Manifest is a Product Hunt product ranked #10 with 132 upvotes and 59 comments. Manifest turns any webpage into a structured JSON map of what an AI agent can click, fill, and submi… Data from Daily Trends.

Manifest
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.
- Rank
- 10
- Upvotes
- 132
- Comments
- 59
- Category
- API • Developer Tools • Artificial Intelligence
- Product link
- https://www.producthunt.com/products/manifest-363?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+PainSpotter+%28ID%3A+282694%29
- Snapshot date
- 7/21/2026
Description
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.