4.8(214)
Senior Code Reviewer
Get a staff-engineer-level review of any diff or file, ranked by severity.
5,830 copiesOpen ↗
Best AI Prompts for Debugging
Systematically isolate root causes instead of guessing at fixes.
Prompts
4.7(158)
Root-Cause Debugger
Stop guessing at fixes — isolate the actual cause of a bug step by step.
4,120 copiesOpen ↗
Specialized Assistant for shanjunmei/dig Compile-Time DI Library
Turn any AI chat into a specialized assistant for shanjunmei/dig compile-time di library with this community persona prompt.
2,749 copiesOpen ↗
Senior Frontend Debugger for SPA Websites (Angular, React, Vite)
Turn any AI chat into a senior frontend debugger for spa websites (angular, react, vite) with this community persona prompt.
4,326 copiesOpen ↗
Python Code Generator — Clean, Optimized & Production-Ready
Turn any AI chat into a python code generator — clean, optimized & production-ready with this community persona prompt.
1,285 copiesOpen ↗
Design System Extraction Prompt Kit
Turn any AI chat into a design system extraction prompt kit with this community persona prompt.
2,259 copiesOpen ↗
Python Code Performance & Quality Enhancer
Turn any AI chat into a python code performance & quality enhancer with this community persona prompt.
1,465 copiesOpen ↗
AWS Cloud Expert
Turn any AI chat into an aws cloud expert with this community persona prompt.
3,743 copiesOpen ↗
Improve documentation wording and fix GitHub link
Turn any AI chat into an improve documentation wording and fix github link with this community persona prompt.
4,250 copiesOpen ↗
Module Wrap-Up & Next Steps Video Generation
Turn any AI chat into a module wrap-up & next steps video generation with this community persona prompt.
5,083 copiesOpen ↗
WFGY 2.0 Core Flagship · Self-Healing Reasoning OS for Any LLM
Turn any AI chat into a wfgy 2.0 core flagship · self-healing reasoning os for any llm with this community persona prompt.
2,468 copiesOpen ↗
Household Maintenance & Safety Assistant
Turn any AI chat into a household maintenance & safety assistant with this community persona prompt.
5,018 copiesOpen ↗
Test Python Algorithmic Trading Project
Turn any AI chat into a test python algorithmic trading project with this community persona prompt.
5,256 copiesOpen ↗
Vulnerability Auditor Agent Role
Turn any AI chat into a vulnerability auditor agent role with this community persona prompt.
4,251 copiesOpen ↗
IT Expert
Turn any AI chat into an it expert with this community persona prompt.
4,061 copiesOpen ↗
Beginner's Guide to Building and Deploying LLMs
Turn any AI chat into a beginner's guide to building and deploying llms with this community persona prompt.
3,841 copiesOpen ↗
Version Review
Turn any AI chat into a version review with this community persona prompt.
5,292 copiesOpen ↗
Frontend Developer Agent Role
Turn any AI chat into a frontend developer agent role with this community persona prompt.
5,339 copiesOpen ↗
API Tester Agent Role
Turn any AI chat into an api tester agent role with this community persona prompt.
4,822 copiesOpen ↗
Banking System App Development with CRUD Operations
Turn any AI chat into a banking system app development with crud operations with this community persona prompt.
5,188 copiesOpen ↗
Network Engineer
Turn any AI chat into a network engineer with this community persona prompt.
1,155 copiesOpen ↗
API Design Expert Agent Role
Turn any AI chat into an api design expert agent role with this community persona prompt.
5,336 copiesOpen ↗
AI-First Design Handoff Generator (Dev-Ready Spec)
Turn any AI chat into an ai-first design handoff generator (dev-ready spec) with this community persona prompt.
3,476 copiesOpen ↗
The Technical Co-Founder: Building Real Products Together
Turn any AI chat into the technical co-founder: building real products together with this community persona prompt.
3,317 copiesOpen ↗
Bug Risk Analyst Agent Role
Turn any AI chat into a bug risk analyst agent role with this community persona prompt.
2,545 copiesOpen ↗
Go Industrial Autonomous Business Module Coding Spec (shanjunmei/dig Compile-Time DI)
Turn any AI chat into a go industrial autonomous business module coding spec (shanjunmei/dig compile-time di) with this community persona prompt.
3,639 copiesOpen ↗
TypeScript Type Expert Agent Role
Turn any AI chat into a typescript type expert agent role with this community persona prompt.
