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RAG 与搜索

检索增强、向量数据库、嵌入和语义搜索。

用途

活跃度

排序方式

136

工具排名

Ranked by normalized popularity across sources. 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    智能体
    活跃

    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

    Python许可证: Apache-2.0
    • agentic-memory
    • agentic-memory-system
    • agents
    • ai
    • ai-agents

    github实测增长打开来源 ↗

    64 545GitHub 星标+406 (+0.63 %)
  2. 2

    其他
    活跃

    The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.

    TypeScript许可证: Apache-2.0
    • ai
    • alternative
    • auth
    • database
    • deno

    github实测增长打开来源 ↗

    108 706GitHub 星标+263 (+0.24 %)
  3. 3

    其他
    活跃

    Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

    TypeScript
    • agent
    • agentic-ai
    • agentic-framework
    • agentic-workflow
    • ai

    github实测增长打开来源 ↗

    154 149GitHub 星标+540 (+0.35 %)
  4. 4

    其他
    活跃

    Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

    Rust许可证: Apache-2.0
    • ai-search
    • ai-search-engine
    • embeddings-similarity
    • hnsw
    • hybrid-search

    github实测增长打开来源 ↗

    34 327GitHub 星标+116 (+0.34 %)
  5. 5

    智能体
    活跃

    The agent engineering platform.

    Python许可证: MIT
    • agents
    • ai
    • ai-agents
    • anthropic
    • chatgpt

    github实测增长打开来源 ↗

    145 465GitHub 星标+379 (+0.26 %)
  6. 6

    MCP
    活跃

    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.

    Python许可证: Apache-2.0
    • agent
    • ai
    • anthropic
    • claude-code
    • compression

    github实测增长打开来源 ↗

    68 350GitHub 星标+630 (+0.93 %)
  7. 7

    应用
    活跃

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

    Python
    • ai
    • llm
    • llm-ui
    • llm-webui
    • llms

    github实测增长打开来源 ↗

    150 645GitHub 星标+593 (+0.40 %)
  8. 8

    其他
    活跃

    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

    TypeScript许可证: Apache-2.0
    • agent-workflow
    • agentic-workflow
    • agents
    • ai
    • aiagents

    github实测增长打开来源 ↗

    29 510GitHub 星标+36 (+0.12 %)
  9. 9

    智能体
    活跃

    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex…

    TypeScript
    • agent
    • claude
    • deepseek
    • llm
    • mcp

    github实测增长打开来源 ↗

    29 537GitHub 星标+58 (+0.20 %)
  10. 10

    应用
    活跃

    Open Source AI Platform - AI Chat with advanced features that works with every LLM

    Python
    • ai
    • ai-chat
    • chatgpt
    • chatui
    • enterprise-search

    github实测增长打开来源 ↗

    31 885GitHub 星标+105 (+0.33 %)
  11. 11

    其他
    活跃

    The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

    TypeScript许可证: Apache-2.0
    • applicant-tracking-system
    • ats
    • hacktoberfest
    • machine-learning
    • natural-language-processing

    github实测增长打开来源 ↗

    28 302GitHub 星标+8 (+0.03 %)
  12. 12

    智能体
    活跃

    BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level…

    Python许可证: Apache-2.0
    • agent
    • ai
    • chatbot
    • enterprise
    • finetune

    github实测增长打开来源 ↗

    11 920GitHub 星标+8 (+0.07 %)
  13. 13

    技能
    活跃

    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,…

    JavaScript许可证: Apache-2.0
    • ai
    • ai-agents
    • ai-memory
    • anthropic
    • artificial-intelligence

    github实测增长打开来源 ↗

    安装 /plugin marketplace add thedotmack/claude-mem

    92 932GitHub 星标+965 (+1.0 %)
  14. 14

    技能
    活跃

    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.

    Python许可证: Apache-2.0
    • ai-agents
    • antigravity
    • ast
    • claude-code
    • code-analysis

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Graphify-Labs/graphify ~/.claude/skills/graphify

    113 548GitHub 星标+2 425 (+2.2 %)
  15. 15

    智能体
    活跃

    RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

    Go许可证: Apache-2.0
    • agent-harness
    • agentic-ai
    • agentic-retrieval
    • agentic-search
    • ai

    github实测增长打开来源 ↗

    89 855GitHub 星标+518 (+0.58 %)
  16. 16

    库
    未知最近提交：暂无数据

    Typescript bindings for langchain

    • llm
    • ai
    • gpt3
    • chain
    • prompt

    npm实测增长打开来源 ↗

    安装 npm install langchain

    1 972 5507 天下载量+62 399 (+3.3 %)
  17. 17

    模型
    活跃

    21 Lessons, Get Started Building with Generative AI

    Jupyter Notebook许可证: MIT
    • ai
    • azure
    • chatgpt
    • dall-e
    • generative-ai

    github实测增长打开来源 ↗

    118 967GitHub 星标+298 (+0.25 %)
  18. 18

    智能体
    活跃

    Vane is an AI-powered answering engine.

    TypeScript许可证: MIT
    • ai-agents
    • ai-search-engine
    • answering-engine
    • artificial-intelligence
    • llm

    github估算动量打开来源 ↗

    36 578GitHub 星标—
  19. 19

    其他
    活跃

    Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

    JavaScript许可证: MIT
    • agent-computer
    • agent-harness
    • agent-orchestration
    • agentic-ai
    • ai-agents

    github实测增长打开来源 ↗

    65 486GitHub 星标+225 (+0.34 %)
  20. 20

    其他
    活跃

    【低代码v2.0，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项目 90% 重复工作，提高效率又不失灵活。

    Java许可证: Apache-2.0
    • activiti
    • agent
    • ai
    • antd
    • claude-code

    github实测增长打开来源 ↗

    47 595GitHub 星标+110 (+0.23 %)
  21. 21

    技能
    活跃

    Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai
    • ai-agents
    • ai-memory

    github实测增长打开来源 ↗

    安装 git clone https://github.com/topoteretes/cognee ~/.claude/skills/cognee

    30 405GitHub 星标+123 (+0.41 %)
  22. 22

    技能
    活跃

    Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • book-to-skill
    • context-engineering
    • document-processing

    github实测增长打开来源 ↗

    安装 git clone https://github.com/virgiliojr94/book-to-skill ~/.claude/skills/book-to-skill

    27 824GitHub 星标+1 906 (+7.4 %)
  23. 23

    MCP
    活跃

    🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

    Python许可证: GPL-3.0
    • agent
    • agentic-ai
    • chatbot
    • deepseek-r1
    • knowledgebase

    github实测增长打开来源 ↗

    22 693GitHub 星标+76 (+0.34 %)
  24. 24

    技能
    活跃

    A lightweight, lightning-fast, in-process vector database

    C++许可证: Apache-2.0
    • agent-skills
    • db
    • embedded
    • faiss
    • fts

    github实测增长打开来源 ↗

    安装 git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec

    15 591GitHub 星标+72 (+0.46 %)

学习与参考资源

Ranked by normalized popularity across sources. 这些资源可单独访问，不参与主要排名。

  1. 1

    awesome-llm-apps

    技能
    活跃打开来源 ↗

    100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

    Python许可证: Apache-2.0
    • agents
    • llms
    • python
    • rag
    github

    安装 git clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps

    资源实测增长
    135 653GitHub 星标+1 033 (+0.77 %)