Frontend Design Loop MCP
Design-first MCP for coding agents that improves websites with screenshot-grounded iteration.
swiftdata-pro
Writes, reviews, and improves SwiftData code using modern APIs and best practices. Use when reading, writing, or reviewing projects that use SwiftData.
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.
improve-skill
Analyze coding agent session transcripts to improve existing skills or create new ones. Use when asked to improve a skill based on a session, or extract a new skill from session history.
AgentDilemma
Submit a dilemma for blind community verdict with reasoning to improve low confidence
usage-board-refactor
Use when refactoring or cleaning the usage-board project, especially to remove unused functions/constants including unused exports, reduce repeated logic without adding trivial wrapper functions, improve readability, and preserve token/cost/session data accuracy. Applies to Vue, Nuxt, shared analytics utilities, websocket module loading, and dashboard aggregation code in this repository.
soul-md-creator
Create or improve SOUL.md files for OpenClaw agents. Use when the user wants to design an agent personality, rewrite an existing soul, align SOUL.md with IDENTITY.md, or prepare a soul for publishing on souls.directory with optional frontmatter.
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.
Io.Github.Isaac Levine/Forage
Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.
prompt-improver
This skill enriches vague prompts with targeted research and clarification before execution. Should be used when a prompt is determined to be vague and requires systematic research, question generation, and execution guidance.
Skill Plan: HA alignment improvements
Goal - Improve HA best-practice alignment and UX without introducing regressions.
Portfolio Ideas
Analyze your portfolio and generate ideas for improvements
cre-asset-management
CRE Asset Management analysis suite â 9 specialist skills for post-acquisition multifamily operations including annual budgeting, monthly variance analysis, rent collection, renewal decisions, lease-up tracking, capex execution, NOI improvement, hold/sell/refi scenario analysis, and quarterly asset review memos.
changelog-analyzer
Analyze git commits in a range by examining actual code diffs (not commit titles) and produce a ranked list of improvements and optimizations. Use when the user wants a changelog, wants to summarize recent changes, asks what changed since a commit, or wants to review project progress.
skill-forge-benchmark
Benchmark Claude Code skill performance with variance analysis, tracking pass rate, execution time, and token usage across iterations. Runs multiple trials per eval for statistical reliability, aggregates results into benchmark.json, and generates comparison reports between skill versions. Use when user says "benchmark skill", "measure skill performance", "skill metrics", "compare skill versions", "skill performance", "track skill improvement", "skill regression test", or "skill A/B test".
fory-performance-optimization
Run profile-driven bottleneck optimization across Apache Fory implementations (Java, C++, Python/Cython, Go, Rust, Swift, C#, JavaScript/TypeScript, Dart, Kotlin, Scala). Use when improving serialize/deserialize throughput or latency, recovering regressions against a reference commit, diagnosing flamegraphs, fixing perf-related CI failures, or porting proven optimizations across languages without protocol or API regressions.
Website Search
Write better IR reports, improve security writing, and plan cybersecurity product strategy.
monitoring-feature-observability
Add or adjust monitoring for a Hypeman feature using repository standards for logs, traces, and metrics. Use when a user asks for instrumentation, observability reviews, telemetry consistency changes, metric design, or production-signal improvements.
accessibility
Audit and improve web accessibility following WCAG 2.1 guidelines. Use when asked to "improve accessibility", "a11y audit", "WCAG compliance", "screen reader support", "keyboard navigation", or "make accessible".
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.
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.
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.
ab-test-store-listing
When the user wants to A/B test App Store product page elements to improve conversion rate. Also use when the user mentions "A/B test", "product page optimization", "test my screenshots", "test my icon", "conversion rate optimization", "CPP", or "custom product pages". For screenshot design, see screenshot-optimization. For metadata optimization, see metadata-optimization.
brewcode:agents
Interactive agent creation and improvement orchestrator. Create or improve Claude Code agents.
kapso
Optimize code using KAPSO (Knowledge-Grounded Optimization). Use when you need to write, optimize, or fix code. Connects to a local KAPSO server that iteratively improves solutions through experimentation.
Io.Github.Beee003/Vynn Mcp
Self-improving AI workflows with backtesting, prompt optimization, and scheduling
prompt-driven-development
Trigger when the user mentions PDD, wants to scaffold an AI-assisted project, write context or prompt files, improve prompts, or review AI-generated output. Also trigger for: "structure my AI project", "organize my prompts", or "review this AI code" -- even without the term PDD.
