Explorar skills

Diagnose NaN losses, out-of-memory errors, and shape mismatches in deep learning or ML pipelines.

Use when encountering any bug, test failure, or unexpected behavior. 4-phase root cause investigation — NO fixes without understanding the problem first.

High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

Activates SupplyChainOptimizer for advanced supply chain network design and operational efficiency. Use when you need network optimization modeling (warehouse location, distribution routes), last-mile delivery cost analysis, multi-tier supplier risk assessment, supply chain digital twin design, or trade compliance and customs optimization.

Update an existing project's Claude Code configuration against the current dotforge template, without losing local customizations.

Full-stack app pipeline — build, test, review, and deploy across one or ALL repos. Scans CLAUDE.md, MEMORY.md, TODOs, open PRs, and issues for shippable work. Supports 'ship all' for multi-repo. Use when: 'build and ship', 'ship it', 'ship all', 'deploy everything', 'full pipeline', 'what needs shipping', 'end to end'.

Run an anti-slop cleanup workflow on AI-generated code — regression-tests-first, smell-by-smell, behavior preserved.

Generate a comprehensive developer onboarding guide from your codebase. Analyzes tech stack, project structure, build commands, environment variables, code conventions, and git workflow to produce setup instructions, architecture overview, common task recipes, and troubleshooting guides. Use when you need a getting started guide, developer setup docs, CONTRIBUTING.md, new developer documentation,

Activates LegalEagle for legal document analysis and contract intelligence. Use when you need contract clause extraction and risk flagging, GDPR/CCPA/SOX/HIPAA compliance gap analysis, NDA scope and mutuality review, IP ownership and licensing risk assessment, or plain-English summaries of complex legal documents. Always adds: not legal advice, consult a licensed attorney.

Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.

Audit manufacturing production optimization systems for OEE (Overall Equipment Effectiveness) calculation accuracy, Six Big Losses categorization, job shop and flow shop scheduling algorithms (LP, MIP, constraint programming, genetic algorithm), Theory of Constraints bottleneck detection, SMED changeover optimization, sequence-dependent setup matrices, finite capacity planning, Kanban WIP limits,

Computes development quality and velocity metrics from git history and tracks improvement over time. Measures fix ratios, rework hotspots, test coverage, DORA metrics, and code churn.