Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and variable management, XCom data access, and performance analytics with event logging and import error tracking.
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Source: PulseMCP · also listed on github_topic
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MCP_LOG_LEVELINFO # DEBUG/INFO/WARNING/ERROR/CRITICALFASTMCP_TYPEstdio # Default: Direct MCP client modeFASTMCP_HOSTFASTMCP_PORT8000 # HTTP server port (Docker internal)REMOTE_AUTH_ENABLEfalse # true/falseREMOTE_SECRET_KEYyour-secure-secret-key-hereAIRFLOW_API_BASE_URL"": "http://localhost:8080/api",AIRFLOW_API_URLAIRFLOW_API_VERSIONKey Architecture: Single MCP server with shared common tools (43) plus v2-exclusive asset tools (2) - dynamically loads appropriate toolset based on environment variable!AIRFLOW_API_USERNAME"": "airflow",AIRFLOW_API_PASSWORD"": "airflow"Tool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
56/56 tools missing one or more hints — get_prompt_template (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_dags (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_dag (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +53 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Tool test coverage
Only 4/56 tools referenced in tests (7%)
Write tests that reference each tool by name so every tool has at least one test.
Secrets stay with their owner
2 secret/sensitive values flow into network calls (AIRFLOW_API_PASSWORD → dynamic, AIRFLOW_API_PASSWORD → dynamic)
Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.
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