  11. 561
    Fold look-alike CJK glyphs (Kangxi radicals, CJK radical supplements) so text extracted from PDFs matches again.
    Python created 26d ago pushed 24d ago chinesecjknfkc
    +1.9/day
    measured
    ★ 201
    29
  12. 562
    Not 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.
    Python created 45d ago pushed 39d ago graph-databaseknowledge-graphknowledge-graphs
    flat
    measured
    ★ 199
    19
  13. 563
    Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. MIT.
    Go created 10mo ago pushed 38d ago ai-agentsanthropiccompression
    +2.0/wk
    measured
    ★ 199
    36
  14. 564
    Open-source, real-time collaborative AI canvas - notes, mini-apps, and agents on one infinite board.
    TypeScript created 7mo ago pushed 3d ago ai-agentcanvasfastapi
    +5.0/wk
    measured
    ★ 197
    26
  15. 565
    Open-source toolkit for reliable RAG pipelines: convert PDFs to Markdown, clean documents, inspect chunks, compare chunking strategies, and enrich metadata for LLM applications.
    Python created 8mo ago pushed 21d ago chonkiechunk-validationchunking
    +2.0/wk
    measured
    ★ 194
    22
  16. 566
    Open-source, self-hosted, extensible Agent platform built around ReAct and Harness engineering, with AI customer support as its first complete reference application.
    Python created 46d ago pushed 4d ago ai-agentcustomer-servicecustomer-support
    +9.6/day
    measured
    ★ 191
    45
  17. 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
    Python created 5mo ago pushed 2mo ago aichinesefastapi
    +2.0/wk
    measured
    ★ 190
    21
  18. 568
    A 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.
    Rust created 7mo ago pushed 4d ago agentagent-memoryai-agents
    +1.0/day
    measured
    ★ 188
    42
  19. 569
    AI sovereignty for the world's most trusted runtime.
    Java created 8mo ago pushed 11d ago aiasrcuda
    +4.0/wk
    measured
    ★ 187
    25
  20. 570
    AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layer
    created 17d ago pushed 17d ago agentsaiai-engineering
    +1.3/day
    measured
    ★ 187
    27
  21. 571
    A complete collection of RAG interview questions, answers (1619 questions & 52 RAG types), system design scenarios, architecture patterns, and production-ready concepts.
    JavaScript created 5mo ago pushed 6d ago agentic-ragaideep-learning
    +1.0/wk
    measured
    ★ 183
    22
  22. 572
    LLM 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.
    TypeScript created 53d ago pushed 24d ago agent-memoryagentsllm
    −2.0/wk
    measured
    ★ 182
    20
  23. 573
    All Jina AI APIs as Unix CLI commands. Search, read, embed, rerank - with pipes.
    Python created 8mo ago pushed 3mo ago agentaicli
    +1.0/wk
    measured
    ★ 182
    15
  24. 574
    AI Engineering Specially Topics- Agentic AI & GenAI Explanation
    created 10mo ago pushed 2mo ago agentic-aiai-agentsastradb
    +1.0/day
    measured
    ★ 180
    22
  25. 575
    Cognitive 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.
    Rust created 7mo ago pushed 10d ago agent-memoryai-agentsanthropic
    +2.0/wk
    measured
    ★ 179
    38
  26. 576
    Open-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.
    TypeScript created 2mo ago pushed 24d ago arxivarxiv-apicitation
    —
    stale
    ★ 175
    20
  27. 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
    Shell created 22d ago pushed 21d ago ai-agentsdeepseekdeepseek-r1
    +2.3/day
    measured
    ★ 175
    30
  28. 578
    Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.
    Rust created 7mo ago pushed 5mo ago ai-agentsknowledge-graphlocal-first
    +2.0/wk
    measured
    ★ 174
    25
  29. 579
    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.
