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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

147

工具排名

按实测增长排序，并在不同来源间归一化。 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

    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

    93 043GitHub 星标+717 (+0.78 %)
  2. 2

    智能体
    活跃

    Ruby's capable AI runtime

    Ruby许可证: MIT
    • a2a
    • a2a-client
    • agent
    • agent2agent
    • agents

    github实测增长打开来源 ↗

    138GitHub 星标+1 (+0.73 %)
  3. 3

    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 602GitHub 星标+387 (+0.60 %)
  4. 4

    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 937GitHub 星标+518 (+0.58 %)
  5. 5

    其他
    活跃

    Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…

    TypeScript许可证: MIT
    • ci
    • ci-cd
    • cicd
    • evaluation
    • evaluation-framework

    github实测增长打开来源 ↗

    24 768GitHub 星标+142 (+0.58 %)
  6. 6

    其他
    活跃

    Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.

    TypeScript许可证: Apache-2.0
    • a2a
    • agent
    • agent-os
    • agent-sandbox
    • agentic

    github实测增长打开来源 ↗

    877GitHub 星标+4 (+0.46 %)
  7. 7

    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+62 (+0.40 %)
  8. 8

    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 749GitHub 星标+584 (+0.39 %)
  9. 9

    技能
    活跃

    Hivemind turns your traces into reusable skills across agents

    TypeScript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 activeloopai/hivemind

    1 593GitHub 星标+6 (+0.38 %)
  10. 10

    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 271GitHub 星标+567 (+0.37 %)
  11. 11

    MCP
    活跃

    MCP server for local codebase indexing, semantic search, and code dependency graphs.

    ↓ 1 242 下载/周TypeScript许可证: AGPL-3.0

      mcp实测增长打开来源 ↗

      安装 claude mcp add socraticode -- npx socraticode

      3 275GitHub 星标+12 (+0.37 %)
    • 12

      MCP
      活跃

      Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

      ↓ 85 下载/周Rust许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add shodh-memory -- npx @shodh/memory-mcp

        276GitHub 星标+1 (+0.36 %)
      • 13

        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+105 (+0.35 %)
      • 14

        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 347GitHub 星标+116 (+0.34 %)
      • 15

        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 898GitHub 星标+99 (+0.31 %)
      • 16

        智能体
        活跃

        Incremental engine for long horizon agents 🌟 Star if you like it!

        Rust许可证: Apache-2.0
        • agentic-data-framework
        • ai
        • ai-agents
        • change-data-capture
        • codebase-intelligence

        github实测增长打开来源 ↗

        11 453GitHub 星标+32 (+0.28 %)
      • 17

        技能
        休眠

        小遥搜索，听懂你的话、看懂你的图，用AI找到本地任何文件。让搜索像聊天一样简单。XiaoyaoSearch: Understands your words, reads your images, finds any local file with AI. Making search as easy as chatting.

        Python
        • agent-skills
        • ai-search
        • document-search
        • file-search
        • local-search

        github实测增长打开来源 ↗

        安装 git clone https://github.com/dtsola/xiaoyaosearch ~/.claude/skills/xiaoyaosearch

        1 085GitHub 星标+3 (+0.28 %)
      • 18

        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+178 (+0.27 %)
      • 19

        MCP
        活跃

        Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

        Java许可证: Apache-2.0
        • a2a
        • ai-agents
        • ai-orchestration
        • chatbot
        • conversation-memory

        github实测增长打开来源 ↗

        372GitHub 星标+1 (+0.27 %)
      • 20

        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 536GitHub 星标+378 (+0.26 %)
      • 21

        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+58 (+0.26 %)
      • 22

        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 %)
      • 23

        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 763GitHub 星标+260 (+0.24 %)
      • 24

        其他
        活跃

        Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

        Go许可证: Apache-2.0
        • anns
        • cloud-native
        • diskann
        • distributed
        • embedding-database

        github实测增长打开来源 ↗

        45 938GitHub 星标+100 (+0.22 %)

      学习与参考资源

      按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

      1. 1

        azure-openai-llm-notes

        技能
        活跃打开来源 ↗

        A curated collection of resources for 🌌 Azure OpenAI, 🦙 LLMs (+RAG, Agents). Monthly Updates.

        Python
        • agent
        • agent-framework
        • agent-skills
        • ai-engineering
        • ai-tools
        github

        安装 git clone https://github.com/kimtth/azure-openai-llm-notes ~/.claude/skills/azure-openai-llm-notes

        资源实测增长
        410GitHub 星标+1 (+0.24 %)