Release Management Skill

Comprehensive release management workflow for TermIDE project that ensures code quality, version consistency, and proper changelog documentation before creating releases.

checks

Run all code quality checks

code-docs-align

Use when the user says '/code-docs-align', 'check if docs match code', 'verify docstrings', 'find stale comments', 'audit TODOs', 'check ref-doc accuracy', 'documentation accuracy', or wants to verify that documentation, docstrings, comments, and ref-docs actually reflect the current state of the code. This skill bridges /code-audit (code quality) and docs-assess (doc coverage) by checking ACCURACY — do the docs match what the code actually does?

HefestoAI

Pre-commit code quality guardian. Detects semantic drift in AI-generated code.

Hugging Science

Hugging Science is a curated, LLM-friendly index of scientific datasets, models, blog posts, and interactive demos for ML researchers. Use it when a scientific ML question lands in front of you — it's much higher signal than generic search and the entries are pre-filtered for quality and openness.

Swarm Gates

Static analysis quality gates for generated code.

air-Q Cloud

MCP server for air-Q Cloud API — access air quality data from anywhere

llm-docs-optimizer

Optimize documentation for AI coding assistants and LLMs. Improves docs for Claude, Copilot, and other AI tools through c7score optimization, llms.txt generation, question-driven restructuring, and automated quality scoring. Use when asked to improve, optimize, or enhance documentation for AI assistants, LLMs, c7score, Context7, or when creating llms.txt files. Also use for documentation quality analysis, README optimization, or ensuring docs follow best practices for LLM retrieval systems.

format-cc

Formats Claude Code files with markdownlint, prettier, and shellcheck. Use when user asks to "format my files", "fix markdown formatting", "clean up CLAUDE.md", or "check shell scripts". Auto-fixes markdown, JSON, YAML formatting and analyzes shell script quality.

rails-audit-thoughtbot

Perform comprehensive code audits of Ruby on Rails applications based on thoughtbot best practices. Use this skill when the user requests a code audit, code review, quality assessment, or analysis of a Rails application. The skill analyzes the entire codebase focusing on testing practices (RSpec), security vulnerabilities, code design (skinny controllers, domain models, PORO with ActiveModel), Rails conventions, database optimization, and Ruby best practices. Outputs a detailed markdown audit report grouped by category (Testing, Security, Models, Controllers, Code Design, Views) with severity levels (Critical, High, Medium, Low) within each category.

karpathy-llm-wiki

Use when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'.

Judges Panel

45 judges that evaluate AI-generated code for security, cost, and quality with built-in AST.

new-blog-post

Scaffold, draft, and validate a new DEV.to blog post. Use when: creating a new article, starting a new blog post, scaffolding a post, generating a cover image, checking post quality, validating front matter, fixing post formatting, or auditing an existing post.

Io.Github.MetriLLM/Metrillm

Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

Google Maps MCP Server

17 Google Maps tools for AI agents — geocode, search, directions, weather, air quality, and more.

android-development

Create production-quality Android applications following Google's official architecture guidance and NowInAndroid best practices. Use when building Android apps with Kotlin, Jetpack Compose, MVVM architecture, Hilt dependency injection, Room database, or multi-module projects. Triggers on requests to create Android projects, screens, ViewModels, repositories, feature modules, or when asked about Android architecture patterns.

smoothui-component-craft

Create, improve, fix, or review SmoothUI components with production-quality animations, accessibility, and performance. Orchestrates interface-craft, web-design-guidelines, rams, and vercel-react-best-practices skills for high-quality output. Use when the user wants to build a new component, add a variant, improve an existing component, fix a component bug, or review component quality in the SmoothUI project. Triggers on "create component", "build component", "new component", "add component", "improve component", "fix component", "review component", "add variant", "refactor component", or any component work in the smoothui monorepo.

