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

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

    智能体
    休眠

    Agent registration, discovery, and reliable async messaging — in one broker.

    Python
    • a2a
    • a2a-protocol
    • a2discovery
    • agent
    • agent-communication

    github实测增长打开来源 ↗

    18GitHub 星标+1 (+5.9 %)
  2. 2

    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+7 (+0.44 %)
  3. 3

    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 %)
  4. 4

    MCP
    活跃

    Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

    ↓ 107 下载/周TypeScript许可证: NOASSERTION

      mcp实测增长打开来源 ↗

      安装 claude mcp add codeseeker -- npx codeseeker

      19GitHub 星标+1 (+5.6 %)
    • 5

      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 %)
    • 6

      技能
      活跃

      Personal knowledge vault plugin for Claude Code — session recording, memory distillation, and hybrid semantic + BM25 retrieval.

      Python许可证: Apache-2.0
      • agent-memory
      • bm25
      • chromadb
      • claude-code
      • claude-code-plugin

      github实测增长打开来源 ↗

      安装 /plugin marketplace add XBlueSky/cortexes

      20GitHub 星标+1 (+5.3 %)
    • 7

      MCP
      活跃

      Universal MCP Server with advanced AI memory capabilities and semantic search.

      ↓ 913 下载/周Python许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add marm-mcp-server -- uvx marm-mcp-server

        339GitHub 星标+4 (+1.2 %)
      • 8

        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 %)
      • 9

        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 %)
      • 10

        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+5 (+0.57 %)
      • 11

        智能体
        活跃

        Data-Agent：从 0 到 1 构建 Text2SQL 智能体实战教程，覆盖 StateGraph 编排、双重 RAG、关系图谱、HITL 人工确认、SQL 自动纠错、Python Docker 沙盒执行与 A2A + SSE 流式交互。

        Kotlin
        • a2a
        • ai-agent
        • human-in-the-loop
        • rag
        • stategraph

        github实测增长打开来源 ↗

        100GitHub 星标+2 (+2.0 %)
      • 12

        MCP
        活跃

        MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration

        TypeScript许可证: MIT
        • ai-agents
        • claude
        • claude-ai
        • claude-code
        • claude-code-plugin

        github实测增长打开来源 ↗

        102GitHub 星标+2 (+2.0 %)
      • 13

        MCP
        活跃

        The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inference.

        Rust
        • a2a
        • a2ui
        • ag-ui
        • agent-orchestration
        • agent-os

        github实测增长打开来源 ↗

        30GitHub 星标+1 (+3.4 %)
      • 14

        技能
        活跃

        Find out what your coding agents already know. Docmancer indexes the memory, rules, and instructions Claude Code, Codex, Cursor, and Gemini wrote on your machine, then carries the durable parts to every agent. It is local-first and under…

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

        github实测增长打开来源 ↗

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

        123GitHub 星标+2 (+1.7 %)
      • 15

        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+5 (+0.11 %)
      • 16

        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 735GitHub 星标+5 (+0.09 %)
      • 17

        MCP
        活跃

        USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with…

        Python许可证: MIT
        • bigquery
        • claude-code
        • claude-code-plugin
        • faiss
        • mcp-server

        github实测增长打开来源 ↗

        177GitHub 星标+2 (+1.1 %)
      • 18

        技能
        活跃

        Turn scattered knowledge, operational data, and history into source-linked context that your agents can inspect, explain, and reuse.

        Python许可证: MIT
        • agent-memory
        • agent-skills
        • agentic-ai
        • agentic-rag
        • ai-agents

        github实测增长打开来源 ↗

        安装 git clone https://github.com/sparkplug604/praxis ~/.claude/skills/praxis

        48GitHub 星标+1 (+2.1 %)
      • 19

        MCP
        活跃

        A semantic search engine for files and code.

        Python许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add vexor -- uvx vexor

          239GitHub 星标+2 (+0.84 %)
        • 20

          智能体
          活跃

          TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

          Go许可证: Apache-2.0
          • agent
          • agent-context
          • agent-memory
          • agentic
          • ai

          github实测增长打开来源 ↗

          40 479GitHub 星标+4 (+0.010 %)
        • 21

          技能
          活跃

          Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.

          Python许可证: MIT
          • academic
          • agent-skill
          • agent-skills
          • citations
          • claude-code

          github实测增长打开来源 ↗

          安装 git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill

          68GitHub 星标+1 (+1.5 %)
        • 22

          MCP
          活跃

          AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.

          Rust许可证: MIT
          • ast
          • call-graph
          • claude-code
          • claude-code-plugin
          • code-navigation

          github实测增长打开来源 ↗

          71GitHub 星标+1 (+1.4 %)
        • 23

          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+2 (+0.54 %)

        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

          agent-systems-handbook

          智能体
          活跃打开来源 ↗

          A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…

          MDX
          • a2a
          • agent-framework
          • agent-memory
          • agentic-ai
          • agentic-workflow
          github资源实测增长
          316GitHub 星标+3 (+0.96 %)
        2. 2

          dspy-skills

          技能
          活跃打开来源 ↗

          Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

          Python许可证: MIT
          • agent-skills
          • claude-code
          • claude-skills
          • dspy
          • llm
          github

          安装 git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills

          资源实测增长
          122GitHub 星标+2 (+1.7 %)