Coding

by taylorsatula

DO NOT COMMIT unless user explicitly tells you to. Use this skill EVERY SINGLE TIME before creating a git commit. Provides mandatory commit message format, staging rules, and post-commit summary requirements for the MIRA project

by dlants

Add bash command permissions to project-level or user-level magenta options. Use when a command needs to be permanently allowlisted.

by kasperjunge

Perform thorough code reviews with actionable feedback. Use when the user says "review", "/review", "code review", asks for feedback on code, wants a PR reviewed, or needs a second pair of eyes on their changes. Analyzes code for bugs, security issues, performance, maintainability, and best practices.

by kasperjunge

Generate perfect semantic commit messages from staged changes. Use when the user says "commit", "/commit", asks for a commit message, wants to commit changes, or needs help writing a commit. Analyzes git diff to produce conventional commit format messages with appropriate type, scope, and description.

by speakeasy-api

Use when asking what targets/sources are configured, or wanting to see current Speakeasy setup

by speakeasy-api

Use when SDK methods have auto-generated names like GetApiV1Users, or wanting `sdk.users.list()` style naming

by elbwalker

Use when working with destinations, understanding the destination interface, or learning about env pattern and configuration. Covers interface, lifecycle, env mocking, and paths.

by WellApp-ai

Review code changes against hard rules and conventions

by khaneliman

Conduct thorough, actionable code reviews focusing on critical issues. Use when reviewing pull requests, analyzing code changes, identifying bugs, security vulnerabilities, or suggesting improvements that developers will actually implement.

by khaneliman

Manages Nix flakes, inputs, dependency resolution, and performance optimization. Use when working with flake.nix, updating inputs, debugging evaluation errors, optimizing flake performance, or composing multi-flake architectures.

by khaneliman

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

by khaneliman

Nix naming conventions and code style. Use when naming variables, files, or organizing attributes in Nix code.

by khaneliman

Nix module option types and definition patterns. Use when defining options with mkOption, choosing types, or creating submodules.

by WellApp-ai

Automated code review using ReadLints and Shell for technical validation

by WellApp-ai

Test web app UI using Browser MCP and Storybook

by khaneliman

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

by harperreed

Native macOS/iOS app performance profiling via xctrace/Time Profiler and CLI-only analysis of Instruments traces. Use when asked to profile, attach, record, or analyze Instruments .trace files, find hotspots, or optimize native app performance without opening Instruments UI.

by harperreed

Use when you learn something worth preserving, complete a project milestone, discover user preferences, or need to recall past context - search before create, tag consistently, verify retrieval

by vfarcic

Generate a feature request prompt for another dot-ai project. Use when you need a feature implemented in a sibling project (MCP server, controller, etc.) to unblock work in the current project.

by vfarcic

Create a release tag based on accumulated changelog fragments. Run when ready to cut a release.

by bonny

Project-specific git commit guidance for Simple History. Use when committing changes, especially across core and premium plugins.

by ahmedelgabri

This skill should be used when the user mentions GitHub PRs, issues, workflows, releases, or repository management. Triggers on keywords like "github", "gh", "pr", "pull request", "issue", "workflow", "actions", "release", "merge", "review", "ci", "check", or PR/issue number patterns like "#123".

by ahmedelgabri

This skill should be used when the user mentions Jujutsu version control, "jj" commands, working with jj repositories, or asks about Git to Jujutsu equivalents. Triggers on keywords like "jujutsu", "jj", "jj-vcs", "jj repo", "jj commit", "jj log", "jj new", "jj squash", "jj rebase", "jj bookmark", or questions about Jujutsu workflows and concepts.

by kalbasit

Navigation and restacking with Graphite (gt)

by CharlesWiltgen

Use when implementing App Shortcuts for instant Siri/Spotlight availability, configuring AppShortcutsProvider, adding suggested phrases, or debugging shortcuts not appearing - covers complete App Shortcuts API for iOS 16+

by CharlesWiltgen

AVCaptureSession, camera preview, photo capture, video recording, RotationCoordinator, session interruptions, deferred processing, capture responsiveness, zero-shutter-lag, photoQualityPrioritization, front camera mirroring

by CharlesWiltgen

Reference — AVCaptureSession, AVCapturePhotoSettings, AVCapturePhotoOutput, RotationCoordinator, photoQualityPrioritization, deferred processing, AVCaptureMovieFileOutput, session presets, capture device APIs

by CharlesWiltgen

Use when working with Codable protocol, JSON encoding/decoding, CodingKeys customization, enum serialization, date strategies, custom containers, or encountering "Type does not conform to Decodable/Encodable" errors - comprehensive Codable patterns and anti-patterns for Swift 6.x

by CharlesWiltgen

Use when implementing widgets, Live Activities, Control Center controls, or app extensions - comprehensive API reference for WidgetKit, ActivityKit, App Groups, and extension lifecycle for iOS 14+

by CharlesWiltgen

Use when debugging Foundation Models issues — context exceeded, guardrail violations, slow generation, availability problems, unsupported language, or unexpected output. Systematic diagnostics with production crisis defense.

by CharlesWiltgen

Use when implementing ANY Apple Intelligence or on-device AI feature. Covers Foundation Models, @Generable, LanguageModelSession, structured output, Tool protocol, iOS 26 AI integration.

by CharlesWiltgen

Use when working with ANY GPU rendering, Metal, OpenGL migration, shaders, frame rate, or display performance. Covers Metal migration, shader conversion, variable refresh rate, ProMotion, render loops.

by CharlesWiltgen

Use when integrating ANY iOS system feature - Siri, Shortcuts, Apple Intelligence, widgets, IAP, camera, photo library, photos picker, audio, axiom-haptics, axiom-localization, privacy. Covers App Intents, WidgetKit, StoreKit, AVFoundation, PHPicker, PhotosPicker, Core Haptics, App Shortcuts, Spotlight.

