Machine Learning

Generate custom GitHub Copilot agents (.agent.md files) for VS Code with proper YAML frontmatter, tools configuration, and handoff workflows. Use when "create copilot agent", "generate github copilot agent", "new copilot agent for", "make a copilot agent", or "build copilot agent".

Git worktree management for parallel SPEC development with isolated workspaces, automatic registration, and seamless MoAI-ADK integration

Use when editing ANY configuration file in this dotfiles repository. Ensures files are edited in the repo (not symlinks), identifies correct file locations, and tracks the repository structure.

Cargo.tomlのversionを更新し、`version bump (vX.Y.Z)`でコミットし、`vX.Y.Z`の軽量タグを作成してoriginへpushする作業で使う。Rust CLIのリリース準備、version bump、git tag/pushの依頼があるときに使う。

Package entire code repositories into single AI-friendly files using Repomix. Capabilities include pack codebases with customizable include/exclude patterns, generate multiple output formats (XML, Markdown, plain text), preserve file structure and context, optimize for AI consumption with token counting, filter by file types and directories, add custom headers and summaries. Use when packaging codebases for AI analysis, creating repository snapshots for LLM context, analyzing third-party libraries, preparing for security audits, generating documentation context, or evaluating unfamiliar codebases. | Sử dụng khi: đóng gói repo, pack codebase, context cho AI.

CLI for managing the Cortex email automation pipeline. Use this skill when the user wants to query emails, check queue status, trigger backfills, view classifications, or manage the email triage system. Triggers on keywords like "cortex", "email pipeline", "queue status", "classification", "backfill", "triage".

Coordinates adaptive QA testing across behavioral, contract, and regression dimensions. Routes to specialized sub-agents based on context and depth.

Expert in drone systems, computer vision, and autonomous navigation. Specializes in flight control, SLAM, object detection, sensor fusion, and path planning. Activate on "drone", "UAV", "SLAM", "visual odometry", "PID control", "MAVLink", "Pixhawk", "path planning", "A*", "RRT", "EKF", "sensor fusion", "optical flow", "ByteTrack". NOT for domain-specific inspection tasks like fire detection, roof damage assessment, or thermal analysis (use drone-inspection-specialist), GPU shader optimization (use metal-shader-expert), or general image classification without drone context (use clip-aware-embeddings).

Professional styling toolkit with 10 pre-set themes for slides, documents, reports, and HTML pages. Use when applying consistent colors and fonts to any artifact, or when generating custom themes on-the-fly.

Machine learning model training, evaluation, deployment, and MLOps workflows.

Validate and lint Azure Pipelines YAML with best practices checks. Use when validating pipeline syntax or ensuring pipeline quality.

Master Data Science, AI Engineering, Machine Learning, MLOps, Prompt Engineering, and AI systems. Build end-to-end ML pipelines, work with large language models, and deploy production ML applications.

Type-safe ORM for Cloudflare D1 databases using Drizzle. This skill provides comprehensivepatterns for schema definition, migrations management, type-safe queries, relations, andCloudflare Workers integration.Use when: building D1 database schemas, writing type-safe SQL queries, managing databasemigrations with Drizzle Kit, defining table relations, implementing prepared statements,using D1 batch API for transactions, or encountering "D1_ERROR", transaction errors,foreign key constraint failures, migration apply errors, or schema inference issues.Prevents 12 documented issues: D1 transaction errors (SQL BEGIN not supported), foreign keyconstraint failures during migrations, module import errors with Wrangler, D1 binding not found,migration apply failures, schema TypeScript inference errors, prepared statement caching issues,transaction rollback patterns, TypeScript strict mode errors, drizzle.config.ts not found,remote vs local database confusion, and wrangler.toml vs wrangler.jsonc mixing.Keyw

Integration templates for FastAPI endpoints, Next.js UI components, and Supabase schemas for ML model deployment. Use when deploying ML models, creating inference APIs, building ML prediction UIs, designing ML database schemas, integrating trained models with applications, or when user mentions FastAPI ML endpoints, prediction forms, model serving, ML API deployment, inference integration, or production ML deployment.

Create targeted repomix XML packages for AI code analysis. Suggests templates (metadata-flow, code-review, architecture, context) and file patterns based on task objectives. See reference.md for detailed workflows and patterns.

Create and validate Mixpanel event schemas in YAML format. Generate type-safe event definitions for multiple platforms (TypeScript, Kotlin, Swift). Activated when defining Mixpanel events, creating event schemas, or generating tracking code.

ALWAYS use this skill immediately after running 'ansible-galaxy init' to create a new Ansible role. Also use when the user asks to fix ansible-lint errors or when ansible-lint output shows fixable issues like yaml[comments], schema[meta], meta-incorrect, name[play], or role-name[path] violations.

Comprehensive YAML syntax validation, error fixing, and schema validation for various formats (GitHub Actions, Docker Compose, Kubernetes, GitLab CI). Use when Claude needs to: (1) Validate YAML syntax, (2) Check YAML files for errors, (3) Fix common YAML formatting issues, (4) Validate against schemas like GitHub Actions workflows, Docker Compose files, Kubernetes manifests, or GitLab CI pipelines, (5) Debug YAML parsing errors. Triggers on phrases like "check yaml", "validate yaml", "fix yaml errors", "yaml syntax".

Create quick React prototypes that bundle to a single HTML file. Use for demos, interactive experiments, or shareable artifacts - NOT for full apps (use audreygen/Next.js for those).

Create Renku blueprints for video generation workflows. Use when users want to define custom video generation pipelines, compose producers into workflows, or create new blueprint YAML files.