AgentReady vs Marginal

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...

Track every LLM call's cost and slice it by customer, feature, model, any field you define.

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 Marginal

Track every LLM call's cost and slice it by customer, feature, model, any field you define. Marginal tracks the cost of every LLM call and slices it by the fields you care about, customer, feature, model. Cost is computed server-side, usage in, dollars out. Every API request is logged with its outcome, accepted counts, rejected events and why, stripped keys, unpriced models. The SDKs are zero-dependency, buffered, fire-and-forget: track() never throws and never blocks your request path.