Writing
Content writing and editing
citation-guard
by jmagly
@.aiwg/research/docs/grade-assessment-guide.md - GRADE methodology
qa-protocol
by jmagly
QA templates: templates/governance/qa-checklist.md
anndata-data-structure
by jaechang-hits
"Annotated data matrices for single-cell genomics. AnnData stores expression data (X) with observation metadata (obs), variable metadata (var), layers, embeddings (obsm/varm), graphs (obsp/varp), and unstructured data (uns). Use for .h5ad/.zarr file handling, dataset concatenation, and scverse ecosystem integration. For analysis workflows use scanpy; for probabilistic models use scvi-tools."
testing
by mcouthon
"Behavioral testing strategy — deciding what to test and how. Use when writing tests, reviewing test quality, or fixing tests that test mocks instead of behavior. Triggers on: 'use testing mode', 'write tests', 'test strategy', 'tests are brittle', 'tests test mocks', 'improve test quality', 'what should I test'. Full access mode - can write and run tests."
plan
by tkersey
Produce essay-heavy, decision-complete plans in proposed_plan block format. Use when asked to run $plan, turn a project brief into an execution-ready architecture plan, or iteratively refine strategy; optionally export to iterative plan-N.md files (max N=5) when explicitly requested outside Plan Mode.
solid
by ramziddin
Use this skill when writing code, implementing features, refactoring, planning architecture, designing systems, reviewing code, or debugging. This skill transforms junior-level code into senior-engineer quality software through SOLID principles, TDD, clean code practices, and professional software design.
knowledge-ingest
by QuixiAI
Ingest URLs, documents, and text into the memory system as structured knowledge
macos-design-guidelines
by ehmo
Apple Human Interface Guidelines for Mac. Use when building macOS apps with SwiftUI or AppKit, implementing menu bars, toolbars, window management, or keyboard shortcuts. Triggers on tasks involving Mac UI, desktop apps, or Mac Catalyst.
agent-orchestration
by yonatangross
Agent orchestration patterns for agentic loops, multi-agent coordination, alternative frameworks, and multi-scenario workflows. Use when building autonomous agent loops, coordinating multiple agents, evaluating CrewAI/AutoGen/Swarm, or orchestrating complex multi-step scenarios.
roslynskills-research
by DNAKode
Roslyn-first C#/.NET coding workflow using RoslynSkills (roscli). Use when user asks for symbol navigation, semantic context, structured refactors (rename/transactions), workspace-backed diagnostics triage, or evidence capture for benchmark runs. Avoid for non-C# repos or tasks that do not need semantic certainty.
anndata
by jimmc414
This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling large-scale biological datasets. Use when tasks involve AnnData objects, h5ad files, single-cell RNA-seq data, or integration with scanpy/scverse tools.
export-system-prompt
by melodic-software
Export Claude Code's current system prompt to console or file
create-skill
by melodic-software
Create new skill scaffold with required structure. Use when starting a new skill from scratch or need proper YAML frontmatter template.
deep-interview
by aviz85
Conduct deep adaptive interviews to extract and organize knowledge into structured files and folders. Use when user says "interview me about X", "deep interview", "extract my knowledge", "build knowledge base from interview", "ask me questions about X", or wants to systematically capture expertise on any topic through guided questioning.
android-design-guidelines
by ehmo
Material Design 3 and Android platform guidelines. Use when building Android apps with Jetpack Compose or XML layouts, implementing Material You, navigation, or accessibility. Triggers on tasks involving Android UI, Compose components, dynamic color, or Material Design compliance.
pseudo-elements
by raphaelsalaja
Audit CSS for pseudo-element best practices and View Transitions API usage. Use when reviewing hover effects, decorative layers, or page transitions. Outputs file:line findings.
interview
by wcygan
Conduct an in-depth requirements interview to flesh out a plan or spec file. Ask non-obvious questions about technical implementation, UI & UX, tradeoffs, and concerns — then write the finalized spec back to the file. Use when you need to flesh out requirements, refine a spec, clarify a plan, or gather details before implementation. Keywords: interview, spec, plan, requirements, flesh out, questions, clarify spec, requirements gathering.
pptx
by appautomaton
"Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks"
podcast-workflow
by zephyrwang6
播客处理一站式工作流。支持两种入口： (1) 直接处理：提供 YouTube 链接，直接进入处理流程 (2) 更新检查：获取关注博主的最新更新，用户挑选后处理 功能：字幕提取 → content-digest 处理 → 自动保存飞书知识库。 触发词："获取播客更新"、"处理这个播客"、"播客工作流"、"有什么新播客"。
pptx
by zephyrwang6
"Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks"
web-scraper
by zephyrwang6
Fetch and extract content from web pages, converting HTML to clean markdown. Use when users want to read web articles, extract information from URLs, scrape web content, or when the built-in WebFetch tool fails due to network restrictions. Trigger when user provides URLs to read, asks to fetch web content, or needs to extract text from websites.
cover-letter
by proficientlyjobs
Write a tailored cover letter for a specific job posting
doc-sync
by solatis
Synchronizes docs across a repository. Use when user asks to sync docs.
email-writing-frameworks
by sachacoldiq
5 proven email writing frameworks for cold outreach - Do the Maths, Short-Trigger, Challenge of Similar Companies, Neutral Insight, and Leader Responsibilities. Use when writing cold emails, structuring outreach messages, or choosing the right framework for your ICP.