    Python created 2mo ago pushed 3d ago access-controlai-agentsdata-engineering
    −5.0/wk
    measured
    ★ 174
    21
  30. 580
    Agentic Voice Notes for iPhone and macOS - Rust, Dioxus, LanceDB + RIG + SQLite
    Rust created 6mo ago pushed 4d ago agentic-aiai-agentcollaborative-tools
    flat
    measured
    ★ 173
    21
  31. 581
    Deploy 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.
    Shell created 6mo ago pushed 6d ago aiai-stackcuda
    +1.0/wk
    measured
    ★ 173
    22
  32. 582
    Selene 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.
    TypeScript created 10mo ago pushed 3d ago agentantigravitycodebase-indexing
    +1.0/wk
    measured
    ★ 173
    23
  33. 583
    Spotlight-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.
    Rust created 2mo ago pushed 8d ago bookmarkscross-platformdesktop-app
    +1.0/wk
    measured
    ★ 173
    22
  34. 584
    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.
    Python created 42d ago pushed 10d ago ai-engineeringcoursedata-engineering
    +5.0/day
    measured
    ★ 172
    36
  35. 585
    One line code to get any remote sensing foundation model embeddings for any place and any time
    Python created 9mo ago pushed 6d ago earth-observationembeddingsgeospatial
    +5.0/wk
    measured
    ★ 169
    38
  36. 586
    A Large-Scale Knowledge Graph for Automated Scientific Research
    Python created 6mo ago pushed 16d ago agentai-agentai-for-science
    +3.0/wk
    measured
    ★ 168
    29
  37. 587
    [ICLR 2026] Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in LLMs
    Python created 12mo ago pushed 2mo ago beambeam-benchmarkbenchmark-long-context
    —
    stale
    ★ 167
    16
  38. 588
    Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants
    Python created 10mo ago pushed 4mo ago antigravityazure-devopsclaude
    flat
    measured
    ★ 166
    11
  39. 589
    Open-source video processing core and CLI. Search and annotate local videos with your own model endpoints.
    Rust created 8mo ago pushed 17d ago ai-agentai-agentscli
    flat
    measured
    ★ 166
    20
  40. 590
    MCP 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.
    Python created 9mo ago pushed 5d ago agentic-ragaicjk
    +4.0/wk
    measured
    ★ 166
    25
  41. 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
    Kotlin created 49d ago pushed 5d ago ai-chatai-clientandroid
    +2.7/day
    measured
    ★ 165
    33
  42. 592
    Reduce logs to their semantic anomalies
    Python created 11mo ago pushed 3mo ago anomaly-detectioncontext-engineeringdevops
    +2.0/wk
    measured
    ★ 165
    30
  43. 593
    VectorRAG.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.
    C# created 9mo ago pushed 2mo ago ann-searchapproximate-nearest-neighborartificial-intelligence
    flat
    measured
    ★ 164
    15
  44. 594
    Long-document search with Jev and PageIndex
    Python created 38d ago pushed 35d ago ragsearch
    +3.0/wk
    measured
    ★ 163
    22
  45. 595
    Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.
    Python created 2mo ago pushed 20d ago ai-agentsapache-ageast
    —
    stale
    ★ 162
    20
  46. 596
    Memory 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.
    TypeScript created 9mo ago pushed 4d ago agent-memoryagentic-aiai
    −1.0/wk
    measured
    ★ 162
    21
  47. 597
    Find, 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.
    TypeScript created 7mo ago pushed 8d ago bgechinese-nlpchinese-search
    +2.0/wk
    measured
    ★ 162
    27
  48. 598
    Open-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.
    Python created 8mo ago pushed 3d ago active-memoryagent-memoryai-agents
    flat
    measured
    ★ 159
    21
  49. 599
    A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.
    Python created 6mo ago pushed 3mo ago agentagent-memoryclaude-code
    flat
    measured
    ★ 158
    13
  50. 600
    Agent/RAG/AI应用:Agent零基础入门学习笔记➕编程平台
    Python created 50d ago pushed 17d ago agentbeginner-friendlychinese
    —
    stale
    ★ 156
    20
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