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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

142

工具排名

Ranked by normalized popularity across sources. 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

    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 602GitHub 星标+387 (+0.60 %)
  2. 2

    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 763GitHub 星标+260 (+0.24 %)
  3. 3

    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 768GitHub 星标+142 (+0.58 %)
  4. 4

    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 475GitHub 星标+37 (+0.09 %)
  5. 5

    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 271GitHub 星标+567 (+0.37 %)
  6. 6

    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 347GitHub 星标+116 (+0.34 %)
  7. 7

    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 %)
  8. 8

    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 938GitHub 星标+100 (+0.22 %)
  9. 9

    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 400GitHub 星标+54 (+0.20 %)
  10. 10

    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 453GitHub 星标+32 (+0.28 %)
  11. 11

    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 ↗

    11 740GitHub 星标+678 (+6.1 %)
  12. 12

    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 536GitHub 星标+378 (+0.26 %)
  13. 13

    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 629GitHub 星标+784 (+1.2 %)
  14. 14

    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 749GitHub 星标+584 (+0.39 %)
  15. 15

    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 529GitHub 星标+49 (+0.17 %)
  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 898GitHub 星标+99 (+0.31 %)
  17. 17

    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 548GitHub 星标+55 (+0.19 %)
  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 316GitHub 星标+22 (+0.08 %)
  19. 19

    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 %)
  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 043GitHub 星标+717 (+0.78 %)
  21. 21

    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 ↗

    89 937GitHub 星标+518 (+0.58 %)
  22. 22

    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 054GitHub 星标+2 404 (+2.2 %)
  23. 23

    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 %)
  24. 24

    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 ↗

    118 967GitHub 星标+298 (+0.25 %)

学习与参考资源

Ranked by normalized popularity across sources. 这些资源可单独访问，不参与主要排名。

  1. 1

    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
    135 793GitHub 星标+1 057 (+0.78 %)