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

    技能
    活跃

    Harness engineering applied to knowledge production: a self-evolving multi-agent newsroom that turns your documents into a cross-linked markdown wiki. A "reground" loop pulls published pages back in before they go stale — writer ≠ reviewer,…

    Python许可证: MIT
    • agentic-ai
    • ai-agents
    • claude
    • claude-code
    • claude-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom

    80GitHub 星标+1 (+1.3 %)
  2. 2

    MCP
    活跃

    Self improving agents through iterations

    Python许可证: Apache-2.0
    • agent-learning
    • agent-memory
    • agentic-workflows
    • ai-agents
    • claude-code

    github实测增长打开来源 ↗

    105GitHub 星标+1 (+0.96 %)
  3. 3

    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+2 (+0.18 %)
  4. 4

    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 %)
  5. 5

    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 %)
    • 6

      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 %)
      • 7

        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 248GitHub 星标+1 (+0.03 %)
      • 8

        库
        未知最近提交：暂无数据

        Embeddings, Retrieval, and Reranking

        • Transformer Networks
        • BERT
        • XLNet
        • sentence embedding
        • PyTorch

        pypi实测增长打开来源 ↗

        安装 pip install sentence-transformers

        5 313 2577 天下载量-2 351 474 (-30.7 %)
      • 9

        库
        未知最近提交：暂无数据

        Interface between LLMs and your data

        • LLM
        • NLP
        • RAG
        • data
        • devtools

        pypi实测增长打开来源 ↗

        安装 pip install llama-index

        735 8917 天下载量-755 018 (-50.6 %)
      • 10

        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-3 (-0.06 %)
      • 11

        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 星标稳定
      • 12

        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 ↗

        638GitHub 星标稳定
      • 13

        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

        574GitHub 星标-1 (-0.17 %)
      • 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 ↗

        472GitHub 星标稳定
      • 15

        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
        • 16

          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 ↗

          254GitHub 星标-3 (-1.2 %)
        • 17

          技能
          活跃

          The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.

          TypeScript许可证: MIT
          • agent-orchestration
          • agents
          • ai-agents
          • ai-development
          • anthropic

          github实测增长打开来源 ↗

          安装 /plugin marketplace add yonatangross/orchestkit

          224GitHub 星标稳定
        • 18

          MCP
          活跃

          Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.

          许可证: MIT
          • academic
          • agent-skill
          • agent-skills
          • asta
          • asta-skill

          github实测增长打开来源 ↗

          182GitHub 星标-1 (-0.55 %)
        • 19

          其他
          活跃

          Deploy intelligence. Open-source infrastructure for AI agents in production.

          • a2a
          • agent-framework
          • agent-orchestration
          • agent-server
          • agentic-ai

          github实测增长打开来源 ↗

          169GitHub 星标-14 (-7.7 %)
        • 20

          MCP
          已放弃

          Shared Memory Storage for Multi-Agent Systems

          Go许可证: AGPL-3.0
          • a2a
          • agent-memory
          • agentic-ai
          • ai
          • ai-agents

          github实测增长打开来源 ↗

          160GitHub 星标稳定
        • 21

          技能
          活跃

          Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.

          Python许可证: MIT
          • agent
          • agent-evaluation
          • agent-skills
          • code-agent
          • llm

          github实测增长打开来源 ↗

          安装 git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent

          151GitHub 星标稳定
        • 22

          技能
          活跃

          Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.

          JavaScript许可证: MIT
          • agent-skills
          • ai-agents
          • ai-assistant
          • claude-code
          • codex

          github实测增长打开来源 ↗

          安装 git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki

          123GitHub 星标稳定
        • 23

          MCP
          活跃

          Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

          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://mcp.apple-rag.com

            116GitHub 星标稳定
          • 24

            技能
            活跃

            SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

            Python许可证: MIT
            • agent-memory
            • agent-skills
            • agentic-ai
            • benchmark
            • llm-based-agents

            github实测增长打开来源 ↗

            安装 git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents

            101GitHub 星标稳定

          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 %)