Manifest.

Manifest

Manifest transforms any webpage into a structured, machine-readable action layer that tells AI agents exactly what they can do on a page — every clickable element, fillable form, and required input — eliminating guesswork and fragile hand-coded selectors. By bridging the gap between raw browser access and content extraction, Manifest enables autonomous agents to navigate, interact, and complete tasks across the web with precision and reliability.

Product Highlights

• Structured Action Manifests: Converts any URL into clean JSON describing every button, form, and input field with its requirements, dependencies, and current state — no screenshots or brittle CSS paths needed.
• Accessibility-First Extraction: Reads the page's accessibility tree like a screen reader, then cross-references DOM details to capture required fields, input types, placeholders, and disabled states that other tools miss.
• Resilient to UI Changes: Survives website redesigns automatically by interpreting semantic page structure rather than relying on hardcoded selectors that break with every update.
• Agent-Native Output: Returns descriptions in terms AI agents can directly reason about and act upon, enabling true autonomous decision-making rather than blind automation.
• Intelligent Caching: Cached responses deliver instant results without counting against rate limits, keeping costs predictable for agents repeatedly accessing the same URLs.

Use Cases

• Autonomous Web Agents: Power AI agents that can independently browse, fill forms, complete purchases, schedule appointments, or perform complex multi-step workflows across any website without human intervention.
• Reliable Web Automation: Replace fragile RPA and scraping pipelines with a robust layer that understands page semantics, eliminating maintenance overhead from constant selector updates.
• Agent Infrastructure: Build the action-awareness layer into your own AI systems, enabling any agent to interact with web interfaces as intelligently as a human user.
• Cross-Platform Integration: Connect Manifest to existing agent frameworks, browser tools, or orchestration platforms to add structured action understanding to your current stack.

Target Audience

Manifest is built for AI developers, agent infrastructure teams, and automation engineers who need their systems to do more than see or read web pages — they need them to understand what actions are possible and execute them reliably. Whether you're building consumer-facing AI assistants, enterprise automation, or foundational agent infrastructure, Manifest provides the critical missing layer that turns web browsing into true web interaction.