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AI · June 19, 2025

EnrichMCP – A Python ORM for Agents

I've been working with the Featureform team on their new open-source project, [EnrichMCP][1], a Python ORM framework that helps AI agents understand and interact with your data in a structured, semantic way. EnrichMCP is built on top of [MCP][2] and acts like an ORM, but for agents instead of humans. You define your data model using SQLAlchemy, APIs, or custom logic, and EnrichMCP turns it into a type-safe, introspectable interface that agents can discover, traverse, and invoke. It auto-generates tools from your models, validates all I/O with Pydantic, handles relationships, and…

EnrichMCP – A Python ORM for Agents launched on June 19, 2025 with 133 votes, #311 of 7,999 launches that month and more than 95% of that year's launches. The site was still online in September 2026, 1 year on.

Visit github.com ↗Alternativestop 4% of June 2025

In plain words

EnrichMCP is an open-source Python ORM framework that enables AI agents to interact with data in a structured, semantic way. Built on the Model Context Protocol, it lets developers define data models using SQLAlchemy, APIs, or custom logic, then auto-generates type-safe tools that agents can discover and use. The framework validates input and output with Pydantic, handles data relationships, and supports schema discovery. It is designed for teams building AI systems that need to query databases, call APIs, apply business logic, or integrate machine learning models.

written from the facts on this page · September 2026

From the sources

EnrichMCP is a python framework for building data driven MCP servers - featureform/enrichmcp

In the maker’s words, at launch

I've been working with the Featureform team on their new open-source project, [EnrichMCP][1], a Python ORM framework that helps AI agents understand and interact with your data in a structured, semantic way. EnrichMCP is built on top of [MCP][2] and acts like an ORM, but for agents instead of humans. You define your…

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