C++ coding standards based on the C++ Core Guidelines (isocpp.github.io).
Master Godot 4 GDScript patterns including signals, scenes, state machines, and optimization.
Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development.
Push/pull Copilot Studio agent content via the VS Code extension's LanguageServerHost LSP binary.
Finds oversized files, binary bloat, and accidental artifact commits in a repo — large files currently tracked, large blobs hiding in git…
Manages Git workflows including branching, commits, and pull requests.
Build and integrate Manifest DEX on Solana using the Manifest SDK.
Document the permitted network API used by a website by observing browser traffic, tracing client-side request construction, and replaying…
Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs
Implement, review, or improve maps and location features in iOS/macOS apps using MapKit and CoreLocation.
Complete guide for Marginfi - Solana's decentralized lending protocol for lending, borrowing, leveraged positions(looping) and flash loans.
Use for AST-aware code search, syntax-shaped matching, codemods, API migrations, repeated structured edits, or refactors where text grep…
Material 3 Expressive design patterns for Jetpack Compose - expressive theming, motion physics, shape morphing, typography emphasis, color…
When to activate: FastAPI, Pydantic v2, dependency injection, async endpoints, middleware, background tasks, OpenAPI
When to activate: PWA, service worker, offline, cache strategy, Web App Manifest, push notifications, Workbox, install prompt
When to activate: asyncio, async/await, concurrent I/O, aiohttp, anyio, task groups, asyncio patterns
When to activate: React Native, Expo, StyleSheet, navigation, FlatList, Animated, gesture handling, platform-specific code
Advanced MCP patterns for tool composition, resource management, and scaling.
Build MCP servers in Python with FastMCP.
Build CLI scripts alongside MCP servers for terminal environments.
Designs or reviews MCP servers so AI agents can use them reliably: outcome-oriented tools, flat constrained parameters, actionable errors…