注释
代码注释与标注
agentic-docs
petekp
Write clear, plain-spoken code comments and documentation that lives alongside the code. Use when writing or reviewing code that needs inline documentation like file headers, function docs, architectural decisions, or explanatory comments. Works well for both human readers and AI coding assistants who see one file at a time.
clustermarkers
pwwang
Finds differentially expressed genes (markers) for clusters of T/B cells using Seurat's FindMarkers function. Performs statistical testing between clusters, identifies cluster-defining genes, and automatically runs pathway enrichment analysis (via Enrichr) on significant markers. Generates publication-ready visualizations including volcano plots, dot plots, heatmaps, and enrichment plots.
celltypeannotation
pwwang
Annotates cell clusters with biological cell type labels using multiple methods: direct assignment, ScType, scCATCH, hitype, or CellTypist. This process is essential for interpreting clustering results by assigning meaningful biological identities to each cluster.
seuratmap2ref
pwwang
Map query single-cell datasets to high-quality reference atlases using Seurat's reference mapping workflow. Performs label transfer, UMAP projection, and integration with reference annotations without modifying query expression data. Enables transfer learning from curated atlases like Azimuth PBMC or custom tissue-specific references.
imaging-data-commons
ImagingDataCommons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Invoke for any question about IDC collections, cancer imaging datasets, DICOM data access, radiology (CT, MR, PET) or pathology AI training sets, metadata queries, visualization, or license checks — even when the user doesn't explicitly mention "IDC". No authentication required.
anti-fable
HughYau
Transform dense technical, scientific, cybersecurity, computing, network, or life-science research questions into clear source-domain-neutral fables for non-specialists. Use when the user asks to allegorize, fable-ize, turn complex research into a metaphorical story, explain without jargon, produce both plain and more imaginative fable versions, or reduce listener association with the original field while preserving the reasoning structure.
create-controller
jim60105
Create an API controller for a given entity in an ASP.NET Core Web API project. Use when the user wants to scaffold a new controller, create REST API endpoints, or set up CRUD operations with Entity Framework Core and OpenAPI annotations.
readwise-search
edwinhu
Search Readwise highlights. Use when the user wants to find highlights, quotes, notes, or annotations from their reading library. Triggers on "search highlights", "find in readwise", "what did I highlight about", "my notes on".
readwise
edwinhu
This skill should be used when the user asks to "search Readwise", "find highlights", "get quotes from my reading", "add highlights to notebook", "search my annotations", "get full document text", "fetch article content", "add tagged documents to notebook", or needs to query their Readwise library.
triage-pr-reviews
k1LoW
Triages unresolved PR review comments using gh-pr-reviews. Analyzes code context and classifies each comment as Agree / Partially Agree / Disagree. Use when the user wants to triage, review, or analyze unresolved PR comments.
reddit-commenter
rokpiy
A skill for writing natural and valuable comments on Reddit communities. Includes the complete workflow from subreddit exploration, comment writing, review, posting, to tracking.
build-review-persona
doodledood
Build a personalized PR review skill by mining GitHub review history. Extracts review patterns, communication style, priorities, and blind spots — generates a calibrated review-as-me skill that posts inline comments on PRs. Use for onboarding, cloning review style, or creating a reviewer persona.
address-pr-comments
doodledood
'Triage and fix PR review comments. Reads comments, filters false positives (outdated, misread, wrong context, style preference), validates relevance against current diff, and fixes valid ones with confirmation. Use when: "fix pr comments", "address review feedback", "handle pr feedback".'
rebase-on-main
doodledood
Update main/master from origin, rebase current branch on it, resolve conflicts, and push.
explain-algorand-x402-python
algorand-devrel
Explain the x402-avm Python package for Algorand payment protocol integration. Use when developers ask about x402 Python package structure, extras installation ([avm], [evm], [svm], [fastapi], [flask], [httpx], [requests], [all]), signer protocols (ClientAvmSigner, FacilitatorAvmSigner), async vs sync variants, registration patterns, or algosdk encoding boundaries. Strong triggers include "how does x402 work in Python?", "explain x402-avm Python package", "what extras do I install?", "ClientAvmSigner vs FacilitatorAvmSigner", "algosdk encoding in x402", "async vs sync x402 Python", "how do I sign Algorand transactions in x402?", "msgpack_decode expects base64".
go-standards-audit
gopherguides
WHEN: User wants to validate their Go project against Gopher Guides coding standards, check documentation completeness, review concurrency patterns, or validate project structure. WHEN NOT: Quick one-off Go questions (use the gopher-guides skill), or linting (use go-lint-audit).
explaining-code
Geeksfino
Explains code clearly and thoroughly. Use when asked to explain, clarify, or teach about code snippets, functions, or concepts.
interviewing
dhruvbaldawa
Systematic questioning to clarify requirements, goals, and constraints. Use when there's ambiguity about what the user wants, hidden complexity needs uncovering, or you need to understand before proceeding. Triggers on unclear requirements, vague goals, or when other skills encounter fundamental ambiguity.
xlsx-122B
Qwen-Applications
Use when handling spreadsheet tasks in .xlsx files with the released 122B created-from-scratch skill
xlsx
Qwen-Applications
"Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Qwen-Agent needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas"
github-issue-creator
EdanStarfire
Create well-structured GitHub issues focused on user problems and outcomes, not implementation. Use when user reports bugs or requests features to ensure clear, testable requirements without premature implementation details.
github-issue-reader
EdanStarfire
Fetch and analyze GitHub issue details including comments, metadata, and discussion context. Use when user mentions issue numbers, URLs, or you need to understand implementation requirements from a GitHub issue.
data-visualizer
oakoss
'Charts, dashboards, and data visualizations using Recharts, Chart.js, and D3.js. Use when building charts, dashboards, or interactive data displays. Use for chart type selection, data storytelling, annotation patterns, responsive design, accessibility, and performance optimization.'
explain
imgly
Explain how CE.SDK Web features work — concepts, architecture, and workflows. Covers React, Vue.js, Svelte, Angular, Electron, Vanilla JavaScript, Node.js, Nuxt.js, Next.js, SvelteKit. Use when the user says "explain", "how does X work", "walk me through", "what is", or "describe" and wants to understand a CE.SDK concept for Web development. Generates custom markdown explanations with diagrams and code examples. Not for looking up existing docs (use docs-{framework}) or writing code (use build). <example> Context: User wants to understand how text layers work user: "Explain how text layers work in CE.SDK" assistant: "I'll use /cesdk:explain to generate a detailed explanation." </example> <example> Context: User needs a concept explained user: "How does the block hierarchy work for video editing?" assistant: "Let me use /cesdk:explain to explain video block hierarchy." </example>