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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

144

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

    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 %)
    • 2

      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 %)
    • 3

      库
      未知最近提交：暂无数据

      Typescript bindings for langchain

      • llm
      • ai
      • gpt3
      • chain
      • prompt

      npm实测增长打开来源 ↗

      安装 npm install langchain

      1 997 3847 天下载量-22 207 (-1.1 %)
    • 4

      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-1 809 510 (-25.4 %)
    • 5

      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

      762 6207 天下载量-556 575 (-42.2 %)
    • 6

      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 %)
    • 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

      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
    • 9

      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 %)
    • 10

      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
    • 11

      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
      • 12

        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 %)
      • 13

        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
      • 14

        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 %)
      • 15

        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-7 (-4.0 %)
      • 16

        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
      • 17

        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
      • 18

        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
        • 19

          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
        • 20

          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 星标稳定
        • 21

          技能
          活跃

          Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architecture extracts structured elements, page content, and AI-enriched metadata from research papers and books. Generate PRDs, workflows, topic clusters,…

          Python
          • agent-use-ready
          • ai-agents
          • claude-code
          • claude-skills
          • doc-converter

          github实测增长打开来源 ↗

          安装 git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld

          100GitHub 星标稳定
        • 22

          智能体
          活跃

          🚀 Way Back Home

          Python许可证: Apache-2.0
          • a2a
          • adk
          • agents
          • bigquery
          • google-cloud

          github实测增长打开来源 ↗

          96GitHub 星标稳定
        • 23

          MCP
          活跃

          Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…

          Python许可证: MIT
          • agent-memory-system
          • agent-skills
          • causal-inference
          • claude-code
          • codex

          github实测增长打开来源 ↗

          71GitHub 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 %)
        2. 2

          membrane

          技能
          休眠打开来源 ↗

          A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

          Go许可证: MIT
          • agent
          • agent-framework
          • agent-memory
          • agent-skills
          • agentic
          github

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

          资源实测增长
          94GitHub 星标稳定