工具说明为英文。

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

143

工具排名

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 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

    其他
    活跃

    Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for…

    Python许可证: Apache-2.0
    • agent-framework
    • agentic-ai
    • agentic-rag
    • agents
    • ai

    github实测增长打开来源 ↗

    26 400GitHub 星标+54 (+0.20 %)
  2. 2

    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 %)
  3. 3

    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 %)
  4. 4

    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 %)
  5. 5

    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 923GitHub 星标+3 (+0.03 %)
  6. 6

    其他
    活跃

    Graph-Native Infrastructure for Context and Accountable AI Systems

    Python许可证: MIT
    • agent-memory
    • ai
    • ai-governance
    • ai-infrastructure
    • artificial-intelligence

    github实测增长打开来源 ↗

    11 740GitHub 星标+678 (+6.1 %)
  7. 7

    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 %)
  8. 8

    其他
    活跃

    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

    Rust
    • ai
    • bigdata
    • cloud-native
    • database
    • elasticsearch

    github实测增长打开来源 ↗

    9 433GitHub 星标+9 (+0.10 %)
  9. 9

    MCP
    活跃

    Semantic search across Sui documentation and knowledge sources, powered by kapa.ai

    Rust许可证: Apache-2.0

      mcp实测增长打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://sui.mcp.kapa.ai

      7 740GitHub 星标+2 (+0.03 %)
    • 10

      MCP
      活跃

      A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

      Python许可证: MIT
      • agentic-ai
      • agentic-workflows
      • ai-agent
      • ai-agents
      • awesome-list

      github实测增长打开来源 ↗

      6 589GitHub 星标+144 (+2.2 %)
    • 11

      其他
      活跃

      High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

      Rust许可证: Apache-2.0
      • ai-engineering
      • ai-pipeline
      • arrow
      • artificial-intelligence
      • big-data

      github实测增长打开来源 ↗

      5 736GitHub 星标+5 (+0.09 %)
    • 12

      智能体
      活跃

      An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows.

      Python许可证: Apache-2.0
      • a2a
      • agentframework
      • agentic
      • agentic-ai
      • agentic-framework

      github实测增长打开来源 ↗

      4 950GitHub 星标-2 (-0.04 %)
    • 13

      其他
      活跃

      CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.

      Java许可证: Apache-2.0
      • analytics
      • big-data
      • cratedb
      • database
      • dbms

      github实测增长打开来源 ↗

      4 432GitHub 星标+3 (+0.07 %)
    • 14

      技能
      活跃

      Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your Obsidian vault. Stop re-explaining your projects, decisions and people every session. 45 commands: hybrid semantic search, self-rewriting notes,…

      Python许可证: MIT
      • agent-skills
      • ai-agents
      • ai-note-taking
      • ai-second-brain
      • anthropic

      github实测增长打开来源 ↗

      安装 git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain

      4 292GitHub 星标+66 (+1.6 %)
    • 15

      智能体
      活跃

      Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, Anthropic, or 9 more behind one SPI. Token streaming, tool calls, human approvals, and governance over WebSocket, SSE, gRPC, or WebTransport/HTTP3.…

      Java许可证: Apache-2.0
      • a2a
      • acp
      • agentic-ai
      • ai-agents
      • anthropic

      github实测增长打开来源 ↗

      3 804GitHub 星标+8 (+0.21 %)
    • 16

      智能体
      活跃

      AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).

      Python
      • ai
      • anthropic
      • claude
      • fastapi
      • llm

      github实测增长打开来源 ↗

      3 488GitHub 星标+1 925 (+123.2 %)
    • 17

      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 %)
      • 18

        库
        活跃

        LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.

        Java许可证: Apache-2.0
        • arrow
        • daft
        • datafusion
        • flink
        • gluten

        github实测增长打开来源 ↗

        3 249GitHub 星标+2 (+0.06 %)
      • 19

        技能
        活跃

        Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.

        Python许可证: Apache-2.0
        • agent-skills
        • agentic-ai
        • ai-agents
        • claude-code
        • codex

        github实测增长打开来源 ↗

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

        3 172GitHub 星标+53 (+1.7 %)
      • 20

        MCP
        活跃

        Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

        Python许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          安装 claude mcp add arxiv-mcp-server -- uvx arxiv-mcp-server

          3 091GitHub 星标+26 (+0.85 %)
        • 21

          技能
          活跃

          A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

          Python许可证: MIT
          • agent
          • agent-memory
          • ai-agents
          • claude-code
          • claude-code-plugin

          github实测增长打开来源 ↗

          安装 /plugin marketplace add zilliztech/memsearch

          2 546GitHub 星标+27 (+1.1 %)
        • 22

          应用
          活跃

          World's first open-source enterprise world model.

          Rust许可证: Apache-2.0
          • agent-memory
          • bitemporal
          • graphrag
          • knowledge-base
          • knowledge-graph

          github实测增长打开来源 ↗

          2 428GitHub 星标+1 596 (+191.8 %)
        • 23

          MCP
          活跃

          A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

          Go许可证: Apache-2.0
          • a2a
          • a2a-protocol
          • ag-ui
          • agent
          • agent-framework

          github实测增长打开来源 ↗

          1 759GitHub 星标+18 (+1.0 %)
        • 24

          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 %)
        • 25

          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 %)