4,325 copiesOpen ↗
Cascading Failure Simulator
Turn any AI chat into a cascading failure simulator with this community persona prompt.
624 copiesOpen ↗
Personalized Exam Preparation Tutor
Turn any AI chat into a personalized exam preparation tutor with this community persona prompt.
1,030 copiesOpen ↗
Stylelint Plugin Author
Turn any AI chat into a stylelint plugin author with this community persona prompt.
2,565 copiesOpen ↗
4.6(164)
Smart Dev
A community prompt for smart dev, imported from awesome-claude-prompts (MIT).
3,162 copiesOpen ↗
YT video geopolitic analysis
Turn any AI chat into a yt video geopolitic analysis with this community persona prompt.
3,271 copiesOpen ↗
Fintech Product and Operations Assistant
Turn any AI chat into a fintech product and operations assistant with this community persona prompt.
4,334 copiesOpen ↗
Pre-Launch Checklist Generator
Turn any AI chat into a pre-launch checklist generator with this community persona prompt.
2,417 copiesOpen ↗
Accessibility Expert
Turn any AI chat into an accessibility expert with this community persona prompt.
1,352 copiesOpen ↗
UiPath XAML Code Review Specialist
Turn any AI chat into an uipath xaml code review specialist with this community persona prompt.
3,256 copiesOpen ↗
The Ultimate TypeScript Code Review
Turn any AI chat into the ultimate typescript code review with this community persona prompt.
1,743 copiesOpen ↗
The Pragmatic Architect: Mastering Tech with Humor and Precision
Turn any AI chat into the pragmatic architect: mastering tech with humor and precision with this community persona prompt.
2,771 copiesOpen ↗
Meta Agent Builder for Letta Platform
Turn any AI chat into a meta agent builder for letta platform with this community persona prompt.
3,195 copiesOpen ↗
Vibe Coding with Commands and Skills
Turn any AI chat into a vibe coding with commands and skills with this community persona prompt.
3,145 copiesOpen ↗
Socratic Universal Tutor
Turn any AI chat into a socratic universal tutor with this community persona prompt.
3,284 copiesOpen ↗
Adaptive Socratic Learning Coach
Turn any AI chat into an adaptive socratic learning coach with this community persona prompt.
4,944 copiesOpen ↗
Proofreader
Turn any AI chat into a proofreader with this community persona prompt.
4,584 copiesOpen ↗
Comprehensive repository analysis
Turn any AI chat into a comprehensive repository analysis with this community persona prompt.
5,181 copiesOpen ↗
Python Unit Test Generator — Comprehensive, Coverage-Mapped & Production-Ready
Turn any AI chat into a python unit test generator — comprehensive, coverage-mapped & production-ready with this community persona prompt.
2,675 copiesOpen ↗
Root Cause Analysis Agent Role
Turn any AI chat into a root cause analysis agent role with this community persona prompt.
2,645 copiesOpen ↗
Engineering Escalation — Marketplace
Write the escalation that gets engineering to act without a single follow-up question. Purpose-built for marketplace contexts.
4,313 copiesOpen ↗
Comprehensive Python Codebase Review - Forensic-Level Analysis Prompt
Turn any AI chat into a comprehensive python codebase review - forensic-level analysis prompt with this community persona prompt.
3,447 copiesOpen ↗
4.8(125)
Python Debugger
A community prompt for python debugger, imported from ChatGPT-System-Prompts (MIT).
3,443 copiesOpen ↗
Web App Security Code Review (OWASP) - Public Test
Turn any AI chat into a web app security code review (owasp) - public test with this community persona prompt.
4,725 copiesOpen ↗
⚙️ PromptForge
Turn any AI chat into a ⚙️ promptforge with this community persona prompt.
4,944 copiesOpen ↗
React / Next.js Frontend Architect
Turn any AI chat into a react / next.js frontend architect with this community persona prompt.
1,757 copiesOpen ↗
Security-Focused Review — TypeScript & React
Review code specifically for security vulnerabilities. Purpose-built for typescript & react contexts.
3,058 copiesOpen ↗
Tech Troubleshooter
Turn any AI chat into a tech troubleshooter with this community persona prompt.
1,383 copiesOpen ↗
Convert PDF to Markdown
Turn any AI chat into a convert pdf to markdown with this community persona prompt.
4,869 copiesOpen ↗
Spoken English Teacher and Improver
Turn any AI chat into a spoken english teacher and improver with this community persona prompt.
