Unified pre-launch checklist + staged rollout strategy (0%→5%→25%→100%) + rollback triggers — consolidates deploy validation, canary…
Fetch official docs before writing any framework-specific code — implement to documented patterns, cite the source, and flag any deviation…
Create Manim animations for demo videos.
Select and implement the right Azure compute platform for a workload.
Gathers context and builds a strict execution map for a new feature using the local Graphify knowledge graph to prevent context bloat.
Official integration patterns for Mapbox Maps SDK on Android.
Migration guide for developers moving from Google Maps Platform to Mapbox GL JS, covering API equivalents, pattern translations, and key…
Integration patterns for Mapbox MCP DevKit Server in AI coding assistants.
Integration patterns for Mapbox MCP Server in AI applications and agent frameworks.
Common style patterns, layer configurations, and recipes for typical mapping scenarios including restaurant finders, real estate, data…
Expert guidance on validating, optimizing, and ensuring quality of Mapbox styles through validation, accessibility checks, and optimization.
Guide for migrating from MapLibre GL JS to Mapbox GL JS, covering API compatibility, token setup, style configuration, and the benefits of…
Apply cultural mapping — using shared conventions (icons, colors, gestures, metaphors) to convey what a control does when natural spatial…
Manual for the marginaleffects R and Python package, and guide to the book "Model to Meaning".
Analyze a research paper from its full text to reconstruct the real research questions, author claims, evidence support, and overclaim risk.
Write a marimo notebook in a Python file in the right format.
Interactive markdown accessibility audit wizard.
Use when writing technical documentation, READMEs, or project documentation in markdown.
Retrieve the Markdown version of a public web page from a URL using the agent's built-in URL fetch capability and markdown.new.
Formats plain text or markdown files with frontmatter, titles, summaries, headings, bold, lists, and code blocks.
Enforces markdown line-wrap and structure rules for clean git diffs.