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

混合排名:实测增长优先。 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
    休眠

    Enterprise-grade database architect, security auditor and production consultant for Supabase — Claude Code Skill

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  2. 2

    技能
    活跃

    Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

    github实测增长打开来源 ↗

    安装 git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

    10GitHub 星标稳定
  3. 3

    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…

    github实测增长打开来源 ↗

    11 923GitHub 星标+3 (+0.03 %)
  4. 4

    智能体
    活跃

    Vane is an AI-powered answering engine.

    github估算动量打开来源 ↗

    36 578GitHub 星标
  5. 5

    CLI
    活跃

    Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.

    github实测增长打开来源 ↗

    764GitHub 星标-1 (-0.13 %)

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
    活跃打开来源 ↗

    Spring AI 实战教程 🚀 ChatClient → RAG → MCP → Agent → A2A,24 个手写模块循序渐进(Spring Boot 4.1 + Spring AI 2.0 + Java 21)

    github资源实测增长
    3GitHub 星标稳定
  2. 2
    活跃打开来源 ↗

    A curated collection of resources for 🌌 Azure OpenAI, 🦙 LLMs (+RAG, Agents). Monthly Updates.

    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
  3. 3
    活跃打开来源 ↗

    A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…

    github资源实测增长
    316GitHub 星标+3 (+0.96 %)
  4. 4
    活跃打开来源 ↗

    Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

    github

    安装 git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills

    资源实测增长
    122GitHub 星标+1 (+0.83 %)
  5. 5
    活跃打开来源 ↗

    AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI

    github

    安装 git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane

    资源实测增长
    110GitHub 星标+39 (+54.9 %)
  6. 6

    membrane

    技能
    活跃打开来源 ↗

    A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

    github

    安装 git clone https://github.com/BennettSchwartz/membrane ~/.claude/skills/membrane

    资源实测增长
    94GitHub 星标稳定
  7. 7
    活跃打开来源 ↗

    Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.

    github资源实测增长
    1GitHub 星标稳定
  8. 8
    活跃打开来源 ↗

    Build LLM systems you actually control. A free, open engineering book + course — from tokenization to serving your own models. Mechanisms, trade-offs, and numbers, not prompt tips

    github资源实测增长
    46GitHub 星标稳定
  9. 9
    活跃打开来源 ↗

    Comprehensive collection of AI concepts, research findings, and practical implementations. From machine learning fundamentals to cutting-edge LLMs, agents, and emerging technologies.

    github资源实测增长
    1GitHub 星标稳定
  10. 10
    休眠打开来源 ↗

    Interactive roadmap for becoming an Agentic AI Engineer — 11 stages from Python & FastAPI to multi-agent systems, MCP, RAG, Docker, and context engineering

    github资源实测增长
    1GitHub 星标稳定
  11. 11
    活跃打开来源 ↗

    Detect underpriced products by scraping deals and using AI models to estimate fair prices for profit opportunity identification.

    github资源实测增长
    1GitHub 星标稳定
  12. 12
    活跃打开来源 ↗

    Official Claude Documentation - Converted to 2000+ Markdown Files - All documentation sourced from first party sources- 24 categories - refreshed daily, multi-agent orchestration

    github

    安装 /plugin marketplace add johnzfitch/claude-wiki

    资源实测增长
    21GitHub 星标稳定
  13. 13
    活跃打开来源 ↗

    Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.

    github资源实测增长
    2GitHub 星标稳定
  14. 14
    活跃打开来源 ↗

    My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.

    github资源实测增长
    18GitHub 星标稳定
  15. 15
    活跃打开来源 ↗

    🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能体文献综述的最强工具大全。

    github资源实测增长
    16GitHub 星标+3 (+23.1 %)
  16. 16
    活跃打开来源 ↗

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

    github资源实测增长
    37 263GitHub 星标+33 (+0.09 %)
  17. 17
    休眠打开来源 ↗

    50+ AI agent apps you can actually run — MCP, A2A, LangGraph, SAP, RAG, and multi-agent patterns

    github资源实测增长
    0GitHub 星标稳定