Launched this week
Manifest
Turn any webpage into an action manifest for AI agents
176 followers
Turn any webpage into an action manifest for AI agents
176 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.
The requires field for encoding element dependencies is genuinely clever. It's the kind of context that usually takes teams weeks of brittle DOM mapping to figure out, baked right into the response.
Manifest
@uurk6oe
Thanks, Uğur — that's exactly the gap I was aiming at. Teams end up hand-mapping that dependency logic per site, and it's brittle the moment the DOM shifts, so baking it into the response instead of leaving it as tribal knowledge in someone's scraper script was the whole point. Appreciate you naming why it matters, not just that it exists.
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.