The request names Mapbox, so Mapbox comes first: it offers APIs and SDKs for maps, search, navigation and geospatial data 1. Its style-quality validation is covered by the indexed mapbox-style-quality action, which provides guidance on validating and checking accessibility of Mapbox styles 1. No alternatives are listed because none of the other products in the set provide Mapbox style validation.
- 1
Mapboxmapbox.comverified and signed
APIs and SDKs for maps, location search, navigation and geospatial data in web and mobile apps 1; use the mapbox-style-quality action to validate and check accessibility of Mapbox styles 1.
+5 community tools built for it
for agents: mapbox-style-quality · style · mapbox-style-patterns
Sources
- 1Mapbox | Maps, Navigation, Search, and Datamapbox.com · read 2026-10-29
For agents: the 10 actions behind this answer
mapbox-style-quality · mapbox-style-quality verified and signed
Expert guidance on validating, optimizing, and ensuring quality of Mapbox styles through validation, accessibility checks, and optimization. Use when preparing styles for production, debugging issues, or ensuring map quality standards.
arielreplicate/tres_iqa · arielreplicate/tres_iqa verified and signed
Assess the quality of an image
agentic-eval · agentic-eval verified and signed
Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimizer pipelines for quality-critical generation - Creating test-driven code refinement workflows - Designing rubric-based or LLM-as-j
modularity_metric · neo4j-gds found in code, not yet checked
Modularity is a metric that allows you to evaluate the quality of a community detection.
evaluation · langfuse verified and signed
tavily_map · Tavily verified and signed
Map a website's structure. Returns a list of URLs found starting from the base URL.
get_mind_map_tool · notebookllama found in code, not yet checked
This tool is useful to get a mind
apify-competitor-intelligence · apify-competitor-intelligence verified and signed
Analyze competitor strategies, content, pricing, ads, and market positioning across Google Maps, Booking.com, Facebook, Instagram, YouTube, and TikTok.
· Beautifier website read, tools not yet checked
evalgate_run_suite · evalgate found in code, not yet checked
Execute an evaluation suite YAML file and enforce quality gates.
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.