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

122

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

    Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

    Rust许可证: Apache-2.0
    • ai-search
    • ai-search-engine
    • embeddings-similarity
    • hnsw
    • hybrid-search

    github实测增长打开来源 ↗

    34 391GitHub 星标+130 (+0.38 %)
  2. 2

    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 %)
  3. 3

    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 %)
  4. 4

    其他
    活跃

    Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

    Go许可证: Apache-2.0
    • anns
    • cloud-native
    • diskann
    • distributed
    • embedding-database

    github实测增长打开来源 ↗

    45 977GitHub 星标+103 (+0.22 %)
  5. 5

    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 %)
  6. 6

    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 747GitHub 星标+15 (+0.26 %)
  7. 7

    智能体
    活跃

    Incremental engine for long horizon agents 🌟 Star if you like it!

    Rust许可证: Apache-2.0
    • agentic-data-framework
    • ai
    • ai-agents
    • change-data-capture
    • codebase-intelligence

    github实测增长打开来源 ↗

    11 468GitHub 星标+36 (+0.31 %)
  8. 8

    其他
    活跃

    Graph-Native Infrastructure for Context and Accountable AI Systems

    Python许可证: MIT
    • agent-memory
    • ai
    • ai-governance
    • ai-infrastructure
    • artificial-intelligence

    github实测增长打开来源 ↗

    12 013GitHub 星标+748 (+6.6 %)
  9. 9

    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 %)
  10. 10

    应用
    活跃

    World's first open-source enterprise world model.

    Rust许可证: Apache-2.0
    • agent-memory
    • bitemporal
    • graphrag
    • knowledge-base
    • knowledge-graph

    github实测增长打开来源 ↗

    4 008GitHub 星标+3 176 (+381.7 %)
  11. 11

    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 %)
  12. 12

    应用
    活跃

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

    Python
    • ai
    • llm
    • llm-ui
    • llm-webui
    • llms

    github实测增长打开来源 ↗

    150 969GitHub 星标+607 (+0.40 %)
  13. 13

    智能体
    活跃

    The agent engineering platform.

    Python许可证: MIT
    • agents
    • ai
    • ai-agents
    • anthropic
    • chatgpt

    github实测增长打开来源 ↗

    145 668GitHub 星标+412 (+0.28 %)
  14. 14

    MCP
    活跃

    Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

    Python许可证: Apache-2.0
    • agent
    • ai
    • anthropic
    • claude-code
    • compression

    github实测增长打开来源 ↗

    68 952GitHub 星标+925 (+1.4 %)
  15. 15

    智能体
    活跃

    AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).

    Python
    • ai
    • anthropic
    • claude
    • fastapi
    • llm

    github实测增长打开来源 ↗

    3 759GitHub 星标+913 (+32.1 %)
  16. 16

    应用
    活跃

    Open Source AI Platform - AI Chat with advanced features that works with every LLM

    Python
    • ai
    • ai-chat
    • chatgpt
    • chatui
    • enterprise-search

    github实测增长打开来源 ↗

    31 932GitHub 星标+103 (+0.32 %)
  17. 17

    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 %)
  18. 18

    智能体
    活跃

    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex…

    TypeScript
    • agent
    • claude
    • deepseek
    • llm
    • mcp

    github实测增长打开来源 ↗

    29 575GitHub 星标+77 (+0.26 %)
  19. 19

    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 %)
  20. 20

    技能
    活跃

    Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini,…

    JavaScript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 thedotmack/claude-mem

    93 211GitHub 星标+617 (+0.67 %)
  21. 21

    技能
    活跃

    Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

    Python许可证: Apache-2.0
    • ai-agents
    • antigravity
    • ast
    • claude-code
    • code-analysis

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Graphify-Labs/graphify ~/.claude/skills/graphify

    114 805GitHub 星标+2 468 (+2.2 %)
  22. 22

    智能体
    活跃

    RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

    Go许可证: Apache-2.0
    • agent-harness
    • agentic-ai
    • agentic-retrieval
    • agentic-search
    • ai

    github实测增长打开来源 ↗

    90 060GitHub 星标+456 (+0.51 %)
  23. 23

    模型
    活跃

    21 Lessons, Get Started Building with Generative AI

    Jupyter Notebook许可证: MIT
    • ai
    • azure
    • chatgpt
    • dall-e
    • generative-ai

    github实测增长打开来源 ↗

    119 168GitHub 星标+407 (+0.34 %)
  24. 24

    技能
    活跃

    semantic grep

    Go许可证: Apache-2.0
    • agentic
    • claude-plugin
    • claude-skills
    • codex-skill
    • colbert

    github实测增长打开来源 ↗

    安装 git clone https://github.com/XiaoConstantine/sgrep ~/.claude/skills/sgrep

    15GitHub 星标稳定
  25. 25

    MCP
    休眠

    Shared knowledge base for AI agents. Semantic search across agents, no setup required — just a URL.

    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.agentbase.tools/mcp

      2GitHub 星标稳定