GitHub Trending 技术趋势 (2026-11-05)
Executive Summary
结论先行
2026-11-05，AI/ML 方向以 69% 的占比主导今日 GitHub Trending，vercel-labs/agent-desktop 以 2,470 stars today 领跑热度榜。
支撑论点
- AI/ML 共收录 11 个项目，占全部 16 个趋势项目的 69%，AI 技术持续引领开源创新。
- 编程语言 Top 3 为 Python(7)、Rust(2)、Shell(2)，反映出当前主流技术栈偏好。
- 今日共计 15,263 新增 Stars，总 Stars 累计 1,088,006，开源社区活跃度强劲。
数据概览
技术方向分布
热度排行 Top 5
昨日对比
新上榜项目
退出趋势项目
连续上榜项目
热度变化 Top 5
增长明细
点击展开增长明细表
| 项目 | 排名 | Star 变化 | Fork 变化 | 热度变化 | 连续天数 |
|---|---|---|---|---|---|
| agent-desktop | #1 → | +2,348 | +179 | -1,321 | Day 3 |
| Scrapling | #3 ▼1 | +1,709 | +168 | +347 | Day 3 |
| skills | #5 ▼1 | +1,893 | +115 | +215 | Day 3 |
| claude-mem | #6 ▼1 | +928 | +60 | +33 | Day 7 |
| floci | #7 ▲2 | +815 | +67 | +608 | Day 2 |
| worktrunk | #10 → | +541 | +33 | +93 | Day 3 |
AI 发展趋势洞察
主导方向与驱动力： 今日 Trending 以 AI/ML 方向最为突出，共 11 个项目上榜。其中 vercel-labs/agent-desktop 热度最高（2,470 stars today），体现出社区对该领域的持续关注。
编程语言偏好： 今日热门项目中，Python(7 项目)、Rust(2 项目)、Shell(2 项目) 位列前三。Python 继续巩固其在 AI/数据领域的统治地位，同时 Rust/Go 等系统级语言在基础设施方向保持增长。
值得关注的项目： agent-desktop、auto-ontology、Scrapling 等项目今日增长迅猛，建议开发者持续跟踪其发展动态。
跨领域融合： 当前 Trending 涵盖 AI/ML、编程语言/工具、Web开发 等方向，反映出技术生态日益交叉融合的趋势。AI 能力正加速渗透到 DevOps、安全、数据库等各基础设施层面。
AI/ML
NVIDIA/auto-ontology
Auto Ontology is a Python framework for building semantic, graph-based reasoning layers over data. It enables deterministic query generation, better context retrieval, and more explainable AI for LLM and agent workflows.
max-sixty/worktrunk
Worktrunk is a CLI for Git worktree management, designed for parallel AI agent workflows
mattpocock/skills
Skills for Real Engineers. Straight from my .agents directory.
thedotmack/claude-mem
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, Hermes, Copilot, OpenCode + More
vercel-labs/agent-desktop
Computer use CLI for AI agents
The-PR-Agent/pr-agent
🚀 PR Agent: The Original Open-Source PR Reviewer. This project is not the Qodo free tier.
harry0703/MoneyPrinterTurbo
利用 AI 大模型和自动化工作流，根据主题或关键词一键生成高清短视频。Generate HD short videos from a topic or keyword with an automated AI workflow.
FareedKhan-dev/kimi-k3-in-c
A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU.
D4Vinci/Scrapling
🕷️ The BEST Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here:https://discord.gg/EMgGbDceNQand follow here for daily tips and tricks:https://x.com/Scrapling_dev
Thysrael/Horizon
📡 Your own AI-powered news radar. Generates daily briefings in English & Chinese. | 用 AI 构建你专属的新闻雷达
scenario-labs/skills
Get production-ready images, video, audio, and 3D from any AI agent: skills that pick the right model, price before spending, and keep characters and brands consistent through the Scenario MCP, plus expert teams that drive Blender, Maya, ZBrush, Unreal, and Unity.
编程语言/工具
NVIDIA/auto-ontology
Auto Ontology is a Python framework for building semantic, graph-based reasoning layers over data. It enables deterministic query generation, better context retrieval, and more explainable AI for LLM and agent workflows.
max-sixty/worktrunk
Worktrunk is a CLI for Git worktree management, designed for parallel AI agent workflows
mattpocock/skills
Skills for Real Engineers. Straight from my .agents directory.
vercel-labs/agent-desktop
Computer use CLI for AI agents
harry0703/MoneyPrinterTurbo
利用 AI 大模型和自动化工作流，根据主题或关键词一键生成高清短视频。Generate HD short videos from a topic or keyword with an automated AI workflow.
garrytan/gstack
Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA
MichaelCade/90DaysOfDevOps
This repository started out as a learning in public project for myself and has now become a structured learning map for many in the community. We have 3 years under our belt covering all things DevOps, including Principles, Processes, Tooling and Use Cases surrounding this vast topic.
scenario-labs/skills
Get production-ready images, video, audio, and 3D from any AI agent: skills that pick the right model, price before spending, and keep characters and brands consistent through the Scenario MCP, plus expert teams that drive Blender, Maya, ZBrush, Unreal, and Unity.
Web开发
NVIDIA/auto-ontology
Auto Ontology is a Python framework for building semantic, graph-based reasoning layers over data. It enables deterministic query generation, better context retrieval, and more explainable AI for LLM and agent workflows.
thedotmack/claude-mem
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, Hermes, Copilot, OpenCode + More
garrytan/gstack
Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA
D4Vinci/Scrapling
🕷️ The BEST Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here:https://discord.gg/EMgGbDceNQand follow here for daily tips and tricks:https://x.com/Scrapling_dev
DevOps/云原生
floci-io/floci
Light, fluffy, and always free - The AWS Local Emulator alternative
MichaelCade/90DaysOfDevOps
This repository started out as a learning in public project for myself and has now become a structured learning map for many in the community. We have 3 years under our belt covering all things DevOps, including Principles, Processes, Tooling and Use Cases surrounding this vast topic.
D4Vinci/Scrapling
🕷️ The BEST Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here:https://discord.gg/EMgGbDceNQand follow here for daily tips and tricks:https://x.com/Scrapling_dev
系统/基础设施
thedotmack/claude-mem
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, Hermes, Copilot, OpenCode + More
harry0703/MoneyPrinterTurbo
利用 AI 大模型和自动化工作流，根据主题或关键词一键生成高清短视频。Generate HD short videos from a topic or keyword with an automated AI workflow.
MichaelCade/90DaysOfDevOps
This repository started out as a learning in public project for myself and has now become a structured learning map for many in the community. We have 3 years under our belt covering all things DevOps, including Principles, Processes, Tooling and Use Cases surrounding this vast topic.