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…
MCP server building, advanced patterns, and security hardening.
Bootstrap MCP server with Python SDK, transport configuration, tool/resource handlers, and proper project structure.
Building MCP (Model Context Protocol) servers for Claude extensibility.
Generate JSON Schema definitions for MCP tool input parameters.
Configure WebSocket transport for bidirectional MCP communication with connection management and reconnection handling.
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.
Generates Memento pattern for PHP 8.4. Creates state capture and restoration mechanism for undo/redo functionality, with originator…
Optimizes the memory footprint of a named function, feature, or module in embedded firmware.
Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing.
Replay the graph diff of one episode — a single git commit or working-tree save — to inspect what it changed: added/modified/removed…
Route code discovery, debugging, flow tracing, how-code-works questions, and pre-edit rationale checks in indexed source-code repos to…
Map source-code architecture with graph algorithms — PageRank centrality, bridge symbols, Louvain communities, dependency paths, and…
Find dead code, complexity hotspots, and refactoring candidates in indexed source code.
Map source-code relationships between symbols.
Lint @-mentions for style consistency and correctness
Validate all @-mentions resolve to existing files
Pre-merge analysis and preparation. Analyzes source branch vs target branch: commit stats, conflict detection, file impact. Analysis-only…