mwaa-mcp-server
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- AlicenseNot gradedqualityCmaintenanceAn MCP server for controlling Apache Airflow 3 via its REST API, enabling operations like DAG management, task monitoring, and more through natural language.MIT
- AlicenseNot gradedqualityNot gradedmaintenanceAn MCP server that wraps the Apache Airflow REST API, enabling clients to manage DAGs, monitor task instances, and handle workflows through a standardized interface. It provides comprehensive access to Airflow features including DAG runs, variables, connections, and XComs.MIT

astro-airflow-mcpofficial
AlicenseAqualityFmaintenanceAn MCP server that enables AI assistants to interact with Apache Airflow's REST API for DAG management, task monitoring, and system diagnostics. It provides comprehensive tools for triggering workflows, retrieving logs, and inspecting system health across Airflow 2.x and 3.x versions.3113Apache 2.0- FlicenseNot gradedqualityDmaintenanceEnables DAG management, monitoring, debugging, and connection testing for Apache Airflow through the MCP protocol.-
- AlicenseBqualityAmaintenanceMonitor and manage Apache Airflow clusters through natural language queries via MCP tools: DAG inspection, task monitoring, health checks, and cluster analytics without API complexity. * Guide: https://call518.medium.com/mcp-airflow-api-a-model-context-protocol-mcp-server-for-apache-airflow-5dfdfb25453MIT
- AlicenseAqualityBmaintenanceMCP server exposing Apache Airflow REST API operations as tools — list DAGs, inspect runs and task instances, trigger DAG runs, and check failed DAGs and scheduler health72MIT
TDQS
Scored across 21 tools
Each tool targets a distinct resource and action (e.g., get-environment vs list-environments, get-dag vs get-dag-source, list-task-instances vs get-task-instance). There is no meaningful overlap or ambiguity between tool purposes.
All tool names follow a consistent verb-object pattern with hyphens (e.g., get-environment, list-dag-runs, trigger-dag-run). Even multi-word resources like 'dag-run' and 'task-instance' are consistently hyphenated, and verbs are uniform (get, list, create, update, delete, pause, unpause, clear, trigger).
21 tools is slightly on the heavy side but still within a reasonable range for a comprehensive MWAA/Airflow management server. The tool count reflects the many resource types (environments, DAGs, runs, tasks, logs, connections, variables) that need coverage.
Environment CRUD, DAG listing/triggering/pausing, and run/task/log read operations are well covered. However, there are notable gaps: connections and variables only have list operations with no get/create/update/delete, and DAG runs lack a direct clear/delete operation (though clear-task-instances partially fills this). This leaves some Airflow management workflows incomplete.