Manifest maps web pages for AI agents

Building reliable browser agents is notoriously difficult due to fragile DOM structures and dynamic page states; Manifest tackles this head-on by shifting the burden of selector resolution and interactive state logic to a unified API. By encoding functional dependencies, it addresses a key failure mode where agents try to interact with disabled or unready elements.

• –**Dependency Awareness:** By defining preconditions for element interactions, it prevents common agent loop failures caused by interacting with elements out of order.
• –**Robust Locators:** Replacing brittle, custom scraping scripts with resolved CSS and role-based locators simplifies agent maintenance.
• –**Developer-Centric Integrations:** Shipping with a Python SDK, LangChain compatibility, and an MCP server makes it extremely easy to plug into existing AI agent workflows.