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What is Manifest?

Manifest, created by Omfang, acts as an interface layer for AI agents, converting any webpage into an organized format that clarifies the actions an agent can perform. When developers input a URL into the Manifest API, they receive a structured JSON output that reveals the page's status, including accessible buttons, forms, input fields, navigation links, required fields, and the relationships between various actions. The system works by loading the webpage within an actual Chromium browser, executing JavaScript to gather data, and analyzing the accessibility tree used by screen readers, while also verifying it against the underlying DOM to capture complex details that are frequently missed by the accessibility layer, such as the types of inputs, placeholders, states of being disabled, and requirements for submission. After identifying possible actions, it accurately resolves their locators without relying on model-created assumptions; any unclear matches are marked as uncertain rather than being taken for granted. This method equips agents with a machine-readable structure that significantly boosts their reasoning abilities concerning interactions such as clicking, entering data, or submitting forms, all while avoiding dependence on screenshots or unreliable CSS selectors. By enhancing the accuracy and effectiveness of AI agents in accessing and engaging with web content, Manifest ultimately fosters a more reliable interaction experience. This innovation marks a noteworthy advancement in the way AI can interpret and respond to web interfaces.

What is Giotto?

The framework is built around the Model, View, and Controller (MVC) architecture, emphasizing a systematic approach that ensures long-term maintainability of the code. Unlike many popular web frameworks that prioritize quick deployment, often leading to convoluted code after several iterations, this framework focuses on stability and clarity in its design. For example, server processes like Apache and Gunicorn exemplify the role of controllers within this architecture. Upon starting, a controller process takes in a manifest, which serves as a strategic blueprint for operations. All incoming requests to the controller are directed towards specific applications detailed in the manifest. In this context, a manifest represents a collection of executable programs that can be run as needed. Users can engage with the controller through various means, such as web requests and command line commands, demonstrating its adaptability in different scenarios. This framework highlights the critical need for an organized and coherent structure in the realm of software development, showcasing how thoughtful design can enhance both usability and efficiency. Ultimately, investing in a well-structured framework can lead to more sustainable and manageable codebases over time.

Media

Media

Integrations Supported

CSS
Chromium
JSON

Integrations Supported

Python

API Availability

Has API

API Availability

Pricing Information

$29 per month
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Omfang AB

Date Founded

2026

Company Location

United States

Company Website

omfang.io

Company Facts

Organization Name

Giotto

Company Website

giotto.readthedocs.io/en/latest/

Categories and Features

Agentic AI

Not specified

Categories and Features

Microframeworks

Not specified

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