3,256 copiesOpen ↗
Apple App Store Review Compliance Agent
Turn any AI chat into an apple app store review compliance agent with this community persona prompt.
1,822 copiesOpen ↗
Error Handler Agent Role
Turn any AI chat into an error handler agent role with this community persona prompt.
2,037 copiesOpen ↗
Fallacy Finder
Turn any AI chat into a fallacy finder with this community persona prompt.
1,404 copiesOpen ↗
12-Month AI and Computer Vision Roadmap for Defense Applications
Turn any AI chat into a 12-month ai and computer vision roadmap for defense applications with this community persona prompt.
4,897 copiesOpen ↗
Linux Script Developer
Turn any AI chat into a linux script developer with this community persona prompt.
4,994 copiesOpen ↗
Repository Indexer Agent Role
Turn any AI chat into a repository indexer agent role with this community persona prompt.
2,292 copiesOpen ↗
Entropy peer reviews
Turn any AI chat into an entropy peer reviews with this community persona prompt.
3,479 copiesOpen ↗
xcode-mcp
Turn any AI chat into a xcode-mcp with this community persona prompt.
3,429 copiesOpen ↗
4.9(117)
Evidence Collection Guide — E-commerce
Help a non-technical customer collect the logs or evidence needed. Purpose-built for e-commerce contexts.
3,169 copiesOpen ↗
Code Review Specialist 3
Turn any AI chat into a code review specialist 3 with this community persona prompt.
4,837 copiesOpen ↗
Profesor Creativo
Turn any AI chat into a profesor creativo with this community persona prompt.
3,155 copiesOpen ↗
Handle the bug in feature
Turn any AI chat into a handle the bug in feature with this community persona prompt.
179 copiesOpen ↗
Evidence Collection Guide — Hardware & IoT
Help a non-technical customer collect the logs or evidence needed. Purpose-built for hardware & iot contexts.
2,206 copiesOpen ↗
English Grammar and Style Corrector
Turn any AI chat into an english grammar and style corrector with this community persona prompt.
1,671 copiesOpen ↗
seo-fundamentals
Turn any AI chat into a seo-fundamentals with this community persona prompt.
3,947 copiesOpen ↗
handle bug in feature
Turn any AI chat into a handle bug in feature with this community persona prompt.
461 copiesOpen ↗
Skills
Test-First Bugfix
Force your agent to reproduce every bug with a failing test before fixing it.
3,980 copiesOpen ↗
MCP Builder
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
4,187 copiesOpen ↗
4.8(178)
Frontend Mobile Development Frontend Developer Agent
Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture. Optimizes performance
5,316 copiesOpen ↗
4.8(184)
Prod Logs Health Check Agent
Pulls recent production logs filtered for errors, warnings, and anomalies. Use after any deploy, after a load test, or any time you suspect something is going wrong. Treats logs as
1,902 copiesOpen ↗
Preference Optimization
Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or thumbs-up/down feedback exist, when choosing between preference-optimizat
4,808 copiesOpen ↗
Openapi Spec Generation
Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contr
1,580 copiesOpen ↗
4.8(181)
Code Review Preshipment Agent
Comprehensive pre-ship review of all changes since the last deploy or a specified commit. Walks correctness, atomicity and race conditions, error handling, data-store hygiene, secu
1,619 copiesOpen ↗
4.9(131)
UI Designer Agent
Expert UI designer specializing in component creation, layout systems, and visual design implementation. Masters modern design patterns, responsive layouts, and design-to-code work
3,509 copiesOpen ↗
4.6(159)
Malware Analyst Agent
Expert malware analyst specializing in defensive malware research, threat intelligence, and incident response. Masters sandbox analysis, behavioral analysis, and malware family ide
3,537 copiesOpen ↗
Vision Sft
Fine-tune vision-language models (VLMs) with supervised learning on image+text data. Use when adapting a VLM to a visual domain or task, configuring frozen-vision-tower LoRA, or de
4,021 copiesOpen ↗
Debugging Strategies
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs
4,137 copiesOpen ↗
Postgresql Table Design
Use this skill when designing or reviewing a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
3,305 copiesOpen ↗
.NET Backend Patterns
Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dap
3,745 copiesOpen ↗
4.7(172)
Csharp Pro Agent
Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise patterns, and ensures comprehensive
1,010 copiesOpen ↗
Verification Before Completion
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any succ
1,989 copiesOpen ↗
Receiving Code Review
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verificati
1,242 copiesOpen ↗
Slo Implementation
Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting. Use when establishing reliability targets, implementing SR
1,602 copiesOpen ↗
Protocol Reverse Engineering
Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation. Use when analyzing network traffic, understanding pro
2,322 copiesOpen ↗
4.9(127)
QA Agent
QA Agent. Tests all acceptance criteria and edge cases from orchestrator-output.md. Generates a structured qa-report.md with pass/fail per criterion and bug triage. Loops back to i
2,545 copiesOpen ↗
4.6(161)
Rust Pro Agent
Master Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming. Expert in the latest Rust ecosystem including Tokio, axum, an
5,119 copiesOpen ↗
4.6(164)
Reference Builder Agent
Creates exhaustive technical references and API documentation. Generates comprehensive parameter listings, configuration guides, and searchable reference materials. Use PROACTIVELY
2,962 copiesOpen ↗
Systematic Debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
1,418 copiesOpen ↗
Async Python Patterns
Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applicatio
3,266 copiesOpen ↗
4.7(115)
Incident Response Debugger Agent
Performs deep root cause analysis through code path tracing, git bisect automation, dependency analysis, and systematic hypothesis testing for production bugs.
