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

137

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

    其他
    活跃

    Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for…

    Python许可证: Apache-2.0
    • agent-framework
    • agentic-ai
    • agentic-rag
    • agents
    • ai

    github实测增长打开来源 ↗

    26 419GitHub 星标+57 (+0.22 %)
  2. 2

    其他
    活跃

    【低代码v2.0，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项目 90% 重复工作，提高效率又不失灵活。

    Java许可证: Apache-2.0
    • activiti
    • agent
    • ai
    • antd
    • claude-code

    github实测增长打开来源 ↗

    47 630GitHub 星标+88 (+0.19 %)
  3. 3

    其他
    活跃

    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

    TypeScript许可证: Apache-2.0
    • agent-workflow
    • agentic-workflow
    • agents
    • ai
    • aiagents

    github实测增长打开来源 ↗

    29 544GitHub 星标+53 (+0.18 %)
  4. 4

    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 %)
  5. 5

    库
    活跃

    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…

    Python
    • ai
    • api
    • chatbot
    • chatgpt
    • database

    github实测增长打开来源 ↗

    39 495GitHub 星标+57 (+0.14 %)
  6. 6

    其他
    活跃

    The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

    TypeScript许可证: Apache-2.0
    • applicant-tracking-system
    • ats
    • hacktoberfest
    • machine-learning
    • natural-language-processing

    github实测增长打开来源 ↗

    28 333GitHub 星标+39 (+0.14 %)
  7. 7

    其他
    活跃

    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

    Rust
    • ai
    • bigdata
    • cloud-native
    • database
    • elasticsearch

    github实测增长打开来源 ↗

    9 434GitHub 星标+8 (+0.08 %)
  8. 8

    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 %)
  9. 9

    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+2 (+0.05 %)
  10. 10

    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 %)
  11. 11

    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 488GitHub 星标+10 (+0.02 %)
  12. 12

    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
    • 13

      MCP
      活跃

      MCP server for local codebase indexing, semantic search, and code dependency graphs.

      ↓ 1 242 下载/周TypeScript许可证: AGPL-3.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add socraticode -- npx socraticode

        3 275GitHub 星标稳定
      • 14

        MCP
        活跃

        Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

        Python许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          安装 claude mcp add arxiv-mcp-server -- uvx arxiv-mcp-server

          3 091GitHub 星标稳定
        • 15

          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
        • 16

          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
        • 17

          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
          • 18

            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
            • 19

              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
              • 20

                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 星标稳定
                • 21

                  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 星标稳定
                  • 22

                    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
                  • 23

                    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
                  • 24

                    MCP
                    活跃

                    Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.

                    JavaScript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://three.ws/api/ibm-mcp

                      105GitHub 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

                      ai-engineering-hub

                      智能体
                      活跃打开来源 ↗

                      In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

                      Jupyter Notebook许可证: MIT
                      • agents
                      • ai
                      • llms
                      • machine-learning
                      • mcp
                      github资源实测增长
                      37 263GitHub 星标+33 (+0.09 %)