prompt-optimizer
[ Featured ]prompt-optimizer is a skill that refines and optimizes user prompts for AI agents, ensuring effective communication and improved outcomes.
A practical developer-tooling collection for AI projects, covering code generation, testing, debugging, API work, and everyday IDE workflows.
This page curates developer tooling for teams building AI agent skills in real products. It emphasizes practical workflows: writing code faster, verifying behavior with tests, debugging integration issues, and shipping stable releases through IDE-first processes. MCP support may appear as an integration capability, but the main perspective is developer productivity and software quality.
prompt-optimizer is a skill that refines and optimizes user prompts for AI agents, ensuring effective communication and improved outcomes.
API design patterns are conventions and best practices for designing consistent, developer-friendly REST APIs
autonomous-loops is a skill that enables autonomous Claude Code loops, supporting various architectures from simple claude -p pipelines to complex multi-agent DAG systems.
Codebase-onboarding is a systematic analysis of an unfamiliar codebase to produce a structured onboarding guide with key components like architecture maps and CLAUDE.md.
context-budget is a skill that analyzes token overhead across loaded components in a Claude Code session to surface actionable optimizations.
cpp-coding-standards is a set of comprehensive coding standards for modern C++ derived from the C++ Core Guidelines.
data-scraper-agent is a production-ready, AI-powered data collection agent that runs on a schedule, enriches results with a free LLM, and stores data in various databases.
Django verification loop is a process to ensure application quality and security
foundation-models-on-device is a skill that utilizes Apple's FoundationModels framework for on-device large language models (LLM), enabling text generation, guided generation, and snapshot streaming in iOS 26+.
kotlin-testing is a set of testing patterns for Kotlin, utilizing Kotest, MockK, and Kover for reliable and maintainable tests.
Laravel TDD is a test-driven development workflow for Laravel applications using PHPUnit and Pest, focusing on high coverage and efficient testing
mcp-server-patterns is a skill for building MCP servers with Node/TypeScript SDK, enabling AI assistants to call tools and read resources.
nutrient-document-processing is a skill that utilizes the Nutrient DWS API for document conversion, OCR, extraction, redaction, signing, and filling.
perl-security is a set of guidelines for secure Perl programming, covering taint mode, input validation, and web security measures
project-guidelines-example is a project-specific skill template based on a real production application, providing architecture overview, file structure, and deployment workflow guidance
Python patterns refer to idiomatic Python coding standards and best practices
Rust-patterns is a set of idiomatic Rust conventions for building safe and performant applications, covering ownership, error handling, traits, and concurrency.
Rust-testing is a set of testing patterns including unit tests, integration tests, async testing, property-based testing, and mocking for reliable Rust code
search-first is a research-before-coding workflow that systematizes the process of searching for existing tools, libraries, and patterns before writing custom code.
security-scan is a skill that analyzes Claude Code configurations for security issues using AgentShield.
Video-editing is the process of using AI-assisted workflows to edit, cut, and structure real footage, leveraging tools like FFmpeg and Descript.
videodb is a perception and memory skill for video, live streams, and desktop sessions, enabling real-time context and playable stream links.
visa-doc-translate is an AI agent skill that translates visa application documents from images to English, handling image conversion and rotation based on EXIF data.
claude-devfleet is a multi-agent orchestration skill that allows developers to plan, dispatch, and monitor coding tasks via Claude Code agents in isolated git worktrees.
cpp-testing is a specialized AI agent skill for automating C++ test workflows, focusing on GoogleTest, CTest, and CMake configurations.
Django Patterns refers to a set of design patterns and best practices for building scalable and maintainable Django applications
flutter-dart-code-review is a comprehensive, library-agnostic checklist for reviewing Flutter/Dart applications, covering best practices for widgets, state management, and clean architecture.
Golang patterns refer to idiomatic Go coding practices that prioritize simplicity and clarity for building robust applications
Laravel-patterns is a set of production-grade architecture patterns for Laravel, including routing, controllers, Eloquent ORM, and API resources.
rules-distill is a skill that extracts cross-cutting principles from skills and distills them into rules using deterministic collection and LLM judgment.
security-review is a skill that ensures all code follows security best practices, identifying potential vulnerabilities and providing patterns for secure coding.
springboot-verification is a verification loop for Spring Boot projects that automates build, static analysis, tests, security scans, and diff review.
