# Giving AI Coding Agents Access to Code, Data, APIs and User Interfaces

DevFeed: [Giving AI Coding Agents Access to Code, Data, APIs and User Interfaces](<https://devfeed.tech/articles/cerrando-el-circulo-de-la-ia-en-desarrollo-de-software-83893.md>)

Original publisher: [Read original article](<https://antonioleiva.com/cerrando-circulo-ia>)

Author: Antonio Leiva

Published: 2025-10-22T00:00:00Z

Content type: article

Language: es

Sources: [Antonio Leiva](<https://devfeed.tech/sources/antonio-leiva.md>)

Topics: [agentic-coding](<https://devfeed.tech/topics/agentic-coding.md>), [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [mcp](<https://devfeed.tech/tags/mcp.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [prisma](<https://devfeed.tech/tags/prisma.md>)

## AI overview

The article argues that AI coding agents need access to code, databases, APIs and user interfaces to diagnose errors and validate their work. It suggests controlled database access, API calls and interface automation tools to give agents more direct feedback from the development environment.

## Source excerpt

Estos días he estado dándole vueltas a algo que me parece clave si estás desarrollando con IA: 💥 probablemente lo estás haciendo mal 💥