Skills for your AI
Assembles, annotates, compares, and interprets microbial genomes, covering phylogenetics, metagenomics, virulence, resistance screening, editing design, and strain engineering. Use when the user supplies sequencing reads, genome sequences, or metagenomic data
Designs and evolves microservice architectures, covering monolith decomposition, communication patterns, resilience, data consistency, service mesh, Kubernetes deployment, observability, and production hardening. Use when splitting a monolith, choosing sync vs
Automate Microsoft Teams messaging, meetings, channels, and workflow integrations
Creates, refactors, explains, and updates .NET code built on Microsoft Agent Framework, including tool and MCP integration. Use when the user asks to build a new agent or workflow, migrate Semantic Kernel or AutoGen code, explain agent code, add tools or MCP s
Creates, updates, refactors, explains, and migrates Python AI agents built with Microsoft Agent Framework, including workflows and multi-agent orchestration. Use when starting a new agent project, updating or refactoring existing agent code, explaining how age
Guides contributors through writing, editing, and reviewing Microsoft Learn documentation against the Microsoft Writing Style Guide and authoring best practices. Use when a contributor shares a draft for review, asks a style or terminology question, needs GitH
Tutors users through guided discovery of Microsoft and Azure technologies by asking questions and giving hints instead of direct answers. Use when someone wants to learn a Microsoft or Azure concept, needs help with a homework, exam, or test problem, wants a p
Detects and reports security-state changes during authorized red-team engagements, such as WAF rule deployments, concurrent attacker activity, and detection-induced IP blocks. Use when payloads stop reproducing, lockout counts rise, or an IP starts returning 4
Migrate from Cypress or Selenium to Playwright. Use when user mentions "cypress", "selenium", "migrate tests", "convert tests", "switch to playwright", "move from cypress", or "replace selenium".
Zero-downtime migration planning, compatibility validation, and rollback strategy generation. Tools for system, database, and infrastructure migrations with minimal business impact. Use when planning a database migration, infrastructure cutover, system replace
Completes the human-judgment steps of a NanoClaw v1 to v2 migration after the automated script runs, covering preflight, routing fixes, owner seeding, access policy, memory migration, container configs and fork customizations. Use when a user asks to finish a
Extracts customizations from a NanoClaw fork into a replayable markdown migration guide and upgrades cleanly to the latest upstream release. Use when upgrading a customized fork, when merge conflicts block an update, or when updating an existing migration guid
Analyzes geological, geophysical, geochemical, and remote sensing data to identify mineral potential, select drill sites, estimate resources, and support environmental and permitting work. Use when the user provides survey data, imagery, sample results, drill
Hunts miscellaneous web app vulnerabilities from bug bounty patterns, covering access control, invitation flows, token scope, cross-tenant access, SSRF, SAML, and DNS hygiene. Use when authorized to test a target for privilege bypass, information disclosure, s
This skill guides UX thinking across product decisions — what to show, what to hide, and how to communicate with users in a way that builds trust without exposing internal complexity.
Guides data scientists in selecting, comparing, evaluating, and tuning machine learning algorithms for their datasets and constraints. Use when the user needs algorithm recommendations, algorithm comparisons, performance metric interpretation, feature selectio
Plans, builds, evaluates, and deploys machine learning models end-to-end, covering data prep, model selection, evaluation, deployment, recommendations, sentiment analysis, fraud and churn, forecasting, pricing, vision, speech, and NLP. Use when a user asks for
Drafts publication-ready ML/AI papers for top conferences from a research repository and results, with programmatically verified citations. Use when starting a paper from a repo, finding or verifying references, drafting full sections, formatting for a venue,
Guides ML project workflows from feature engineering through deployment, monitoring, retraining, explainability, and optimization. Use when planning or executing ML tasks such as feature selection, model choice, training, evaluation, deployment, or domain-spec
Guides MLflow experiment tracking, model registry management, deployment, reproducibility, and autologging with code snippets and best practices. Use when logging runs, registering or promoting models, serving models, rerunning experiments, or enabling autolog
Generates ready-to-run TensorBoard setup, logging, comparison, and profiling code for PyTorch and TensorFlow training scripts. Use when the user asks to set up TensorBoard, log scalars, images, histograms, graphs, embeddings, hyperparameters, text, or PR curve
Guides Weights & Biases experiment tracking, metric logging, hyperparameter sweeps, artifact and model registry management, run comparison, and checkpoint saving. Use when the user asks to set up a W&B run, log metrics, configure a sweep, log artifacts or mode
Designs, builds, and optimizes native and cross-platform iOS/Android apps, covering platform selection, performance profiling, device integration, security, and store release. Use when starting a mobile project, choosing native vs cross-platform, fixing slow s
Supports the mobile app development lifecycle with UI design feedback, feature brainstorming, code optimization, bug troubleshooting, feedback analysis, market research, testing strategy, and concept specs. Use when working on a mobile app's design, code, feat
