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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

154

工具排名

Ranked by creation date, newest first; undated entries come last. 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

    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 %)
  2. 2

    智能体
    活跃

    Vane is an AI-powered answering engine.

    TypeScript许可证: MIT
    • ai-agents
    • ai-search-engine
    • answering-engine
    • artificial-intelligence
    • llm

    github估算动量打开来源 ↗

    36 578GitHub 星标—
  3. 3

    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 %)
  4. 4

    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 %)
  5. 5

    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 %)
  6. 6

    智能体
    活跃

    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

    Python许可证: Apache-2.0
    • agentic-memory
    • agentic-memory-system
    • agents
    • ai
    • ai-agents

    github实测增长打开来源 ↗

    64 714GitHub 星标+387 (+0.60 %)
  7. 7

    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 %)
  8. 8

    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 %)
  9. 9

    其他
    活跃

    Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…

    TypeScript许可证: MIT
    • ci
    • ci-cd
    • cicd
    • evaluation
    • evaluation-framework

    github实测增长打开来源 ↗

    24 825GitHub 星标+159 (+0.64 %)
  10. 10

    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 %)
  11. 11

    其他
    活跃

    Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

    TypeScript
    • agent
    • agentic-ai
    • agentic-framework
    • agentic-workflow
    • ai

    github实测增长打开来源 ↗

    154 474GitHub 星标+623 (+0.40 %)
  12. 12

    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 %)
  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

    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 %)
  15. 15

    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 %)
  16. 16

    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 %)
  17. 17

    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 %)
  18. 18

    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 %)
  19. 19

    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 %)
  20. 20

    其他
    活跃

    The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.

    TypeScript许可证: Apache-2.0
    • ai
    • alternative
    • auth
    • database
    • deno

    github实测增长打开来源 ↗

    108 852GitHub 星标+264 (+0.24 %)
  21. 21

    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 %)
  22. 22

    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 %)

学习与参考资源

Ranked by creation date, newest first; undated entries come last. 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 %)
  2. 2

    awesome-llm-apps

    技能
    活跃打开来源 ↗

    100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

    Python许可证: Apache-2.0
    • agents
    • llms
    • python
    • rag
    github

    安装 git clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps

    资源实测增长
    136 089GitHub 星标+777 (+0.57 %)
  3. 3

    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 星标稳定