Data Engineering & ETL MCP Servers

51 published MCP servers in this category · all categories

Data engineering MCP servers connect assistants to data pipelines, transformation projects and data platform operations. They can help inspect a pipeline run, retrieve catalogue information or manage a supported ingestion job. Database querying alone does not establish pipeline orchestration support.

Follow the data and the run

Compare source and destination support, transformations and execution history. Check whether the integration reads pipeline state or starts a job, and retain the run identifier when investigating a failure. File conversion and business reporting have separate categories for those narrower tasks.

Browse the servers below for available tools, connection options and links to the maintainer’s documentation. A server can belong to several categories when it supports several kinds of work.

Airbyte Status Checker

Checks the status of Airbyte connections through the Claude Desktop MCP protocol.

Developer ToolsPython★ 1

agentmode-mcp

AgentMode is an all-in-one Model Context Protocol (MCP) server that connects your coding AI to dozens of databases, data warehouses, and data pipelines.

Databases

Airbyte Agents

Let AI agents query data and act across all your business apps via MCP.

Data Engineering & ETLRemote

Airbyte Labs Pyairbyte MCP

The PyAirbyte Managed Code Provider (MCP) service is an AI-powered backend that generates PyAirbyte pipeline code and instructions. It leverages

AI & ML ServicesRemotePython

Airflow

Placeholder for the old Airflow package

Developer ToolsPython

AirTrack

A Model Context Protocol (MCP) server for Apache Airflow that enables standardized access to DAG metadata, run status, and task insights, allowing seamless integration with MCP clients for…

Monitoring & Observability

Apache Airflow

A Model Context Protocol (MCP) server implementation for Apache Airflow, enabling seamless integration with MCP clients. This project provides a

Monitoring & ObservabilityPython

AptiBuild AI — Career Intelligence

Personality-conditioned idea generation, official BLS OEWS wage data, real-time FRED labor market signals, and pre-built harnesses tuned to specific life stages — without building and maintaining…

CommunicationRemote

Azure Data Catalog By Cdata

:heavy_exclamation_mark: This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified

Cloud & DevOpsRemote

Census

List reverse-ETL sources, destinations, models, syncs and runs; trigger syncs into SaaS tools.

Government & Public DataRemote

Coderadius

Prevent cross-repo architectural breakage before merge. Architecture knowledge graph from static analysis, blast radius in CI, MCP server for AI

Developer ToolsPython

Crawlora MCP

Two ways to use it: connect any MCP client to the hosted endpoint (https://mcp.crawlora.net/mcp), or run the small open‑source local server in this repo (npx / Docker, stdio) — both expose the same…

Social Media & MarketingRemote

Dagster Mcp

An MCP server that gives AI agents full visibility and control over your Dagster instance — like an SRE for your data pipelines.

Hardware & IoT

Databox MCP

Databox MCP is a [Model Context Protocol](https://modelcontextprotocol.io/) server that connects your business data to AI assistants. Ask questions

DatabasesRemoteGo

Datagouv Fr

data.gouv.fr MCP — French open-data catalogue.

Data Engineering & ETLRemote

Datanika-mcp

Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

Data Engineering & ETL

Dbt

Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and

Developer Tools

Dbt

dbt MCP — manifest/run_results/sources/catalog parsing + DQ result tables (BigQuery/Postgres)

Databases

Dbt

MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and

Knowledge & MemoryPython

Dbt Cli MCP

A Model Context Protocol (MCP) server that wraps the dbt CLI tool, enabling AI coding agents to interact with dbt projects through standardized MCP

Developer ToolsPython

🛠️ dbt MCP Server

If you like this repo, leave a ⭐️ — it means a lot!

Data Engineering & ETL

Dbt-plan

Predicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.

Data Engineering & ETL

Dbt Semantic Layer

MCP Server for querying DBT Semantic Layer

Developer Tools

De

MCP Server for Data Engineering Knowledge

Developer ToolsTypeScript

Engineer-your-data

MCP server for data engineering: validation, transformation, visualization, and APIs.

Data Engineering & ETL

Fivetran

MCP server for Fivetran API - manage syncs, check status, and control data pipelines

Developer ToolsRemote

Google Data Catalog By Cdata

CData JDBC Driver connects to Google Data Catalog by exposing them as relational SQL models.

DatabasesRemote

Hadith MCP

This repository provides a **FastMCP** server over **`data/hadith.db`** plus a **data pipeline** to build that database: normalized SQLite, **OpenAI

DatabasesRemotePython

HumanMirror Forge

Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.

Data Engineering & ETLRemote

Incident Response MCP for Apache Airflow

Diagnose Airflow failures from UI links with bounded logs and optional recovery actions.

Monitoring & Observability

JoinLayer

Operate secure JoinLayer data pipelines through delegated OAuth.

Data Engineering & ETLRemote

Lakexpress

MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet

DatabasesPython

Library

Teen-first library on CBT, DBT, and finding the right therapist.

Data Engineering & ETLRemote

Mage.ai MCP Integration

A comprehensive Model Context Protocol (MCP) integration for Mage.ai, allowing AI assistants like Anthropic's Claude to efficiently work with Mage data pipelines.

AI & ML Services

Marmot Data Catalog

Open-source data catalog. Search assets, explore lineage, and find ownership.

Knowledge & Memory

MC-Data Monitor

SQL pipeline observability and DBT integration monitor.

DatabasesRemote

MCP

# mcp-dagster: A Dagster MCP Server > The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that

Developer Tools

MCP

MCP-Airflow-API is an MCP server that leverages the Model Context Protocol (MCP) to transform Apache Airflow REST API operations into natural

Developer ToolsPython

MCP Airflow Simple

A **Model Context Protocol (MCP) server** for Apache Airflow 3 that provides essential tools for DAG management, monitoring, debugging, and

Monitoring & ObservabilityPython

Mcp-datahub

MCP server for DataHub data catalogs. Discover datasets, explore lineage, and access metadata.

Developer Tools

mcp-data-pipeline-connector

npm mcp-data-pipeline-connector package

Data Engineering & ETL

MCP Data Pipeline Connector

Universal data connector for CSV, Postgres, and REST APIs via DuckDB

Databases

mcp-server-apache-airflow

A Model Context Protocol (MCP) server implementation for Apache Airflow, enabling seamless integration with MCP clients. This project provides a standardized way to interact with Apache Airflow through the Model…

Data Engineering & ETL

Mini Data Engine Runtime Copilot

MCP runtime copilot for health checks, regressions, explainability, and operational memory.

Data Engineering & ETL

Pbix-atlas

Bidirectional data lineage graph for Power BI (.pbix) files, from source to display

Analytics & Reporting

Pbix-lineage

Bidirectional data lineage graph for Power BI (.pbix) files, from source to display

Analytics & Reporting

Public Data Catalog

Reviewed public-data search and execution with provenance and verifiable integrity receipts.

Government & Public DataRemote

ramp-mcp

A Model Context Protocol server for retrieving and analyzing data or running tasks for Ramp using Developer API. In order to get around token and input size limitations, this server implements a…

Databases

ramp-mcp

A Model Context Protocol server for retrieving and analyzing data or running tasks for Ramp using Developer API. In order to get around token and input size limitations, this server implements a…

Databases

Scientific Microservices

Valid and reliable data engineering and statistical analysis without hallucinations.

Data Engineering & ETLRemote

Sling-cli

Sling CLI MCP server for querying any database, running data pipelines and managing replications

Databases

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