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…
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
Build, run, and order MCP servers through a portable CLI.
Building MCP (Model Context Protocol) servers for Claude extensibility.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows.
Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP.
Generate JSON Schema definitions for MCP tool input parameters.
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config…
Use when working with camera, photos, audio, haptics, ShazamKit, or Now Playing.
Generates Mediator pattern for PHP 8.4. Creates coordination layer for complex component interactions with event dispatching…
Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development.
Validate untrusted input at backend boundaries and keep business rules in the correct layer.
Document and name functions, structs, and fields in Melee decompilation.
Use when the user mentions memory leak prevention, code review for memory issues, or proactive leak checking.
Use when you see memory warnings, 'retain cycle', app crashes from memory pressure, or when asking 'why is my app using so much memory'…
Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code.
Find files that historically co-change with a target symbol or file, ranked by co-occurrence across git episodes.
Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing.