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botvisibility MCP server · F · ToolBench

botvisibility

Lighthouse for AI agents — scan any URL across 58 checks and 5 levels (Discoverable, Usable, Optimized, Indexable, Agent-Native) to see how ready it is for Claude, GPT, and autonomous agent frameworks.

2026-07-28+STDIO0 tools

26/100

Definition Quality0

Protocol Readiness0

Supportability44

Spec posture

Inferred effective spec 2026-07-28+·current baseline 2026-07-28

Static source inference · medium confidence

Current-spec patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

26/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	26	2026-07-28+	v2