Skills for your AI
Generates and explains PyLabRobot Python scripts for liquid handlers, plate readers, scales, and lab equipment, including deck layouts, simulation, and protocol validation. Use when writing pipetting protocols, defining deck layouts, integrating analytical equ
Generates pymoo Python code to define multi-objective optimization problems, run NSGA-II/NSGA-III/MOEA-D, visualize Pareto fronts, apply MCDM selection, and handle constraints. Use when a user needs to model an optimization problem, choose an algorithm, plot o
Reviews Python code for common anti-patterns, diagnosing bugs, teaching best practices, drafting team standards, and planning legacy refactors. Use when the user shares Python code for review, describes a mysterious bug, asks how to avoid an anti-pattern, want
Generates pydantic-settings code and guidance for externalizing Python app configuration into typed environment variables, covering typed settings classes, fail-fast validation, local defaults, namespacing, environment-specific behavior, nested groups, secrets
Builds production-ready Python MCP servers with type-safe tools, resources, prompts, transports, and advanced features. Use when starting a new MCP server project, adding or modifying tools and resources, configuring stdio or streamable HTTP transport, debuggi
Adds structured logging, metrics, correlation IDs, and OpenTelemetry tracing to Python apps and helps debug production issues from logs, metrics, and traces. Use when instrumenting a Python service or diagnosing a production incident.
Designs and implements Python fault-tolerance patterns — retries with exponential backoff and jitter, timeouts, circuit breakers, and decorators that separate infrastructure from business logic. Use when adding retry logic to external calls, excluding permanen
Designs Python context managers and resource cleanup patterns, including class-based, async, decorator, exception suppression, streaming accumulators, string accumulation, stream metrics, and ExitStack. Use when the user needs deterministic resource management
Enforces Python code style, linting, formatting, type checking, naming, imports, docstrings and project documentation standards. Use when setting up ruff or mypy, reviewing Python code for style, writing Google-style docstrings, organizing imports, or creating
Guides IT project managers through quality assurance work including process review, metrics, audits, test planning, risk assessment, UAT, continuous improvement, test data, defect tracking, and CI/CD. Use when the user asks to review QA processes, define quali
Generates structured QA test cases and test data across functional, boundary, integration, regression, performance, security, usability, compatibility, and exploratory testing types. Use when a tester needs scenarios, step-by-step cases, datasets, or a test su
Exports promoted checkpoints into deployment formats (merged safetensors, LoRA-only, GGUF with imatrix, FP8) and smoke-tests the artifact in its real runtime. Use when a checkpoint has a PROMOTE verdict and needs a target-specific export, format selection, or
Builds, modernizes, and optimizes Rails 8.1 applications using Rails conventions, Hotwire, and RSpec. Use when planning Rails architecture, implementing features, fixing slow pages, upgrading legacy Rails versions, adding tests, building real-time Turbo featur
Guides molecular analysis and manipulation with RDKit, covering molecular I/O, sanitization, descriptors, fingerprints, similarity, substructure search, reactions, and 2D/3D coordinates. Use when the user asks to read or convert molecules, fix parsing errors,
Generates type-safe React 18-19 component, hook, event handler, generic, server component, and routing patterns in TypeScript. Use when the user asks for typed React components, hooks, event handlers, generic data components, React 19 server components or acti
Analyzes and fixes React performance bottlenecks in rendering, bundle size, memory leaks, and Core Web Vitals. Use when the user reports slow interactions, large bundles, growing memory usage, poor LCP/FID/CLS scores, or a suspected performance regression.
Audits and optimizes React app rendering, bundle size, and Core Web Vitals, and sets up performance monitoring and memory leak detection. Use when the user asks for a React performance audit, bundle size reduction, slow rendering or scrolling fixes, LCP/FID/CL
Optimizes existing React apps for performance, migrates codebases to React 19+, and designs state management, component libraries, and build tooling. Use when a React app has re-render or bundle problems, needs a React 19 migration, or needs state, hooks, or b
Reviews React code to find unnecessary useEffect calls and suggests simpler documented alternatives such as render-time calculation, useMemo, key prop, event handlers, or useSyncExternalStore. Use when the user shares a React component or snippet and asks whet
Queries the Reactome REST API for pathway data, overrepresentation and expression analysis, gene-to-pathway mapping, disease pathways, molecular interactions, database version, and Pathway Browser links. Use when the user supplies gene or protein identifiers,
Audits source code for authentication, injection, data exposure, dependency and configuration security issues in strict read-only mode and compiles findings into a markdown report. Use when the user asks for a security review, vulnerability scan, or audit of a
Helps receptionists protect confidential information across documents, calls, visitors, emails, records, passwords, training, and incidents. Use when organizing confidential documents, screening calls, managing visitors, scanning or redacting email, entering r
Use when planning or executing authorized red team engagements, attack path analysis, or offensive security simulations. Covers MITRE ATT&CK kill-chain planning, technique scoring, choke point identification, OPSEC risk assessment, and crown jewel targeting.
Detects code smells, applies safe incremental refactorings, design patterns, performance and legacy-code fixes while preserving behavior. Use when the user asks to clean up, restructure, de-duplicate, or reduce complexity in existing code, or to refactor legac
