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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

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

    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 %)
  2. 2

    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 %)
  3. 3

    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 %)
  4. 4

    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 ↗

    879GitHub 星标+5 (+0.57 %)
  5. 5

    技能
    活跃

    FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

    Python许可证: MIT
    • agent-skills
    • ai-persona
    • bdrc
    • buddhism
    • chinese-buddhism

    github实测增长打开来源 ↗

    安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

    382GitHub 星标+2 (+0.53 %)
  6. 6

    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 %)
  7. 7

    技能
    活跃

    Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai
    • ai-agents
    • ai-memory

    github实测增长打开来源 ↗

    安装 git clone https://github.com/topoteretes/cognee ~/.claude/skills/cognee

    30 474GitHub 星标+132 (+0.44 %)
  8. 8

    MCP
    活跃

    Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

    Go许可证: MIT
    • agent-memory
    • ai-memory
    • claude-code
    • claude-code-hooks
    • claude-code-plugins

    github实测增长打开来源 ↗

    742GitHub 星标+3 (+0.41 %)
  9. 9

    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 %)
  10. 10

    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 %)
  11. 11

    其他
    活跃

    Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

    JavaScript许可证: MIT
    • agent-computer
    • agent-harness
    • agent-orchestration
    • agentic-ai
    • ai-agents

    github实测增长打开来源 ↗

    65 627GitHub 星标+256 (+0.39 %)
  12. 12

    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 %)
  13. 13

    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 %)
  14. 14

    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 %)
  15. 15

    智能体
    活跃

    Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, Anthropic, or 9 more behind one SPI. Token streaming, tool calls, human approvals, and governance over WebSocket, SSE, gRPC, or WebTransport/HTTP3.…

    Java许可证: Apache-2.0
    • a2a
    • acp
    • agentic-ai
    • ai-agents
    • anthropic

    github实测增长打开来源 ↗

    3 808GitHub 星标+12 (+0.32 %)
  16. 16

    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 %)
  17. 17

    MCP
    活跃

    🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。

    Python许可证: GPL-3.0
    • agent
    • agentic-ai
    • chatbot
    • deepseek-r1
    • knowledgebase

    github实测增长打开来源 ↗

    22 715GitHub 星标+67 (+0.30 %)
  18. 18

    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 %)
  19. 19

    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 %)
  20. 20

    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 %)
  21. 21

    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 %)
  22. 22

    技能
    活跃

    Hivemind turns your traces into reusable skills across agents

    TypeScript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 activeloopai/hivemind

    1 593GitHub 星标+4 (+0.25 %)
  23. 23

    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 %)
  24. 24

    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 %)

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

    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 %)