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AI · November 4, 2025

CF

Concierge - Framework for Building Agentic Web Interfaces

Hey HN, We’re building Concierge, An open source framework that allows you to build Agentic Applications, letting LLMs navigate, interact, and transact with your service It's a declarative framework which makes it easy for you to create Microservices for AI agents. You can expose your existing web offerings to LLMs. To support navigation you can use several abstractions like Stages, Tasks, Workflows and more. These specify the rules and guiding principles of how an Agent interacts with the service. It's especially useful when you want to expose complex business logic with thousands of APIs,…

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In plain words

Concierge is an open-source framework for building applications that allow large language models to navigate, interact with, and conduct transactions on web services. It uses a declarative approach with abstractions like Stages, Tasks, and Workflows to define how AI agents should interact with complex business logic and APIs. The framework is designed for developers who need to expose existing web services to LLMs with clear rules and guiding principles governing agent behavior.

written from the facts on this page · September 2026

From the sources

In the maker’s words, at launch

Hey HN, We’re building Concierge, An open source framework that allows you to build Agentic Applications, letting LLMs navigate, interact, and transact with your service It's a declarative framework which makes it easy for you to create Microservices for AI agents. You can expose your existing web offerings to LLMs. To support navigation you can use several abstractions like Stages, Tasks, Workflows and more. These specify the rules and guiding principles of how an Agent interacts with the service. It's especially useful when you want to expose complex business logic with thousands of APIs, and want to provide context on how these can be used/called. For example building an Amazon for agents. With Concierge, you can several rules or "guiding principles" on how you want an Agent to interact with your service. We are calling this new concept as Agentic Web Interfaces, would love to know what you think! You can find the repository here: https://github.com/Agentic-Web-Interfaces/concierge Some features we are excited about: 1. UI Dashboard to track costs, top business services, usage and analytics. 2. Replay ability to allow you to track and debug user sessions. 3. Ability to self-host or use our managed hosting.

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