Comments
Code comments and annotations
ocm-sdk
by andreibesleaga
How to use the ocm SDK. For access to more information, try out the ocm MCP server.
fan-skill
by AI4S-YB
AI-powered plant bioinformatics and breeding analysis engine. From biological question to publication-ready results — consultation, analysis, interpretation, and visualization. Knowledge-base driven with B+C dual-mode decision architecture.
IOBRskill
by IOBR
End-to-end bulk RNA-seq / microarray tumor microenvironment (TME) analysis using the IOBR R package. Covers data preprocessing, gene annotation, TME deconvolution (CIBERSORT/MCPcounter/EPIC/xCell/ESTIMATE/TIMER/quanTIseq/IPS), signature scoring (PCA/ssGSEA/Z-score), ligand-receptor analysis, pathway enrichment, survival modeling, and Nature-style visualization. Use this skill when the user mentions: tumor microenvironment analysis, TME deconvolution, immune infiltration analysis, 肿瘤微环境分析, 肿瘤微环境解析, 免疫浸润分析, ligand-receptor analysis, 受体配体分析, IOBR, immune cell deconvolution, CIBERSORT, MCPcounter, ESTIMATE, or any bulk RNA-seq immuno-oncology workflow. Also trigger on /IOBRskill.
code-documentation
by ilude
Guidelines for self-explanatory code and meaningful documentation. Activate when working with comments, docstrings, documentation, code clarity, API documentation, JSDoc, or discussing code commenting strategies. Guides on why over what, anti-patterns, decision frameworks, and language-specific examples.
optimizing-queries
by galihcitta
Analyzes and optimizes SQL/NoSQL queries for performance. Use when reviewing query performance, optimizing slow queries, analyzing EXPLAIN output, suggesting indexes, identifying N+1 problems, recommending query rewrites, or improving database access patterns. Supports PostgreSQL, MySQL, SQLite, MongoDB, Redis, DynamoDB, and Elasticsearch.
refactor
by peth-eth
Maintenance-day runner — deletes dead weight (legacy, deprecated, AI slop, stubs, bad comments), then runs jscpd, knip/vulture, madge (circular deps), ESLint/Biome/ruff, fixes weak types properly (research + replace), removes unjustified try/catch, consolidates shared types, and scans for structural issues. Language-agnostic. Use when paying down tech debt or doing periodic cleanup.
Schema
by andrueandersoncs
This skill should be used when the user asks about "Effect Schema", "Schema.Struct", "Schema.decodeUnknown", "data validation", "parsing", "Schema.transform", "Schema filters", "Schema annotations", "JSON Schema", "Schema.Class", "Schema branded types", "encoding", "decoding", "Schema.parseJson", or needs to understand how Effect handles data validation and transformation.
development-philosophy
by ilude
Personal development philosophy emphasizing experiment-driven, fail-fast approach. Activate when planning implementations, reviewing code architecture, making design decisions, or when user asks to apply development principles. Guides against over-engineering and towards solving real problems with simple solutions. (project, gitignored)
github-code-review
by ariffazil
"Review PRs: diffs, inline comments via gh or REST."
-- RDF 1.2 specification references ------------------------------------------
by kurtcagle
This code lets you access a jena-fuseki database from within a Claude chat instance, as well as host it.
paper-discovery
by Bugliiiiii
Find, verify, and curate academic papers from scholarly metadata sources. Use when discovering literature, finding SCI/SSCI journal papers for a topic, restricting results by year/journal/ISSN, collecting DOI-backed citations, comparing relevance, producing a curated bibliography, or exporting to Zotero / BibTeX / RIS / CSL-JSON for a manuscript, review, related-work section, or research plan.
github-issues
by ariffazil
"Create, triage, label, assign GitHub issues via gh or REST."
lombok-patterns
by emvnuel
Lombok annotations and best practices for Java 21+ projects. Use when reducing boilerplate, configuring builders, or choosing between Lombok and Records.
mapstruct-patterns
by emvnuel
Constructor-based MapStruct mapping for compile-time safety in Jakarta EE. Use when implementing DTO mapping or using @Default annotations.
tekion-approval-notes-on-ro-pdf
by joecastelino
How to get RO approval information / approval notes (additional warranty hours approvals, warranty job approvals, recommendation approvals) to print on a Tekion RO / invoice PDF. Covers the prerequisite Service Settings + support ticket, the PDF Configurator toggle, and where the live UI differs from the KB article. Use when Joe or a store asks "how do I get the approval notes on the RO PDF" or "approvals aren't printing on the warranty invoice".
agent-notion
by shhac
Notion CLI for humans and LLMs. Use when: - Searching Notion pages or databases by title - Querying database rows with filters and sorts - Reading page properties and content (as markdown or structured blocks) - Creating, updating, or archiving pages - Reading or appending block content (markdown or JSON blocks) - Listing or adding comments on pages (page-level or inline on specific text) - Exporting pages or entire workspaces as markdown/HTML - Finding backlinks (pages that link to a given page) - Viewing version history snapshots of a page - Checking recent workspace or page activity - Chatting with Notion AI (send messages, list threads, stream responses) - Listing available Notion AI models - Managing Notion OAuth, integration token, or desktop session auth Triggers: "notion page", "notion database", "notion search", "query notion", "notion block", "notion comment", "notion auth", "notion content", "search notion", "create notion page", "notion workspace", "notion export", "notion backlinks", "notion history", "notion activity", "inline comment", "version history", "page activity", "notion ai", "ai chat", "notion chat", "ai model"
rest-api-design
by emvnuel
REST API design patterns and MicroProfile OpenAPI documentation. Use when designing endpoints, choosing HTTP methods, status codes, or documenting APIs with OpenAPI annotations.
fullsolve
by sequant-io
"Complete issue resolution with integrated quality loops - spec → exec → test → qa with auto-fix iterations"
cria-grappling-motion-lab
by ringuemkt-rgb
Use for CRIA DO TATAME grappling motion capture, video corpus intake, pose/contact reconstruction, biomechanical annotation, motion-reference production, dataset QA and handoff into Grappling Runtime and Sprite Forge. Rights, source provenance and expert review are fail-closed.
writing-style
by timmo001
Write commit messages, PR and issue text, docs (README), code comments, and user-facing strings (notifications, UI labels, toasts, error messages) in the project owner's voice: concise, human, UK English, no em-dashes, no robotic or marketing tone. Use when writing, editing, or reviewing these, including requests to make writing sound natural or remove jargon. Keep the meaning and follow the repo's established writing style.
ns-principle-explain-the-number
by noahdgrant
"Apply before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think."
receiving-code-review
by ayeo-io
"Answering review comments: check each against the code, push back with reasons, record the outcome."
Omega Critique
by SpiralCloudOmega
LLM Council peer review system — anonymous 3-stage review, scoring rubrics, quorum consensus, signal-to-noise filtering, structured findings, pattern detection, and git diff integration for code, architecture, and security audits.
code-review-expert
by coreindustries
"Expert code review of current git changes with a senior engineer lens: SOLID, security, performance, error handling, boundary conditions."