Mongo Scout Mcp

Scout your MongoDB databases with AI - safety features, live monitoring, and data quality

benchmark-translate

Run a quality benchmark of the /translate skill by selecting stratified test keys, capturing ground truth, translating, judging with sub-agents, and compiling a regression report. Invoke with /benchmark-translate.

Bead Creator

Create a small, high-quality set of new Beads (“br” issues) for a repo based on quick repo understanding + a user-specified focus.

decomplect

Architectural code analysis for design quality. Evaluates simplicity (Rich Hickey), functional core/imperative shell (Gary Bernhardt), and coupling (Constantine & Yourdon). Use for design review or architectural assessment.

Io.Github.Iris Eval/Mcp Server

The agent eval standard for MCP. Score every agent output for quality, safety, and cost.

Lightpaper Mcp

API-first publishing platform. Publish markdown as permanent web pages with quality scoring.

ai-image-generator

Generate AI images using Gemini or GPT APIs directly. Covers model selection (Gemini for scenes, GPT for transparent icons), the 5-part prompting framework, API calling patterns, multi-turn editing, and quality assurance. Produces photorealistic scenes, icons, illustrations, OG images, and product shots. Use when building websites that need images, creating marketing assets, or generating visual content. Triggers: 'generate image', 'ai image', 'create hero image', 'make an icon', 'generate illustration', 'create og image', 'ai art', 'image generation'.

air-Q

MCP server for direct HTTP communication with air-Q air quality sensor devices

code-completion

Quality gates checklist for completing code work before finishing implementation cycles

convex-doctor

Run convex-doctor static analysis, interpret findings, and fix issues across security, performance, correctness, schema, and architecture categories. Use when running convex-doctor, fixing convex-doctor warnings or errors, improving the convex-doctor score, or when asked about Convex code quality, static analysis, or linting Convex functions.

haiku-pilot

Haiku-first execution playbook: through deliberate prompt structure, sub-agent delegation, and quantitative escalation gates, get Haiku 4.5 to produce near-Opus quality on most tasks. Escalate to Sonnet/Opus only when gates trigger. Triggers: "haiku", "Haiku", "Haiku mode", "haiku-pilot". Do NOT use for: cost-only token optimization, file-count cognitive heuristic, agent dispatch table, CLAUDE.md / rules audit, harness health check. This SKILL is a runtime router + escalation gate, not a decision tree or directory.

code-modernization

Instructions for modernizing and refactoring existing C# / VB.NET code files. Use when asked to refactor, modernize, clean up, review, or improve existing source files in this repository. Covers upgrading to C# 14 / .NET 10 idioms, comment quality, spelling and grammar fixes, XML documentation, and readability improvements.

data-validation

Validates data against common and custom rules (required fields, formats, ranges). Use when checking data quality, input validation, or enforcing schemas and constraints.

clone-patterns

Learn From the Best — analyze patterns from any codebase and apply them to yours. Use when user wants to adopt best practices from another repo, compare code quality, or learn how top projects are structured.

codex-code-reviewer

Systematic code review workflow using zen mcp's codex tool. Use this skill when the user explicitly requests "use codex to check the code", "check if the recently generated code has any issues", or "check the code after each generation". The skill performs iterative review cycles - checking code quality, presenting issues to the user for approval, applying fixes, and re-checking until no issues remain or maximum iterations (5) are reached.

Image Prompting — Nano Banana & GPT Image 2

This skill writes image prompts. It does not generate images. The output is: model name + quality / size / aspect ratio + the prompt itself.

