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

146

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

    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 565GitHub 星标+36 (+1.4 %)
  2. 2

    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 763GitHub 星标+15 (+0.86 %)
  3. 3

    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+4 (+0.25 %)
  4. 4

    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 084GitHub 星标稳定
  5. 5

    技能
    活跃
    Python
    • agent
    • agent-memory
    • agent-skills
    • agentic
    • dsh-plugin

    github实测增长打开来源 ↗

    安装 git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS

    977GitHub 星标+12 (+1.2 %)
  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 ↗

    879GitHub 星标+5 (+0.57 %)
  7. 7

    CLI
    活跃

    Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.

    Rust许可证: MIT
    • agent-tools
    • ai-development-tools
    • ai-tools
    • bm25
    • call-graph

    github实测增长打开来源 ↗

    764GitHub 星标-1 (-0.13 %)
  8. 8

    MCP
    活跃

    Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

    Go许可证: MIT
    • agent-memory
    • ai-memory
    • claude-code
    • claude-code-hooks
    • claude-code-plugins

    github实测增长打开来源 ↗

    742GitHub 星标+3 (+0.41 %)
  9. 9

    技能
    活跃

    ReachAI企业级智能体开发平台：快速、安全完成已有业务系统智能化改造，让 AI 在 OA、ERP、CRM 等原系统中查数据、填表单、办业务。ReachAI: Quickly and securely bring AI to existing enterprise systems, enabling AI to query data, fill out forms, and execute business tasks directly within OA, ERP,…

    Java许可证: MIT
    • a2a
    • agent
    • agent-framework
    • agent-skills
    • agents

    github实测增长打开来源 ↗

    安装 git clone https://github.com/w8123/EnterpriseAgentFramework ~/.claude/skills/EnterpriseAgentFramework

    685GitHub 星标+68 (+11.0 %)
  10. 10

    其他
    活跃

    The .NET library to build AI agents with 30+ built-in connectors.

    C#许可证: MIT
    • a2a
    • agent
    • agent-framework
    • agent-orchestration
    • agent2agent

    github实测增长打开来源 ↗

    639GitHub 星标+1 (+0.16 %)
  11. 11

    技能
    活跃

    Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.

    • agent-memory
    • ai
    • ai-agents
    • ai-memory
    • anthropic

    github实测增长打开来源 ↗

    安装 git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault

    621GitHub 星标+29 (+4.9 %)
  12. 12

    技能
    休眠

    Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

    TypeScript许可证: MIT
    • ai-tools
    • anthropic
    • claude
    • claude-agents
    • claude-ai

    github实测增长打开来源 ↗

    安装 git clone https://github.com/memvid/claude-brain ~/.claude/skills/claude-brain

    575GitHub 星标稳定
  13. 13

    技能
    活跃

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

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

    github实测增长打开来源 ↗

    安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    525GitHub 星标+199 (+61.0 %)
  14. 14

    智能体
    休眠

    Aser is a lightweight, self-assembling AI Agent frame.

    Python许可证: MIT
    • a2a-protocol
    • agent
    • agents
    • ai
    • ai-agent

    github实测增长打开来源 ↗

    471GitHub 星标-1 (-0.21 %)
  15. 15

    MCP
    活跃

    AI-powered code indexer with semantic search and knowledge graphs

    Rust许可证: Apache-2.0

      mcp实测增长打开来源 ↗

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

      459GitHub 星标稳定
    • 16

      MCP
      活跃

      Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

      TypeScript许可证: MIT
      • accuracy
      • agents
      • claude-skills
      • context
      • harness

      github实测增长打开来源 ↗

      434GitHub 星标+4 (+0.93 %)
    • 17

      技能
      活跃

      Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…

      Python许可证: MIT
      • agent-skills
      • agentic-workflow
      • ai-research-assistant
      • anthropic
      • citation-verification

      github实测增长打开来源 ↗

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

      393GitHub 星标+5 (+1.3 %)
    • 18

      MCP
      活跃

      Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

      TypeScript许可证: MIT
      • agent-skills
      • cli-tool
      • developer-tools
      • hybrid-search
      • local-first

      github实测增长打开来源 ↗

      383GitHub 星标+7 (+1.9 %)
    • 19

      技能
      活跃

      FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

      Python许可证: MIT
      • agent-skills
      • ai-persona
      • bdrc
      • buddhism
      • chinese-buddhism

      github实测增长打开来源 ↗

      安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

      382GitHub 星标+2 (+0.53 %)
    • 20

      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 %)
    • 21

      MCP
      活跃

      Local-first document management and semantic search for AI coding agents

      TypeScript许可证: MIT

        mcp实测增长打开来源 ↗

        安装 claude mcp add mcp-documentation-server -- npx @andrea9293/mcp-documentation-server

        342GitHub 星标稳定
      • 22

        MCP
        活跃

        AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.

        Rust许可证: Apache-2.0
        • a2a
        • ai-agent-framework
        • ai-agents
        • ai-sre
        • aiops

        github实测增长打开来源 ↗

        339GitHub 星标+81 (+31.4 %)
      • 23

        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 星标稳定

        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

          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 星标稳定
        2. 2

          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 %)