Frontend Improver
A unified entry point for all frontend improvement steering commands. Each command targets a specific dimension of interface quality.
address-feedback-local
Improve the current branch's changes by getting code reviews in a loop until all feedback is addressed
quality-scan
Validates structural consistency, cleans up junk files (SCREAMING_TEXT.md, temp files), and performs comprehensive quality scans across codebase to identify critical bugs, logic errors, caching issues, and workflow problems. Spawns specialized agents for targeted analysis and generates prioritized improvement tasks. Use when improving code quality, before releases, or investigating issues.
ab-test-generator
Generate A/B test variants for affiliate content. Triggers on: "create A/B test", "test my headline", "optimize my CTA", "generate variants", "split test ideas", "improve click-through rate", "test my landing page copy", "headline alternatives", "CTA variations", "which version is better", "optimize conversions", "test my email subject line", "compare approaches".
skillforge
Intelligent skill router and creator. Analyzes ANY input to recommend existing skills, improve them, or create new ones. Uses deep iterative analysis with 11 thinking models, regression questioning, evolution lens, and multi-agent synthesis panel. Phase 0 triage ensures you never duplicate existing functionality.
skill-conductor
Create, edit, evaluate, and package agent skills. Use when building a new skill from scratch, improving an existing skill, running evals to test a skill, benchmarking skill performance, optimizing a skill's description for better triggering, reviewing third-party skills for quality, or packaging skills for distribution. Not for using skills or general coding tasks.
deep-codebase-audit
Explore a codebase like an AI would, surface architectural friction, and propose deep-module changes that improve testability and agent-friendliness.
claude-improve-config
Self-reflect on the current session to identify mistakes and propose improvements to .claude configuration (CLAUDE.md, hooks, skills).
anti-slop
Comprehensive toolkit for detecting and eliminating "AI slop" - generic, low-quality AI-generated patterns in natural language, code, and design. Use when reviewing or improving content quality, preventing generic AI patterns, cleaning up existing content, or enforcing quality standards in writing, code, or design work.
agentic-legibility
Score a repository's agentic legibility from repo-visible evidence only. Use when Codex needs to audit how easy a codebase is for coding agents to discover, bootstrap, validate, and navigate, especially for harness-engineering reviews, developer-experience audits, repo cleanup, or before/after comparisons after improving docs, tooling, or architectural constraints.
advise-project-approach
Research and advise on the best way to approach a software project, including architecture, tech stack, implementation strategy, benchmark research, and comparisons with similar real-world projects. Use before building, mid-build, or after completion when the user asks for project strategy, optimal approach, research comparables, similar projects, stack selection, repo analysis, architecture critique, implementation feedback, or a prioritized improvement plan. Avoid for narrow single-bug debugging or isolated file edits unless the user asks for broader project direction.
duroxide-code-coverage
Measure and improve code coverage in the Duroxide durable execution runtime. Use when asked about coverage, testing coverage, running llvm-cov, or improving test coverage percentages.
docs-maintainer
Maintain README and MkDocs documentation for OpenAI Agents Go SDK. Use when documenting new features, updating API usage guidance, fixing inconsistencies between code and docs, or improving discoverability of examples and capabilities.
customer-service-expert
Expert guidance for improving customer service assistants. Use when optimizing UX, response time, tone, wording, conversation flow, or evaluating customer service quality.
Task Observer â Continuous Skill Discovery & Improvement
**Created by Eoghan Henn / [rebelytics.com](https://rebelytics.com)**
Refactor and Clean Code
Systematic methodology for analyzing and refactoring code to improve quality, maintainability, and performance. Focus on practical, incremental improvements â not over-engineering.
ai-firstify
Analyze, re-engineer, or bootstrap projects to align with AI-first design principles. Use when asked to review, audit, improve, 'ai-firstify', or start a new project. Performs deep analysis across 7 dimensions, actively restructures existing projects, or guides new project setup through discovery questions. Based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp.
article-optimizer
Use when the user wants to improve a specific article under a fixed viral-scoring rubric, iterate on one article to raise its score, or run single-article scoring plus rewrite loops. Best for content optimization experiments where the scoring prompt stays fixed and the article text is the thing being changed.
implement-type-annotations
Add comprehensive type hints to Python/TypeScript code to improve IDE support, catch errors early, and enable better AI code understanding
english-expert
Help users with academic English polishing and expression optimization. Invoke when user asks for English polishing, grammar checking, or academic language improvement.
pensieve
Project knowledge base and workflow router. knowledge/ caches previously explored file locations, module boundaries, and call chains for direct reuse; decisions/maxims are established architectural decisions and coding standards -- follow, don't re-debate; pipelines are reusable workflows; short-term/ holds new conclusions temporarily, promoted or deleted upon expiry. Use self-improve to capture new insights after completing tasks. Provides five tools: init, upgrade, migrate, doctor, self-improve.
docs-en-improvement
Improve English documentation under `website/docs/en` by rewriting unnatural translated sentences into clear, professional English while preserving meaning. Use when editing or polishing English docs.
prompt-master
Generates optimized prompts for any AI tool. Use when writing, fixing, improving, or adapting a prompt for LLM, Cursor, Midjourney, image AI, video AI, coding agents, or any other AI tool.