Full deprecation lifecycle for APIs, features, or internal code — Hyrum's Law analysis, deprecation notices, migration path design, and…
Spawn a fresh adversarial reviewer mid-implementation for any non-trivial decision — branching logic, cross-module boundaries…
Relentlessly interview the user about a plan or design, walking down every branch of the decision tree one question at a time until…
Structured production incident workflow — gather symptoms, run diagnostics, correlate recent deploys, draft a timeline and incident report
Extract requirements one targeted question at a time before any plan or code starts — hypothesizes user intent, scores confidence, and…
Instrument code with structured logging, metrics, and OpenTelemetry tracing — define the on-call questions first, then work backward to…
Internal health check skill for AI DevStudio project.
Synthesize the current conversation context and codebase into a full PRD — problem statement, user stories, implementation decisions…
Build persistent agents on Azure AI Foundry using the Microsoft Agent Framework Python SDK.
Remove signs of AI-generated writing from text.
Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee…
Before writing any code, produce a mermaid map of the change at the file-and-function level: every new or modified function with its…
Build a traceable hierarchy and deterministic cross-reference graph from user-provided mainland-China normative legal texts.
Decompose a game concept into individual systems, map dependencies, prioritize design order, and create the systems index.
Official integration patterns for Mapbox Maps SDK on Android.
Automate Mapbox tasks via Rube MCP (Composio).
Expert guidance on map design principles, color theory, visual hierarchy, typography, and cartographic best practices for creating…
Official integration patterns for the Mapbox Maps Flutter SDK.
Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs
Migration guide for developers moving from Google Maps Platform to Mapbox GL JS, covering API equivalents, pattern translations, and key…
Official integration patterns for Mapbox GL JS across popular web frameworks (React, Vue, Svelte, Angular).