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

122

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

    MCP
    活跃

    Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector

    Python许可证: MIT
    • a2a
    • a2a-server
    • ag-ui
    • chromadb
    • couchbase

    github实测增长打开来源 ↗

    15GitHub 星标稳定
  2. 2

    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 715GitHub 星标+67 (+0.30 %)
  3. 3

    MCP
    休眠

    Sourcegraph code search, semantic search, go-to-definition, find-references, and diff search.

    mcp实测增长打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://{sourcegraph_hostname}/.api/mcp

    14GitHub 星标稳定
  4. 4

    其他
    活跃

    Zilliz Cloud plugin for Claude Code & OpenAI Codex — manage clusters, collections, vector search, backups, and more through natural language.

    许可证: Apache-2.0
    • claude-code
    • claude-code-skill
    • codex
    • openai
    • plugin

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  5. 5

    技能
    活跃

    ShellBrain. Long-term memory for AI.

    Python
    • agent-memory
    • agi
    • ai
    • ai-memory
    • artificial-intelligence

    github实测增长打开来源 ↗

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

    13GitHub 星标稳定
  6. 6

    智能体
    休眠

    Agent-as-a-Tool: An infinite-scale AI orchestration framework solving Tool Space Interference (TSI) via dynamic agent injection, RAG-based Agent Bank, and Zero-Trust execution using Google ADK.

    TypeScript
    • a2a
    • agent-orchestration
    • agent-to-agent
    • ai-agents
    • gemini-api

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  7. 7

    技能
    休眠

    LLM-maintained personal wiki for Claude Code. Active librarian: ingest, synthesize, cross-link, remind.

    Shell许可证: MIT
    • claude-code
    • claude-code-plugin
    • knowledge-base
    • llm
    • rag

    github实测增长打开来源 ↗

    安装 /plugin marketplace add deepfounder-ai/llm-wiki

    13GitHub 星标稳定
  8. 8

    技能
    活跃

    官方简体中文 Agent Skills for SearchCans SERP API、Reader API 与 Account API：深度研究、SEO/GEO 内容差距分析与网页提取审计。

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

    github实测增长打开来源 ↗

    安装 git clone https://github.com/SearchCans/searchcans-skills-zh ~/.claude/skills/searchcans-skills-zh

    3GitHub 星标稳定
  9. 9

    其他
    休眠

    nano-degree in Agentic AI

    Python许可证: MIT
    • a2a
    • acp
    • agent
    • mcp
    • rag

    github实测增长打开来源 ↗

    13GitHub 星标+1 (+8.3 %)
  10. 10

    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 784GitHub 星标+246 (+1.6 %)
  11. 11

    智能体
    活跃

    AI agent that plays a city quest game using MCP, A2A, RAG, and memory. Built with Microsoft Agent Framework and Azure OpenAI

    Python许可证: MIT
    • agent-to-agent
    • ai-agents
    • azure-ai-search
    • azure-openai
    • mcp

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  12. 12

    技能
    活跃

    Manage stateful, persistent agent workloads with Cloudflare Durable Objects for efficient, scalable real-time communication and scheduling.

    TypeScript许可证: MIT
    • agentic-framework
    • agentic-rag
    • agents
    • ai-agents
    • autogen

    github实测增长打开来源 ↗

    安装 /plugin marketplace add pertamaxxx/agents

    3GitHub 星标稳定
  13. 13

    其他
    休眠

    Build an autonomous supply chain with Gemini 3 Flash Code Execution & AlloyDB AI ScaNN. Deterministic vision + semantic search + A2A protocol.

    Python许可证: Apache-2.0
    • a2a-protocol
    • alloydb
    • gemini-3-flash
    • generative-ai
    • google-cloud

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  14. 14

    MCP
    活跃

    Remote ChromaDB vector database MCP server with streamable HTTP transport

    TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://meloncafe.github.io/chromadb-remote-mcp/mcp

      12GitHub 星标稳定
    • 15

      MCP
      休眠

      Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry.

      Go许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        3GitHub 星标稳定
      • 16

        MCP
        活跃

        The enterprise-grade CrewAI alternative for Go. Orchestrate strictly-typed, parallel AI agents with LangGraph-style Flow persistence, distributed A2A protocols, Model Context Protocol (MCP), and Human-in-the-Loop training.

        Go许可证: MIT
        • a2a
        • a2a-protocol
        • agentic-framework
        • agentic-rag
        • agentic-workflow

        github实测增长打开来源 ↗

        11GitHub 星标稳定
      • 17

        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 星标稳定
        • 18

          MCP
          休眠

          Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

          Python许可证: MIT

            mcp实测增长打开来源 ↗

            3GitHub 星标稳定
          • 19

            MCP
            休眠

            RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.

            mcp实测增长打开来源 ↗

            需在 MCP 配置中声明的远程服务器 https://redm-mcp.fivem.no/mcp

            3GitHub 星标稳定
          • 20

            MCP
            活跃

            Persistent memory for AI assistants with semantic search and knowledge graph relationships.

            Rust许可证: Apache-2.0

              mcp实测增长打开来源 ↗

              安装 claude mcp add octobrain -- npx @muvon/octobrain

              11GitHub 星标稳定
            • 21

              MCP
              活跃

              Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

              Rust许可证: Apache-2.0

                mcp实测增长打开来源 ↗

                安装 claude mcp add mcp -- uvx citadeldb-mcp

                3GitHub 星标稳定
              • 22

                技能
                活跃

                Your AI confers, with anyone's — an open A2A protocol platform where AI Agents talk to each other on behalf of their owners. Self-hosted, DID:web identity, RFC 9421 signatures, Claude Code plugin.

                TypeScript许可证: Apache-2.0
                • a2a
                • a2a-protocol
                • agent-communication
                • agent-to-agent
                • ai-agents

                github实测增长打开来源 ↗

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

                3GitHub 星标稳定
              • 23

                技能
                活跃

                Claude Code plugin: four-layer long-term memory (L0→L1→L2→L3 Persona) with local FTS5 + EmbeddingGemma vector hybrid recall, zero external API

                JavaScript
                • agent
                • ai-agent
                • claude-code-plugin
                • embedding
                • llm

                github实测增长打开来源 ↗

                安装 /plugin marketplace add baodq97/tencentdb-agent-memory

                10GitHub 星标稳定
              • 24

                MCP
                活跃

                Persistent memory and receipt-verified workflows for Claude Code — plugin, MCP server, and spec-driven dev framework in one pip install.

                HTML许可证: Apache-2.0
                • agent-memory
                • ai
                • claude
                • claude-code
                • claude-code-plugin

                github实测增长打开来源 ↗

                10GitHub 星标稳定
              • 25

                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 659GitHub 星标+154 (+2.4 %)