The team-builder skill is an interactive agent picker for composing and dispatching parallel teams on demand
customs-trade-compliance is a specialized AI agent skill for managing import and export regulations, ensuring compliance with government agencies and legal counsel.
energy-procurement is the process of managing and optimizing energy spend for commercial and industrial consumers across regulated and deregulated electricity markets.
Inventory-demand-planning is a process of managing inventory levels using demand planning suites like Blue Yonder and ERP systems like SAP.
production-scheduling is a process of managing job sequencing, line balancing, changeover optimization, and disruption response across work centers.
Blueprint is a construction plan generator that creates step-by-step plans from one-line objectives for coding agents
coding-standards is a set of universal coding standards, best practices, and patterns applicable across all projects for TypeScript, JavaScript, React, and Node.js development.
cost-aware-llm-pipeline is a set of patterns for optimizing LLM API costs through model routing, budget tracking, retry logic, and prompt caching.
django-security is a set of best practices for securing Django applications, including authentication, authorization, and protection against common web attacks.
Docker Patterns refers to a collection of best practices for Docker and Docker Compose
exa-search is a neural search engine that utilizes Exa MCP for web, code, and company research, providing AI-powered deep research capabilities.
kotlin-exposed-patterns is a set of comprehensive patterns for database access with JetBrains Exposed ORM, including DSL queries, DAO pattern, and connection pooling.
liquid-glass-design is a dynamic glass material system for iOS 26, featuring blur, reflection, and interactive morphing capabilities for SwiftUI, UIKit, and WidgetKit integration.
nextjs-turbopack is an incremental bundler written in Rust, used by default in Next.js 16+ for local development, offering faster cold start and hot module replacement.
perl-patterns is a set of modern Perl 5.36+ development patterns and best practices for building robust, maintainable applications.
plankton-code-quality is a write-time code quality enforcement system using Plankton, auto-formatting, linting, and Claude-powered fixes on every file edit via hooks.
regex-vs-llm-structured-text is a practical decision framework for parsing structured text using regex and LLM.
tdd-workflow is a skill that ensures all code development follows test-driven development principles with comprehensive test coverage, including unit, integration, and E2E tests.
Verification Loop is an AI tool that verifies the quality and reliability of Claude Code sessions
quality-nonconformance is a skill that manages the non-conformance lifecycle in regulated manufacturing environments, including FDA 21 CFR 820 and IATF 16949.
returns-reverse-logistics is a specialized AI agent skill for managing the reverse logistics process, including return merchandise authorization, condition grading, and refund processing.
backend-patterns is a set of expert guidelines for designing and optimizing scalable server-side applications using Node.js, Express, and Next.js
bun-runtime is a fast JavaScript runtime and toolkit that includes a runtime, package manager, bundler, and test runner.
content-hash-cache-pattern is a caching technique using SHA-256 content hashes as cache keys to store expensive file processing results, surviving file moves and auto-invalidating on content changes.
crosspost is a multi-platform content distribution skill that adapts content per platform using content-engine patterns
Deep research is a skill that produces thorough, cited research reports from multiple web sources using firecrawl and exa MCP tools.
django-tdd is a testing strategy for Django applications using pytest-django, TDD methodology, and factory_boy for efficient testing and development.
kotlin-patterns is a set of idiomatic Kotlin conventions for building robust, efficient, and maintainable applications with coroutines and null safety.
springboot-security is a set of expert-recommended configurations for securing Java Spring Boot services with features like JWT, OAuth2, and rate limiting.
springboot-tdd is a test-driven development workflow for Spring Boot services using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo.
swift-concurrency-6-2 is a concurrency model that runs code single-threaded by default and introduces concurrency explicitly using @concurrent for background offloading.
swift-protocol-di-testing is a protocol-based dependency injection technique for making Swift code testable by abstracting external dependencies like file systems, networks, and iCloud
continuous-learning-v2 is an advanced learning system that turns Claude Code sessions into reusable knowledge through atomic instincts with confidence scoring.
swift-actor-persistence is a thread-safe data persistence pattern in Swift using actors, eliminating data races at compile time with in-memory cache and file-backed storage.
Carrier-relationship-management is the process of managing interactions with transportation carriers, including sourcing, negotiations, and performance tracking.
logistics-exception-management is the process of analyzing and resolving shipment exceptions using systems like TMS, WMS, and ERP order management