4,093 copiesOpen ↗
4.9(188)
Incident Responder Agent
Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. Masters incident command, blameless post-mortem
966 copiesOpen ↗
Spark Optimization
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processin
2,202 copiesOpen ↗
4.5(148)
C Pro Agent
Write efficient C code with proper memory management, pointer arithmetic, and system calls. Handles embedded systems, kernel modules, and performance-critical code. Use PROACTIVELY
3,586 copiesOpen ↗
Mtls Configuration
Configure mutual TLS (mTLS) for zero-trust service-to-service communication. Use when implementing zero-trust networking, certificate management, or securing internal service commu
4,676 copiesOpen ↗
Session Guard
>-
5,165 copiesOpen ↗
Using Superpowers
Use when starting any conversation - establishes how to find and use skills, requiring skill invocation before ANY response including clarifying questions
2,709 copiesOpen ↗
4.8(118)
Payment Integration Agent
Integrate Stripe, PayPal, and payment processors. Handles checkout flows, subscriptions, webhooks, and PCI compliance. Use PROACTIVELY when implementing payments, billing, or subsc
4,816 copiesOpen ↗
4.5(149)
Review Agent
PR Reviewer agent. Reviews implemented code using a 3-tier taxonomy (🔴 Critical / 🟡 Should Fix / 💡 Consider). Auto-resolves minor issues, pauses on critical ones. Applies securi
3,267 copiesOpen ↗
Test Driven Development
Use when implementing any feature or bugfix, before writing implementation code
3,792 copiesOpen ↗
Webapp Testing
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, a
4,347 copiesOpen ↗
Grafana Dashboards
Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or crea
1,177 copiesOpen ↗
4.7(113)
Bash Pro Agent
Master of defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts.
1,831 copiesOpen ↗
Before You Build
Pre-build product and feature risk review for founders, product managers, and AI-assisted builders. Use this skill when the user is about to build a landing page, MVP, SaaS product
2,459 copiesOpen ↗
4.4(140)
Javascript Pro Agent
Master modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility. Use PROACTIVELY for JavaScript optimization, as
3,578 copiesOpen ↗
Screen Reader Testing
Test web applications with screen readers including VoiceOver, NVDA, and JAWS. Use when validating screen reader compatibility, debugging accessibility issues, or ensuring assistiv
872 copiesOpen ↗
4.6(101)
Team Collaboration Dx Optimizer Agent
Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.
5,039 copiesOpen ↗
4.7(114)
Observability Monitoring Network Engineer Agent
Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud connectivity, service mesh, zero-trust ne
2,292 copiesOpen ↗
Typescript Advanced Types
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications. Use when imp
2,017 copiesOpen ↗
Python Resilience
Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building f
3,057 copiesOpen ↗
Bash Defensive Patterns
Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and
3,427 copiesOpen ↗
4.6(100)
Typescript Pro Agent
Master TypeScript with advanced types, generics, and strict type safety. Handles complex type systems, decorators, and enterprise-grade patterns. Use PROACTIVELY for TypeScript arc
4,818 copiesOpen ↗
Git Advanced Workflows
Master advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog to maintain clean history and recover from any situation. Use when managing complex
5,189 copiesOpen ↗
Dependency Upgrade
Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. Use when upgrading framework versions, updating major dependencies,
2,423 copiesOpen ↗
Prometheus Configuration
Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring i
3,196 copiesOpen ↗