Io.Github.BenAHammond/Code Auditor Mcp

Code Quality Auditor: Analyze code for SOLID principles, DRY violations, and more

agent-project-development

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches. NOT for evaluating agent quality or building evaluation rubrics (use agent-evaluation), NOT for multi-agent coordination or agent handoffs (use multi-agent-patterns).

code-hygiene

Codebase health analysis: dead code, test quality, duplicates, complexity, security, architecture mapping. Tool-first, structured storage, forge integration.

magic-ui

Use this skill when users want to add, customize, or troubleshoot Magic UI components in React/Next.js projects. It covers component selection, shadcn registry installation (`@magicui/*`), integration patterns, and practical quality checks for accessibility and maintainability.

autocontext

Iterative strategy generation and evaluation system. Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check run status, or discover available scenarios. Provides LLM-based judging with rubric-driven scoring.

backpack-code-review-checklist

Comprehensive code review checklist for Backpack design system components. Use when: (1) Reviewing PRs for new or modified Backpack components, (2) Validating component compliance with Constitution and design system rules, (3) Checking if component follows Backpack conventions before merge, (4) Identifying violations in API design, token usage, accessibility, or documentation. Covers Constitution principles (I-XIII), decisions/ guidelines, API encapsulation rules, private token restrictions, design approval workflow, icon alignment helpers, hover mixin usage, token semantic correctness, and snapshot currency. Essential for maintaining Backpack quality standards and catching non-obvious violations like className props in new components, wrong icon alignment wrapper, raw :hover instead of bpk-hover mixin, or cross-component private token usage.

turkey-build

Multi-agent app builder with 7 modes - greenfield, iteration, bugfix, refactor, UI polish, migration, and audit. PM orchestrates specialized agents with feature branches. 98%+ quality gate, runtime verified, visual QA.

mcp-apps-builder

**MANDATORY for ALL MCP server work** - mcp-use framework best practices and patterns. **READ THIS FIRST** before any MCP server work, including: - Creating new MCP servers - Modifying existing MCP servers (adding/updating tools, resources, prompts, widgets) - Debugging MCP server issues or errors - Reviewing MCP server code for quality, security, or performance - Answering questions about MCP development or mcp-use patterns - Making ANY changes to server.tool(), server.resource(), server.prompt(), or widgets This skill contains critical architecture decisions, security patterns, and common pitfalls. Always consult the relevant reference files BEFORE implementing MCP features.

pragmatic-clean-code-reviewer

Strict code review following Clean Code, Clean Architecture, and The Pragmatic Programmer principles. Use when: (1) reviewing code or pull requests, (2) detecting code smells or quality issues, (3) auditing architecture decisions, (4) preparing code for merge, (5) refactoring existing code, or (6) checking adherence to SOLID, DRY, YAGNI, KISS principles. Features a 3+4+2 questionnaire system to calibrate strictness from L1 (lab) to L5 (critical). Also triggers on: "is this code good?", "check code quality", "ready to merge?", "technical debt", "code smell", "best practices", "clean up code", "refactor review", "review this PR", "PR review", "code review", "pre-merge check", "code audit", "is this production-ready?", "find bugs", "look at my code", "check for issues".

opquast-digital-quality

Apply the Opquast Digital Quality Framework (245 rules, 14 categories) when building, reviewing, or auditing websites and web applications. Use for web development quality assurance, accessibility compliance, security hardening, privacy implementation, e-commerce best practices, and holistic digital quality checks.

code-analyzer

Code quality analysis skill for tbdflow, covering smells, maintainability, and refactoring guidance.

Frontend Improver

A unified entry point for all frontend improvement steering commands. Each command targets a specific dimension of interface quality.

code-review-commons

Common guidelines, persona and critical constraints for performing high-quality code reviews. Use this skill when performing a /code-review or /pr-code-review command.

npcsh

Conducts code reviews. Use when asked to review code, review a PR, or check code quality.

Pre-configured agent skills for Vibe Coded projects. These skills provide AI coding assistants (Claude Code, Cursor, etc.) with specific guidelines for code quality and design standards.

slot-machine

Use when a well-specified task has meaningful design choices and you want to maximize quality by comparing multiple independent attempts. Works for coding, writing, and custom task types. Triggers on "slot-machine", "best-of-N", "pull the lever", "parallel implementations", or when quality matters more than speed and the spec is clear enough for independent work.

Io.Github.HomenShum/Nodebench

260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.