Launching today
Manifest
Turn any webpage into an action manifest for AI agents
157 followers
Turn any webpage into an action manifest for AI agents
157 followers
Manifest turns any webpage into a structured JSON map of what an AI agent can click, fill, and submit. One API call, no fragile selectors. Every action comes with resolved CSS/role locators, plus a requires field that encodes dependencies between elements (e.g. "select a plan before this button is clickable"). That's context aria snapshots don't give you. Python SDK, LangChain support, and an MCP server included. Built for anyone shipping browser agents.
finally something that gets at the real pain point. the requires field encoding dependencies is genuinely clever, going to wire this into our langchain setup this week and see if it holds up on a few gnarly sites.
Manifest
@minekld0
Thanks, Mine — glad it's landing on the actual pain point rather than the surface-level stuff. The LangChain integration should make wiring it in pretty straightforward, but I'd genuinely like to hear how it holds up on the gnarly sites — that's exactly the kind of real-world stress test that surfaces where requires breaks down. Let me know how it goes.