AgentReady vs TokenPath

AI agents hallucinate your content, miss half your pages, and give wrong answers about your product. AgentReady gives them a structured interface, MCP endpoint, cited...

One API to ground every generated token in its source, for output from any model. TokenPath measures attention directly, not the LLM's self-report, to return...

About AgentReady

AI agents hallucinate your content, miss half your pages, and give wrong answers about your product. AgentReady gives them a structured interface, MCP endpoint, cited answers, llms.txt, in under a minute. Free to start. Works with Claude, Cursor, Windsurf No credit card required Free to start. AgentReady handles crawling, indexing, MCP endpoint, and analytics automatically. See which of 9 AI products send people to your site. Instant audit of how well your site works for AI agents.

About TokenPath

One API to ground every generated token in its source, for output from any model. TokenPath measures attention directly, not the LLM's self-report, to return machine-readable, token-level citations your product can act on. You get back a list of attributions: each attribution is an answer span, the corresponding document span, and how confident the match is, enough to highlight it, cite it, or log it in a few lines. For the advanced raw token-by-token map, use /v1/attributions/heatmap .