code-generation

This skill runs an evidence-gated review of .NET performance posture, Native AOT, and trimming readiness. A performance change is only real when a measurement proves it, and an app is only AOT-ready when reflection, serialization, and DI paths survive trimming without runtime…

Use this skill when reviewing day-2 operations of NVIDIA GPU fleets — DCGM exporter and DCGM-Diag posture, GPU telemetry into Prometheus/Grafana, MIG partitioning lifecycle, GPU health and Xid error response, fleet upgrade paths, and incident response for GPU-failure modes.…

> Agent for `dotnet-aspnetcore-api-review`. Statically reviews ASP.NET Core HTTP API architecture — middleware ordering, dependency-injection lifetimes, CORS, model validation, API versioning, error responses, rate limiting, and health/readiness boundaries — reading source and…

Use this skill when reviewing the architecture of an ASP.NET Core HTTP API — middleware ordering in the request pipeline, dependency-injection service lifetimes, CORS policy, model validation on bound input, API versioning, error and exception responses, rate limiting, and the…

Use this skill when reviewing in-application OpenTelemetry wiring in an ASP.NET Core service — OpenTelemetry SDK registration, trace context propagation across service boundaries, structured logging, correlation and trace identifiers in logs, metrics instrumentation, trace…

Use this skill when an operator is about to promote an NVIDIA NIM container from staging to production and needs a runtime-evidence go/no-go decision. The skill executes a fixed allowlist of cosign/crane/oras/grype commands against the candidate image, then emits a signed…

Autonomous improvement loop - modify, measure, keep or discard, repeat. Inspired by Karpathy's autoresearch. Triggers on: iterate, improve autonomously, run overnight, keep improving, autoresearch, improvement loop, iterate until done, autonomous iteration, batch experiments.

Search code by AST structure using ast-grep. Find semantic patterns like function calls, imports, class definitions instead of text patterns. Triggers on: find all calls to X, search for pattern, refactor usages, find where function is used, structural search, ast-grep, sg.

Pre-push safety gate for any git push to a remote (GitHub, GitLab, Bitbucket, self-hosted). Runs gitleaks + regex-layer secret scan, forbidden-file check, divergence check, size warning, and requires explicit confirm before pushing. Refuses on any secret hit. Triggers on: push…

> Agent for `dotnet-aspire-cloud-native-review`. Reviews .NET Aspire AppHost and service-defaults projects for cloud-native readiness — health checks, service dependency wiring, resiliency policies, configuration and secret hygiene, and the boundary to a real deployment…

> Agent for `dotnet-efcore-data-access-review`. Statically reviews EF Core data access — DbContext lifetime, N+1 queries, unbounded result sets, raw SQL injection surface, optimistic concurrency tokens, migration discipline, multi-tenant query filters, and connection resiliency.…

> Agent for `dotnet-maestro`. Classify the user's .NET task, select the narrowest specialist or the right team of specialists from the .NET board, and dispatch in parallel when the task spans multiple domains. Routes only — never answers .NET questions itself.

> Agent for `dotnet-performance-aot-review`. Reviews .NET performance posture, Native AOT, and trimming readiness — reflection and serialization hazards, hot-path allocations, and benchmark discipline — and downgrades any performance claim with no benchmark artifact to inference.

> Agent for `nvidia-gpu-operator-kubernetes-hardening`. Review NVIDIA GPU Operator deployments on Kubernetes — device plugin, MIG strategy, time-slicing, admission policy for GPU resources, namespace tenancy.

> Live-execution agent for `nvidia-model-promotion-gatekeeper`. Runs an allowlisted set of `cosign`, `crane`, `oras`, and `grype` commands against a candidate NIM container and emits a cosign-signable attestation JSON whose verdict is `promote`, `block`, or `manual-review`. Two…

> Agent for `nvidia-ngc-nim-supply-chain-governor`. Review NGC and NIM supply chain posture — NGC API key scope and rotation, NIM cosign verification, model card and weights provenance, air-gap mirror digest pinning, AI Enterprise entitlement.

> Agent for `nvidia-tensorrt-llm-deployment-review`. Static review of TensorRT and TensorRT-LLM deployment pipelines against NVIDIA's TensorRT Developer Guide — ONNX/PyTorch export, FP16/INT8/FP8/INT4 precision, calibration data integrity, dynamic shape profiles, plugin trust…

Use this skill when reviewing a .NET Aspire AppHost or service-defaults project for cloud-native readiness — health checks on declared service dependencies, service dependency wiring, resiliency policies on outbound calls, configuration and secret hygiene, configuration drift…

Use this skill when reviewing C# language and runtime correctness — nullable reference types, async/await, cancellation, disposal, allocations on hot paths, LINQ misuse, and Native AOT / trimming hazards. Trigger when a user provides C# source or project files and asks whether…

Use this skill when statically reviewing EF Core data access — DbContext lifetime and registration, N+1 query patterns, unbounded result sets, raw SQL injection surface, optimistic concurrency tokens, migration discipline, multi-tenant global query filters, and connection…

Configure and optimize rendering in 3ds Max — V-Ray and Corona render settings, render elements, light mix, batch rendering, network rendering, denoising, and post-production workflows. Use when tasks involve setting up production renders, optimizing render times, batch…

Automate 3ds Max with MAXScript and Python — scene manipulation, object creation, material assignment, camera setup, batch operations, UI tools, and file I/O. Use when tasks involve automating repetitive 3ds Max workflows, batch processing scenes, creating custom tools, or…

Builds Agent-to-Agent (A2A) servers and clients following Google's open protocol for agent interoperability. Use when the user wants to create an A2A-compliant agent, build an Agent Card, implement task management, connect agents across frameworks, set up agent discovery, handle…

You are an expert in Ably, the enterprise-grade realtime messaging platform. You help developers add pub/sub messaging, presence, chat, live updates, and event streaming to applications with guaranteed message ordering, exactly-once delivery, automatic reconnection, and global…

Audit web pages and components for WCAG 2.2 accessibility compliance. Use when a user asks to check accessibility, find a11y issues, audit for WCAG compliance, fix screen reader problems, check color contrast, ensure keyboard navigation works, or prepare for accessibility…