Comments
Code comments and annotations
mapbox-ios-patterns
by mapbox
Official integration patterns for Mapbox Maps SDK on iOS. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.
omnibox-spider
by Silent1566
Develop, write, debug, and improve OmniBox spider sources (爬虫源). Use when the user asks to write an OmniBox spider script (JS or Python), create a new spider source, fix or debug an existing OmniBox source, convert a third-party video site API into an OmniBox spider, or ask questions about OmniBox spider development (API, SDK, annotations, return formats, environment variables, etc.). Also triggers on phrases like 写爬虫, OmniBox 爬虫, 爬虫源, spider source, OmniBox 脚本, 帮我写采集站脚本.
docs-codebase
by vasilyu1983
Technical writing patterns for README files, API documentation, architecture decision records (ADRs), changelogs, contributing guides, code comments, and docs-as-code workflows. Covers documentation structure, style guides, Markdown best practices, and documentation testing.
project-astrology-tarot-divination
by vasilyu1983
Use when interpreting Tarot cards, designing spreads, performing readings, or building AI tarot features (daily card, card combinations, timing). Covers Major/Minor Arcana meanings, spread layouts (incl. Celtic Cross), reading ethics, and safe AI positioning. Not for medical/legal/crisis support or death/illness predictions. (project)
anti-fable
by 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.
interviewing
by 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.
documentation
by baz-scm
Communicating the intended behavior and context of code through clear documentation and comments, and sharing knowledge with the team.
documentation-guide
by akaszubski
Enforcement skill for consistent documentation standards
library-design-patterns
by akaszubski
Standardized library design patterns for autonomous-dev including two-tier design, progressive enhancement, non-blocking enhancements, and security-first architecture. Use when creating or refactoring Python libraries.
python-standards
by akaszubski
Python code quality standards (PEP 8, type hints, docstrings). Use when writing Python code.
comment-mode
by shipshitdev
Granular feedback on drafts without rewriting. Generates highlighted HTML with click-to-reveal inline comments. Use when user says "comment on this", "leave comments on", "give feedback on", or asks for feedback on a draft. Supports multiple lenses—editor feedback, POV simulation ("as brian would react"), or focused angles ("word choice only", "weak arguments"). A granular alternative to rewrites that lets users review feedback incrementally without losing their voice.
uniprot
by adaptyvbio
Access UniProt for protein sequence and annotation retrieval. Use this skill when: (1) Looking up protein sequences by accession, (2) Finding functional annotations, (3) Getting domain boundaries, (4) Finding homologs and variants, (5) Cross-referencing to PDB structures. For structure retrieval, use pdb. For sequence design, use proteinmpnn.
accelint-ts-documentation
by gohypergiant
Audit and improve JavaScript/TypeScript documentation including JSDoc comments (@param, @returns, @template, @example), comment markers (TODO, FIXME, HACK), and code comment quality. Use when asked to 'add JSDoc', 'document this function', 'audit documentation', 'fix comments', 'add TODO/FIXME markers', or 'improve code documentation'.
explain
by LM-Kit
Explains any topic in plain language. Type a word or phrase and get a clear, jargon-free explanation.
lobster-use
by the-omics-os
Runs bioinformatics analysis with Lobster AI -- single-cell RNA-seq, bulk RNA-seq, genomics (VCF/GWAS), proteomics (mass spec/affinity), metabolomics (LC-MS/GC-MS/NMR), machine learning (feature selection, survival analysis), drug discovery, literature search, dataset discovery, and visualization. Use when working with biological data, omics analysis, or bioinformatics tasks. Covers: H5AD, CSV, VCF, PLINK, 10X, mzML formats, GEO/SRA/PRIDE/MetaboLights accessions. TRIGGER PHRASES: "analyze cells", "search PubMed", "download GEO", "run QC", "cluster", "find markers", "differential expression", "UMAP", "volcano plot", "single-cell", "RNA-seq", "VCF", "GWAS", "proteomics", "mass spec", "metabolomics", "MetaboLights", "LC-MS", "metabolite", "feature selection", "survival analysis", "biomarker", "bioinformatics", "drug discovery", "pharmacogenomics", "variant annotation" ASSUMES: Lobster is installed and configured. For setup issues, tell user to run lobster config-test and fix any errors before proceeding.
python
by knoopx
Structures Python projects, writes type-hinted code, tests with pytest, and enforces quality with ruff and mypy. Use when setting up pyproject.toml, writing tests, adding type annotations, or formatting/linting code.
seuratmap2ref
by 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.
create-controller
by 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.
python-knowledge-patch
by Nevaberry
This skill should be used when writing Python code, using t-strings (template strings), deferred annotation evaluation, free-threaded Python, subinterpreters, zstd compression, or any Python features from 3.13+ (2024-2026).
civitai-mcp-ultimate
by timoncool
Ultimate MCP server for Civitai — search models, browse top images with prompts, download LoRAs/Checkpoints, analyze trends. Use when user asks about AI models, LoRAs, checkpoints, Stable Diffusion, Flux, image generation prompts, or Civitai.
reddit-commenter
by 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.
hebrew-writer
by baldiga
v5 — Write Hebrew content indistinguishable from a native Israeli human. Generates, rewrites, or detects AI patterns in Hebrew text. 9-layer system with Variation Fingerprint Engine: Hebrew-first thinking, 55+ AI pattern detection, Israeli voice injection, linguistic precision, rhythm engineering, self-audit scoring (95/100 threshold), adaptive voice cloning (Key Tells + style-extreme passages + calibration loop), Soul Layer (נשמה עמוקה), and Versatility Engine (מנגנון המגוון). v5 adds: Pre-Write Commitment Oath (Step 0), Soul-First Planning (Step 4b), Tier 1 Violation Scanner (Step 6.5), Tier 1 auto-fail severity system in Self-Audit, reordered Quick-Check Checklist (Tier 1 items first). Enforcement rebuild — all rules from v1-v4 already existed; v5 ensures they execute. Grounded in PNAS 2025 register-leveling research, Antislop ICLR 2026 (8,000+ pattern taxonomy), MATTR lexical diversity, and Hebrew argumentative discourse stance research (Frontiers 2025). Use when: writing Hebrew content, humanizing Hebrew text, checking Hebrew text for AI tells, or matching someone's Hebrew writing voice. Triggers: "write in Hebrew", "Hebrew content", "כתוב בעברית", "humanize Hebrew", "sound Israeli", "Hebrew blog", "Hebrew article", "rewrite in Hebrew", "detect AI Hebrew", "תכתוב לי", "shadow writer"
gene-database
by jimmc414
"Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis."
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.