Use when managing multiple environments with Pulumi stacks for development, staging, and production deployments.
Migrate Terraform/OpenTofu projects to Pulumi, including translating HCL source code and/or importing Terraform state into a Pulumi stack.
Build and release pipeline for the Pump SDK — tsup TypeScript builds, Cargo release profiles, semantic release with commitizen, npm publishing, linting, Makefile targets, Vercel…
Production-grade multi-threaded Rust vanity address generator for Solana — 100K+ keys/sec using Rayon parallel iterators with solana-sdk, Base58 pattern matching, prefix/suffix…
Design and derive Program Derived Addresses (PDAs) and account layouts across the Pump ecosystem's four Solana programs — global singletons, per-token accounts, per-user…
Secure Solana wallet generation using official Solana Labs libraries — Ed25519 keypairs, memory zeroization, vanity address generation, offline-only operation, and multi-language…
Multi-language test infrastructure for the Pump SDK — Rust unit/integration/security/performance tests, TypeScript Jest tests, Python fuzz tests, shell test orchestration,…
Generate customer-ready Telegram polling bots + an Express-style web server that integrate Pump.fun Tokenized Agent payments using @pump-fun/agent-payments-s...
Analizza e migliora il codice di PunxFilm OS: code review, refactoring, bug fix, performance, nuove feature.
Expert guidance for browser automation using Puppeteer with best practices for web scraping, testing, screenshot capture, and JavaScript execution in headless Chrome.
A practical guide to Puppeteer for browser automation, scraping, and testing. It tracks the official install flow, the Chrome/Firefox control API, and the docs you need to get…
Uses Puppeteer to control Chrome and Firefox through the DevTools Protocol or WebDriver BiDi for screenshots, PDF generation, scraping, and browser workflow automation.
Use merajmehrabi/puppeteer-mcp-server from Codex for Puppeteer browser automation, screenshots, form interactions, JavaScript evaluation, and optional connection to existing…
Visual regression testing using Puppeteer page.screenshot() with pixelmatch comparison. Leverages CDP sessions via page.createCDPSession() for precise viewport emulation and…
Automates visual regression testing using Puppeteer page.screenshot() with pixelmatch diffing. Captures full-page screenshots at multiple viewport sizes and generates HTML diff…
Runs pixel-level visual regression tests using Puppeteer page.screenshot() and pixelmatch diffing library.
Headless Chrome scraping via Puppeteer with automatic cookie handling, JavaScript rendering, and Cheerio-based DOM extraction. Handles infinite scroll and lazy-loaded content.
Builds headless Chrome scraping pipelines using PuppeteerSharp for .NET environments. Handles JavaScript-rendered SPAs, Cloudflare challenge bypass via stealth plugins, and…
Use when running QA / regression tests against PuPu, when verifying a code change actually works in the running app, or when reading PuPu UI/state without screenshotting manually.
AI-to-AI reference for the PureScript package ecosystem. Use when choosing which package to reach for (JSON, HTTP, web frameworks, testing, parsing, Node, CLI, database, etc.).
Master the Purify library for practical functional programming in TypeScript with algebraic data types (Maybe, Either, EitherAsync, MaybeAsync), composable error handling, data…
Build → tag → smoke-test → push Docker image ของ smlnesservice ขึ้น Docker Hub (default: neverliken/smlnesservice).
Implements push notifications across iOS, Android, and web using Firebase Cloud Messaging and native services.
Test VoIP push notifications for Telnyx WebRTC iOS (APNs) and Android (FCM) apps. Use when debugging push notification delivery, validating certificate/credential setup, or…
Use ORAS to move SBOMs, model bundles, provenance, and other non-container artifacts through OCI registries without wrapping them as conventional images.
Send notifications to WeCom (企业微信) users via OpenAPI push service(https://github.com/qingzhou-dev/push-server). Supports TEXT, MARKDOWN, TEXT_CARD, and NEWS message types.
Uploads a drafted User Story or Technical Story to Azure DevOps as a work item, populating Title, Description, Acceptance Criteria, Story Points, Priority, and optionally linking…
Pushing GitHub Actions changes, resolving push rejection, requesting upload exceptions.
PVM-Schema-Validator — prüft Struktur (Pflichtfelder, ID-Konsistenz, ZGPM-Code-Gültigkeit). Trigger durch reviewer-agent und architecture-agent nach PVM-Update.
Production-grade Playwright testing toolkit. Use when the user mentions Playwright tests, end-to-end testing, browser automation, fixing flaky tests, test migration, CI/C — from…
Set up Playwright in a project. Use when user says \"set up playwright\", \"add e2e tests\", \"configure playwright\", \"testing setup\", \"init playwright\", or \"add test…
Progressive Web App development guidelines covering service workers, caching strategies, offline functionality, and installability
Progressive Web App development with Service Workers, offline support, and app-like behavior. Use for caching strategies, install prompts, push notifications, background sync.
How pwsh-code-review computes diff context using PowerShell's AST. Defines the Ring 0/Ring 1 context model, the AST index format, the call graph algorithm, and the…
How to bootstrap a PowerShell project with pwsh-code-review. Use when the user is setting up the reviewer on a new repo, when /pwsh-review-bootstrap runs, or when the existing…
How to run the deterministic static-analysis pre-pass for pwsh-code-review. Covers PSScriptAnalyzer, InjectionHunter, Gitleaks, Pester, and optional auxiliary tools.
Alembic migration patterns for PostgreSQL. Use when creating migrations, reviewing autogenerated migrations, or handling schema changes safely.
Async/await patterns for FastAPI and SQLAlchemy. Use when working with async code, database sessions, concurrent operations, or debugging async issues in Python.
Deploy Flask server to remote machine (185.96.221.52). Stops remote server, copies files via scp, restarts server, and verifies.
FastAPI patterns for API design. Use when creating endpoints, handling dependencies, error handling, or working with OpenAPI schemas.
Observability patterns for Python backends. Use when adding logging, metrics, tracing, or debugging production issues.
Modern Python packaging and distribution with pyproject.toml. Trigger when user mentions pyproject.toml, uv, hatch, ruff, packaging, pip install, build backend, wheel, sdist, PEP…
Use when refactoring Python code, cleaning up legacy codebases, optimizing performance, enforcing type safety, or improving clean architecture in a FastAPI backend
Review Python code for type hints, async patterns, exception handling, and conventions
SQLModel and async SQLAlchemy patterns. Use when working with database models, queries, relationships, or debugging ORM issues.
Async testing patterns with pytest-asyncio. Use when writing tests, mocking async code, testing database operations, or debugging test failures.
Data validation and settings management using Python type annotations with Pydantic v2
Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit tests, mocking LLM responses, or recording API interactions.
Pydantic v2 model patterns for req/res validation, MongoDB conversion, validation rules. Travel Panel conventions.
Pydantic v2 patterns for production Python: validators (`@field_validator`, `@model_validator`), computed fields, strict types, discriminated unions, settings management,…
PydanticAI is an AI agent framework built by the Pydantic team that brings FastAPI-style ergonomics to GenAI development.
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
Pure Python DICOM for medical imaging (CT, MRI, X-ray, ultrasound). Read/write DICOM, pixels as NumPy, edit tags, windowing (VOI LUT), PHI anonymization, build DICOM, series→3D…
Automate repetitive audio tasks with Python using PyDub for batch processing, format conversion, normalization, and content assembly.
Python 2D game development - sprites, surfaces, events, sound, fonts, game loops, collision detection, and input handling
Show native HTML windows from pi agent using Python + pywebview. Use when you need to display HTML to the user, collect input, show a chart, or create any visual interaction.
Python library for healthcare ML on EHR data: process MIMIC-III/IV, eICU, OMOP-CDM; encode medical codes (ICD, ATC, NDC); build patient-level datasets; train Transformer, RETAIN,…
Perform automated Python code reviews using Pylint programmatic API and pylint-json2html for report generation.
Patterns for exposing ProcessFork Rust APIs to Python via pyo3 0.22 and maturin.