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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
司南：个性化 AI 任务总控 Skills 系统 /COMPASS: Personal Alignment Skills OS for AI Agents
| Date | Stars |
|---|---|
| 2026-07-24 | 647 |
| 2026-07-25 | 650 |
| 2026-07-28 | 666 |
| 2026-07-30 | 671 |
| 2026-07-31 | 672 |
| 2026-08-06 | 672 |
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Momentum
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<p align="center"> <img src="assets/compass-logo.png" alt="COMPASS Skills logo" width="760"> </p> <h1 align="center">COMPASS Skills</h1> <p align="center"> <a href="https://github.com/dongshuyan/compass-skills/stargazers"><img alt="GitHub stars" src="https://img.shields.io/github/stars/dongshuyan/compass-skills?style=for-the-badge&logo=github"></a> <a href="https://github.com/dongshuyan/compass-skills/forks"><img alt="GitHub forks" src="https://img.shields.io/github/forks/dongshuyan/compass-skills?style=for-the-badge&logo=github"></a> <a href="LICENSE"><img alt="License" src="https://img.shields.io/github/license/dongshuyan/compass-skills?style=for-the-badge"></a> <img alt="Status alpha" src="https://img.shields.io/badge/status-alpha-orange?style=for-the-badge"> <a href="https://linux.do/"><img alt="Linux.do" src="https://img.shields.io/badge/Linux.do-open--source-F59E0B?style=for-the-badge"></a> </p> <p align="center"> <a href="README.zh.md">中文</a> · <a href="SECURITY.md">Security</a> · <a href="LICENSE">License</a> </p> > **Start here: [Use & develop your own Skill ecosystem](https://dongshuyan.com/compass-skills/skill-writing-tutorial.html)** > > A practical tutorial for using `SKILL.md`, auditing reusable skills, drafting skills with AI, extracting real workflows, and building a local Skill ecosystem. ```bash npx skills add dongshuyan/compass-skills --skill '*' -a claude-code ``` COMPASS Skills gives AI agents seven local skills: four runtime collaboration skills, two run-history skill-engineering skills, and one academic humanization skill for avoiding and removing AI-sounding prose. The project currently ships seven `SKILL.md` skills: | Skill | Purpose | | --- | --- | | [`task-clarifier`](skills/task-clarifier/) | Aligns goals, scope, evidence, acceptance criteria, and risk boundaries before ambiguous, costly, or externally visible work. | | [`task-forest`](skills/task-forest/) | Maintains a repo-local task forest / DAG with goals, subtasks, dependencies, progress, deviations, todos, decisions, and conversation history. | | [`session-handoff-prompt`](skills/session-handoff-prompt/) | Compresses the current AI conversation's goal, progress, constraints, and next steps into a paste-ready prompt for a new AI conversation. | | [`user-profile-keeper`](skills/user-profile-keeper/) | Maintains a local, auditable, correctable collaboration profile for communication preferences, risk style, and recurring working context. | | [`run-history-skill-builder`](skills/run-history-skill-builder/) | Turns completed or repeatedly refined run history into a new reusable skill package or a reviewed skill-design plan. | | [`run-history-skill-upgrader`](skills/run-history-skill-upgrader/) | Automatically turns session evidence from real execution, encountered and resolved difficulties, validation results, and user feedback into an upgrade plan for an existing skill, forming the simplest controlled self-evolution loop; it applies changes only after explicit approval. | | [`academic-humanizer`](skills/academic-humanizer/) | Helps write or revise English and Chinese academic prose by removing formulaic AI-like patterns and restoring a natural scholarly voice while preserving claims, evidence strength, and logical relations. | For multi-skill repositories, install only the functions you actually need. The `run-history` pair supports skill engineering; `academic-humanizer` helps authors avoid AI-sounding language while drafting and remove it from existing academic prose. ## Quick Start List the available skills before installing: ```bash npx skills add dongshuyan/compass-skills --list ``` Install all skills for Claude Code: ```bash npx skills add dongshuyan/compass-skills --skill '*' -a claude-code ``` Install all skills for both Codex and Claude Code: ```bash npx skills add dongshuyan/compass-skills --skill '*' -a codex -a claude-code ``` After installation, invoke the skills directly in an AI conversation: ```text
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:0fbd0783cbab2f02, topic:ai-agents, desc:ai agents, readme:ai agents
matched fp:0fbd0783cbab2f02, topic:developer-tools
matched fp:0fbd0783cbab2f02, topic:prompt-engineering
matched fp:0fbd0783cbab2f02, topic:workflow-automation