Skill.md files: teach Claude once, not every chat.

• SKILL.md

---
name: excalidraw-diagram
description: Create Excalidraw diagram JSON files that make visual arguments. Use when the user wants to visualize workflows, architectures, or concepts.
---

• SKILL.md

---
name: avoid-ai-writing
description: Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells," or "make this sound less like AI." Supports a detect-only mode, an edit-in-place mode for files, an optional voice profile (casual / professional / technical / warm / blunt), and an iterate-to-convergence pass.
---

• SKILL.md

---
name: ai-writing-detector
description: Use when the user asks to detect, scan, audit, score, or flag AI-writing patterns without rewriting the text, including requests for a deterministic local detector result when the host can execute Node.
---

• SKILL.md

---
name: avoid-ai-writing-router
description: Use when a request combines AI-writing audit, rewrite, file editing, voice preservation, false-positive interpretation, verification, or when the user invokes Avoid AI Writing without naming a mode.
---

• SKILL.md

---
name: avoid-ai-writing
description: Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells," or "make this sound less like AI." Supports a detect-only mode, an edit-in-place mode for files, an optional voice profile (casual / professional / technical / warm / blunt), and an iterate-to-convergence pass.
---

• SKILL.md

---
name: false-positive-reviewer
description: Use when a user asks what AI-writing flags mean, whether detector output proves AI authorship, or wants a careful interpretation of possible false positives, especially for academic, hiring, publication, disciplinary, or other consequential decisions.
---

• SKILL.md

---
name: file-edit-in-place
description: Use when the user names a local file and explicitly asks to clean, rewrite, humanize, or remove AI-writing patterns in that file itself, with minimal targeted edits and post-edit verification.
---

• SKILL.md

---
name: preservation-verifier
description: Use when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes, tables, links, paths, numbers, headings, and residual AI-pattern regressions.
---

• SKILL.md

---
name: voice-preserving-rewriter
description: Use when the user asks to rewrite, humanize, clean up, or remove AI-isms from text while preserving the writer's voice, facts, intent, structure, register, and protected material.
---

• SKILL.md

---
name: transformer-attention
description: Use when reasoning about Transformer self-attention, multi-head attention, positional encoding, masked decoder attention, or why attention replaced recurrence/convolutions in sequence models; not for generic NLP or unrelated attention topics.
---

• SKILL.md

---
name: translate-skill
description: 将 mattpocock/skills 的内容翻译、刷新或复核到简体中文本地化仓库 vinvcn/mattpocock-skills-zh-CN 时使用这个项目级 skill。适用于 skill files、README content、CLAUDE.md、GLOSSARY.md、docs，以及其他需要保留行为关键 identifiers 的上游用户可见内容。
---

• SKILL.md

---
name: ask-matt
description: 询问当前情境适合哪个技能或流程；它是本仓库所有 skills 的路由器。
---

• SKILL.md

---
name: code-review
description: 从固定点（commit、branch、tag 或 merge-base）开始，按 Standards（代码是否符合本仓库记录的编码标准？）和 Spec（代码是否符合来源 issue/spec 的要求？）两个轴线审查变更。两个审查会在并行子代理中运行，并并排报告。适用于用户想审查 branch、PR、进行中的变更，或要求“review since X”时。
---

• SKILL.md

---
name: codebase-design
description: 用于设计深模块的共享词汇。适用于用户想设计或改进模块接口、寻找深化机会、决定 seam 放在哪里、让代码更容易测试或更适合 AI 导航，或其他技能需要深模块词汇时。
---

• SKILL.md

---
name: diagnosing-bugs
description: 面向棘手缺陷和性能回退的诊断循环。适用于用户说 “diagnose” / “debug this”，或报告某些东西 broken、throwing、failing、slow 时。
---

• SKILL.md

---
name: domain-modeling
description: 构建并打磨项目的领域模型。适用于讨论 codebase 术语、编写或编辑 GLOSSARY.md，或记录或编辑 ADR。
---

• SKILL.md

---
name: grill-with-docs
description: 一个用来打磨计划或设计的持续追问式访谈，并在过程中创建文档（ADRs 和词汇表）。
---

• SKILL.md

---
name: implement-spec
description: 在代码中实现 /to-spec 和 /to-tickets 的产出。
---

• SKILL.md

---
name: implement
description: 基于 spec 或 ticket 集合实现一段工作。
---

• SKILL.md

---
name: improve-codebase-architecture
description: 扫描代码库中的深化机会，生成可视化 HTML 报告，然后围绕你选中的候选项继续追问。
---

• SKILL.md

---
name: pr
description: 用于撰写 PR 正文。适用于用户要求起草、改写或改进 PR 正文，或希望 PR 更便于审阅时。
---

• SKILL.md

---
name: prototype
description: 构建一次性原型来回答一个设计问题。适用于用户想验证某个 state model 或 logic 是否感觉对，或探索 UI 应该长什么样时。
---

• SKILL.md

---
name: research
description: 对照高可信一手来源调研问题，并把发现保存为仓库中的 Markdown 文件。适用于用户想调研主题、收集文档或 API 事实，或把阅读工作委托给后台代理时。
---

• SKILL.md

---
name: retro
description: 对一次 coding session 做 retrospective。
---