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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.
documentation
by baz-scm
Communicating the intended behavior and context of code through clear documentation and comments, and sharing knowledge with the team.
claude-code-plugins
by melodic-software
"Start, restart, stop, and check loop lanes as named background Claude Code sessions seeded from canonical prompt files — the scripted replacement for the manual morning refresh (cancel loop, clear, re-paste the canonical prompt) across N lanes on a machine. start/restart first pull the repo and refresh the plugin marketplace, then launch each configured lane with its per-lane model/effort. consume-restarts reads each configured lane's telemetry restart_request and relaunches the stopped lanes that asked — the scheduled headless reader (#1653). Use when: 'launch my lanes', 'restart the loop lanes', 'start the work lanes', 'morning lane refresh', 'stop a lane', 'which lanes are running', 'lane status', 'consume restart requests', 'lane restart consumer', 'relaunch the lanes that asked'. Mutating and operator-initiated; never touches a session whose name is not a configured lane."
claude-code-plugins
by melodic-software
"Classify code comments for four residue shapes — history narration (\"used to… now…\"), plan/session references (\"Task 2 replaces the old…\", \"in this PR\"), conversational antecedents (\"per your request\", \"as you asked\"), and ticket/PR/branch back-references a future reader will never see — emitting Tier 1 (remove) and Tier 2 (review) findings with treatment guidance; read-only, no edits applied. Use when: 'comment residue', 'audit code comments', 'find stale/narrative comments', 'strip conversational comments', or before committing agent-written code — not for removing ALL comments, restating-the-code redundancy (that is /code-tidying:tidy's Beck tidyings), or markdown noise (use /audit-noise)."
claude-code-plugins
by melodic-software
"Orchestrate worker subagents to execute an approved plan — the main window composes scope-fenced briefs, dispatches workers, verifies their returns against direct evidence, and builds main-side instead of editing inline. Use when: 'dispatch this to workers', 'run this with subagents', 'execute the plan in parallel', 'fan the plan out', or the plan routes phases to worker surfaces or the session runs autonomously; for interactive all-inline execution use /implementation:implement instead."
claude-code-plugins
by melodic-software
"Prints the operator's read-only morning view for the current GitHub repo in one pass — open counts per queue label (needs-triage / ready / needs-decision / needs-human), the gh-native merge-ready PR list, parked decisions with their RECOMMENDED lines, and loop-lane telemetry freshness (last-cycle age + flags). Use when: 'morning brief', 'morning view', 'ops dashboard', 'what needs attention', 'daily standup view', 'operator morning pass', 'queues and merge-ready'. Read-only and gh-based — never mutates issues, PRs, labels, or comments."
claude-code-plugins
by melodic-software
"One-shot plain-language explainer — drops any concept, code, error, architecture, or the previous assistant response to genuinely plain words (concrete analogy, zero jargon), then layers altitude up only on request (high-school, then peer level). Use when: 'I don't understand this', 'I don't get it', 'what does this actually do', 'what does this mean', 'explain simply', 'ELI5', 'rephrase that'. Empty argument targets the previous assistant response (anaphora), so 'I don't get it' needs no topic named. This changes ALTITUDE — trades precision for plain words; when the ask is instead to reorganize a dense message faithfully without losing precision (chunk it one-decision-at-a-time, define its jargon, surface the decisions), that is a STRUCTURE change, adhd:clarify (if installed), not an altitude drop. Sibling to education:teach — hand off there for multi-session coaching; this is a single-shot comprehension check, not ongoing tutoring."
self-media-compliance-review
by JuneYaooo
"Use when auditing self-media videos, scripts, covers, subtitles, voiceover, product links, account copy, comments, articles, or publishing packages for platform violation risk; especially before final delivery or publishing after video production or clipping. Supports WeChat Channels, WeChat Official Accounts, Douyin, Kuaishou, Bilibili, Xiaohongshu, TikTok, and other platforms."
langchain4j-ai-services-patterns
by giuseppe-trisciuoglio
Provides patterns to build declarative AI Services with LangChain4j using interface-based patterns, annotations, memory management, tools integration, and advanced application patterns. Use when implementing type-safe AI-powered features with minimal boilerplate code in Java applications.
spring-boot-openapi-documentation
by giuseppe-trisciuoglio
Provides patterns to generate comprehensive REST API documentation using SpringDoc OpenAPI 3.0 and Swagger UI in Spring Boot 3.x applications. Use when setting up API documentation, configuring Swagger UI, adding OpenAPI annotations, implementing security documentation, or enhancing REST endpoints with examples and schemas.
process-reviews
by flonat
"Process referee comments from a reviews PDF into standardised tracking files: comment tracker, review analysis, and LaTeX verbatim transcription. Triggers: 'got referee comments', 'process reviewer feedback', 'R&R response'. Not for writing the response — this extracts and organises the comments."
database-design
by Leavesfly
数据库设计规范与优化指南
clinvar-database
by jimmc414
"Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or FTP, annotate VCFs, for genomic medicine."
mysql
by planetscale
Plan and review MySQL/InnoDB schema, indexing, query tuning, transactions, and operations. Use when creating or modifying MySQL tables, indexes, or queries; diagnosing slow/locking behavior; planning migrations; or troubleshooting replication and connection issues. Load when using a MySQL database.
typescript-satisfies-operator
by flpbalada
Guides proper usage of TypeScript's satisfies operator vs type annotations. Use this skill when deciding between type annotations (colon) and satisfies, validating object shapes while preserving literal types, or troubleshooting type inference issues.
smart-contract-security-review
by scalus3
Security review for Scalus/Cardano smart contracts. Analyzes @Compile annotated validators for vulnerabilities like redirect attacks, inexact value validation, missing token verification, integer overflow, and self-dealing. Use when reviewing on-chain code, before deploying validators, or when /security-review is invoked. Requires explicit path argument.
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)
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.
spec-driven-spock
by edmundmiller
Use Spock 2.x metadata annotations (@Title, @Narrative, @Subject, @See, @Issue, @PendingFeature, @Unroll, @Snapshot) to make Spock specs act as executable design documentation — each spec tied to the ADR, ticket, or design doc it exercises. Use this skill whenever the user is writing or refactoring a Spock test, drafting an ADR that should ship with an executable contract, pinning design decisions to tests, splitting a large spec, marking unimplemented behaviour as pending, or wants the test suite to read as a self-documenting checklist of what the design promises — even if they do not explicitly mention Spock annotations.
hunk-review
by edmundmiller
Review and steer live Hunk diff sessions, inspect focused files/hunks, navigate, reload sources, resume worktree reviews, and add validated inline comments. Use when the user has Hunk open, asks for an interactive diff review, mentions Hunk comments, or wants to resume a paired agent/Hunk worktree.
jj-history-investigation
by edmundmiller
Investigate jj commit history, split commits, annotate file changes, and clean up redundant commits. Use when debugging history, splitting large commits, or explicitly authorized history rewrites.
pr-review
by edmundmiller
Review GitHub pull requests with structured analysis and gh CLI integration. Use when asked to "review a PR", "check my PRs", "review pull request", or help with code review workflows.
tufte-test
by edmundmiller
Review charts with a simple Tufte-style rubric. Use when judging whether a chart is clean, honest, readable, and insight-forward, or when iterating on a visualization until it passes a concise quality bar.