OPEN SOURCE OBSERVER
从项目热度走向工程判断：追踪开源工具、模型与开发者生态。
01 / CODE
| 排名 | 项目 | 语言 | 今日新增 | 总 Star |
|---|---|---|---|---|
| 01 | anthropics/claude-plugins-officialOfficial, Anthropic-managed directory of high quality Claude Code Plugins. | Python | +1,383 | 41,631 |
| 02 | sponsors/MadsLorentzenThe job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it. | Python | +1,397 | 50,198 |
| 03 | sponsors/affaan-mThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. | JavaScript | +1,145 | 282,385 |
| 04 | HKUDS/CLI-Anything暂无简介 | Python | +580 | 53,993 |
| 05 | K-Dense-AI/scientific-agent-skillsTurn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard. | Python | +879 | 52,184 |
| 06 | akitaonrails/ai-memorySolution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendors | Rust | +208 | 9,864 |
| 07 | android/skills暂无简介 | Kotlin | +368 | 8,388 |
| 08 | stablyai/orcaOrca is the place for working with a fleet of agents (e.g. Grok Bot, Claude Code). Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime. | TypeScript | +829 | 95,296 |
| 09 | anthropics/claude-codeClaude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands. | TypeScript | +168 | 151,645 |
| 10 | sponsors/debpalashVoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages. | Python | +2,135 | 73,123 |
02 / MODELS
| 排名 | 模型 | 任务 | 收藏 | 下载 |
|---|---|---|---|---|
| 01 | Z-Image-Turbo | 文本生成图片 | 2,597 | 852,180 |
| 02 | MiniMax-H3 | — | 2,096 | 231,632 |
| 03 | Qwen3.8-27B | 视觉多模态理解 | 1,620 | 673,670 |
| 04 | Qwen3.8-Flash-Next | 视觉多模态理解 | 1,421 | 88,151 |
| 05 | DeepSeek-R1 | — | 1,411 | 927,554 |
| 06 | Qwen-Image-2.1 | 图片生成图片 | 1,327 | 54,599 |
| 07 | Qwen3-Coder-480B-A35B-Instruct | 文本生成 | 1,104 | 138,565 |
| 08 | IndexTTS-2 | 语音合成 | 1,009 | 215,054 |
| 09 | chatglm3-6b | — | 834 | 1,591,891 |
| 10 | Qwen3.8-2.4T-A95B | 文本生成 | 791 | 2,196 |
DEVELOPER VIEW
生态优势：给 Claude Code、Cursor 写 Skill 的门槛极低，且分发渠道已经出现——官方目录负责通用场景，垂类库负责深度场景。
免费且可私有化：VoiceStudio 把 ElevenLabs 的能力搬到本地，覆盖 646 种语言，适合隐私敏感或需要大批量处理的场景。
避免被单一厂商锁定：ai-memory 让记忆跟随人，而不是跟随工具，多 CLI 用户的现实痛点。
模型选型：Qwen3.8-Flash-Next 面向低延迟多模态；Qwen3-Coder-480B-A35B 适合仓库级代码任务；2.4T-A95B 则供需要极限能力的团队评估。
WORTH A STAR
1. anthropics/claude-plugins-official（+1383⭐）——官方维护意味着事实标准的候选，尽早了解目录结构，等于提前掌握下一代插件规范。
2. K-Dense-AI/scientific-agent-skills（+879⭐）——177 个经验证的技能加上 100 多个科学数据库接口，是当前领域最深的 Skills 实践样本，非科研人员也能借鉴它的技能拆分方式。
3. akitaonrails/ai-memory（+208⭐）——热度不高，但解决的是每个多 agent 用户都会遇到的问题，属于典型的小而关键的基础设施。
SOURCES & METHOD
GitHub Trending（项目热度、语言、Star） · ModelScope（模型任务、收藏与下载）
抓取日期：2026-10-18。排名是当日快照，指标可能随平台更新而变化。