by CharlesWiltgen

Use when implementing or debugging ANY network connection, API call, or socket. Covers URLSession, Network.framework, NetworkConnection, deprecated APIs, connection diagnostics, structured concurrency networking.

by CharlesWiltgen

Use when implementing ANY computer vision feature - image analysis, object detection, pose detection, person segmentation, subject lifting, hand/body pose tracking.

by CharlesWiltgen

Use when localizing apps, using String Catalogs, generating type-safe symbols (Xcode 26+), handling plurals, RTL layouts, locale-aware formatting, or migrating from .strings files - comprehensive i18n patterns for Xcode 15-26

by CharlesWiltgen

Use when you see memory warnings, 'retain cycle', app crashes from memory pressure, or when asking 'why is my app using so much memory', 'how do I find memory leaks', 'my deinit is never called', 'Instruments shows memory growth', 'app crashes after 10 minutes' - systematic memory leak detection and fixes for iOS/macOS

by CharlesWiltgen

MetricKit API reference for field diagnostics - MXMetricPayload, MXDiagnosticPayload, MXCallStackTree parsing, crash and hang collection

by CharlesWiltgen

Use when debugging memory leaks from blocks, blocks assigned to self or properties, network callbacks, or crashes from deallocated objects - systematic weak-strong pattern diagnosis with mandatory diagnostic rules

by CharlesWiltgen

PHPicker, PhotosPicker, photo selection, limited library access, presentLimitedLibraryPicker, save to camera roll, PHPhotoLibrary, PHAssetCreationRequest, Transferable, PhotosPickerItem, photo permissions

by CharlesWiltgen

Use when needing thread-safe primitives for performance-critical code. Covers Mutex (iOS 18+), OSAllocatedUnfairLock (iOS 16+), Atomic types, when to use locks vs actors, deadlock prevention with Swift Concurrency.

by CharlesWiltgen

CoreML diagnostics - model load failures, slow inference, memory issues, compression accuracy loss, compute unit problems, conversion errors.

by CharlesWiltgen

CoreML API reference - MLModel lifecycle, MLTensor operations, coremltools conversion, compression APIs, state management, compute device availability, performance profiling.

by CharlesWiltgen

Use when implementing speech-to-text, live transcription, or audio transcription. Covers SpeechAnalyzer (iOS 26+), SpeechTranscriber, volatile/finalized results, AssetInventory model management, audio format handling.

by Coooolfan

Create GitHub releases with properly formatted release notes. Use when: (1) Publishing a new version/release, (2) Generating release notes from commits, (3) User mentions release, 发版, 发布版本, or asks to create a GitHub release.

by iamzhihuix

Minimal Chrome DevTools Protocol tools for browser automation and scraping. Use when you need to start Chrome, navigate pages, execute JavaScript, take screenshots, or interactively pick DOM elements. Triggers include "browse website", "scrape page", "take screenshot", "automate browser", "extract DOM", "web scraping".

by benchflow-ai

Analyze failed GitHub Action jobs for a pull request.

by benchflow-ai

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

by benchflow-ai

Parse scheduling constraints from a email text.

by benchflow-ai

Manage Gmail - send, read, search emails, manage labels and drafts. Use when user wants to interact with their Gmail account for email operations.

by benchflow-ai

Manage Google Calendar - search, create, update events and answer calendar questions. Use when user wants to interact with their Google Calendar for scheduling and calendar operations.

by benchflow-ai

Harbor framework for agent evaluation. Use when: (1) Running harbor commands (harbor run, harbor tasks check), (2) Creating/validating SkillsBench tasks, (3) Understanding task format or debugging failures.

by benchflow-ai

Implement mHC (Manifold-Constrained Hyper-Connections) for stabilizing deep network training. Use when implementing residual connection improvements with doubly stochastic matrices via Sinkhorn-Knopp algorithm. Based on DeepSeek's 2025 paper (arXiv:2512.24880).

by benchflow-ai

Generates nginx-sites-available-default configuration file for serving the Vue application on Debian/Ubuntu-based nginx installations.

by benchflow-ai

Automated Planning utilities for loading PDDL domains and problems, generating plans using classical planners, validating plans, and saving plan outputs. Supports standard PDDL parsing, plan synthesis, and correctness verification.

by openshift

Comprehensive PR review for oc (OpenShift CLI). Runs build, tests, and linting, then applies Go style improvements and provides detailed code review feedback.

by benchflow-ai

Automatically applies when configuring Python project packaging. Ensures proper pyproject.toml setup, project layout, build configuration, metadata, and distribution best practices.

by benchflow-ai

Deterministic handbook-grounded retrieval and thermocouple computations for reflow profile compliance outputs such as ramp, TAL, peak, feasibility, and selection.

by benchflow-ai

Manage SSL/TLS certificates and diagnose certificate issues. Use when the user says "cert expiring", "SSL error", "certificate problem", "renew certificate", "check certificate", "HTTPS not working", or asks about TLS/SSL.

by aviatesk

MUST invoke before creating any git commit.

by ruvnet

Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.

by ruvnet

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.

by ruvnet

Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

by ruvnet

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.

by ruvnet

Quantum-resistant, self-learning version control for AI agents with ReasoningBank intelligence and multi-agent coordination

by ruvnet

Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus

by ruvnet

Comprehensive Flow Nexus platform management - authentication, sandboxes, app deployment, payments, and challenges

by ruvnet

Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform

by ruvnet

Comprehensive GitHub code review with AI-powered swarm coordination

by ruvnet

Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration

by ruvnet

Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management

by ruvnet

Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory