Skill UI

Cirq is Google Quantum AI’s Python framework for building, simulating, and deploying noise-aware quantum circuits on both simulators and real hardware, complete with experiment templates, transformation utilities, and hardware-specific toolkits.

Guides using matplotlib to craft static, animated, and interactive plots through both pyplot and object-oriented APIs, detailing styling, subplots, and export options for publication-ready scientific workflows.

Provides the official Opentrons Protocol API v2 integration for OT-2 and Flex robots, enabling Python-based automation of liquid handling, module control, labware setup, pipetting flows, and protocol testing before execution.

PyLabRobot is a vendor-agnostic, pure Python SDK designed for autonomous and automated laboratory workflows. It provides a unified interface to control a wide array of laboratory equipment, including liquid handling robots (Hamilton, Opentrons, Tecan), plate readers, pumps, shakers, and incubators. Ideal for developing complex, multi-device, reproducible protocols and simulating experiments before physical execution.

A powerful tool designed to scaffold and generate production-ready MCP servers directly from OpenAPI specifications. It treats OpenAPI as the single source of truth, automatically converting API paths and operations into standardized tool definitions. Supports both Python and TypeScript implementations, ensuring schema consistency, robust validation, and safe versioning for exposing internal APIs to LLM agents and other services.

Comprehensive performance profiling for Node.js, Python, and Go apps that spots CPU, memory, I/O, bundle, and database bottlenecks plus runs load tests, always measuring before and after optimizations.

Guides a focused Django code review that verifies ORM/query inefficiencies like N+1 queries, unbounded querysets, and missing indexes before reporting, ensuring evidence-backed findings for production bottlenecks.

Provides guidelines for auditing and fixing HTML metadata, ensuring titles, descriptions, canonical URLs, Open Graph/Twitter tags, favicons, JSON-LD structured data, and robots directives stay consistent for shareable or SEO-sensitive pages.

Diagnose and fix Odoo performance bottlenecks by tuning PostgreSQL queries, adjusting worker/memory limits, and applying profiling insights to achieve faster page loads and stable production behavior.

A comprehensive guide and methodology for identifying, measuring, and fixing performance bottlenecks across the entire stack. This skill covers optimizing database queries (e.g., N+1 problems, missing indexes), improving API efficiency (caching, parallel processing), and enhancing frontend performance (memoization, code splitting, image optimization). It emphasizes the critical 'Measure First' principle to ensure all optimizations are data-driven and effective.

Hands-on guide for building professional Telegram bots via BotFather setup, Node.js/Python boilerplates, messaging, webhooks, interactive keyboards, groups, inline mode, and optional automation.

Integrates with X/Twitter via OAuth to post tweets or threads, read timelines, search, upload media, and track engagement for bots or analytics workflows.