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

117

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
    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 484GitHub 星标+6 (+0.01 %)
  2. 2

    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+4 (+0.46 %)
  3. 3

    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 736GitHub 星标+5 (+0.09 %)
  4. 4

    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 %)
  5. 5

    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 %)
    • 6

      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 %)
    • 7

      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+3 (+0.07 %)
    • 8

      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 %)
    • 9

      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 923GitHub 星标+3 (+0.03 %)
    • 10

      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+1 (+0.99 %)
    • 11

      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 %)
    • 12

      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+1 (+0.82 %)
    • 13

      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 %)
    • 14

      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 249GitHub 星标+2 (+0.06 %)
    • 15

      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 %)
      • 16

        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 %)
        • 17

          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 %)
        • 18

          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 %)
        • 19

          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 %)
        • 20

          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 %)
        • 21

          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 %)
        • 22

          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
        • 23

          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
          • 24

            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 %)

          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 %)