AgentReady vs Needle2

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...

An open 45M-parameter model for tool calling, device use, and structured extraction. Needle 2 runs as a 14 MB binary in 28 MB of session RAM.

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 Needle2

An open 45M-parameter model for tool calling, device use, and structured extraction. Needle 2 runs as a 14 MB binary in 28 MB of session RAM. Needle 2 is measured end-to-end through the shipped binary at CQ2-bit deployment precision with tool retrieval on; baselines run the released checkpoints under vLLM, and Apple FM runs on-device. Bringing On-Device AI to <$200 Devices : Edge AI has lately meant Macs and PCs, but the true edge is mostly cheap hardware: there are more than 21 billion IoT devices against roughly 1.5 billion PCs.