"Understanding Inference Models" matching MCP connectors:

Cloud World ModelA

ai.cloudworldmodel

Simulate cloud infrastructure and estimate cost before deploying or changing infrastructure.

Machine-readable taxonomy of 100+ AI system failure modes spanning factuality, alignment, planning, code generation, and instruction following.

HumanJudgeOAuth

com.humanjudge.api

Pluralistic human evaluation infrastructure for AI in production. Query real human reviewer verdicts on commercial AI models - scores, flag breakdowns, and side-by-side comparisons, by our community reviews.

Audits MCP tool definitions for patterns that make models call tools wrong or mis-fill args.