The request names apache-airflow, which is not itself among the candidates. The closest matches are Astronomer Documentation 3, which covers Astronomer's cloud service powered by Apache Airflow with Airflow-specific actions, and Dagu 2, which presents itself as a lightweight Airflow alternative. Prefect 1 and Dagster 8 are general orchestrators that can replace Airflow for many workflows.
- 1
- 2
Prefectprefect.iowebsite read, tools not yet checked
Open-source Python workflow orchestration where functions are annotated with @flow to get state, logging and automatic retries 1.
+10 community tools built for it
- 3
- 4
Dagudagu.shwebsite read, tools not yet checked
Local-first, single-binary workflow orchestrator defined in declarative YAML, presented as an Airflow alternative without a database 2.
Sources
- 1Prefect - Workflow Orchestration for Data, ML, and Agentsprefect.io · read 2026-10-29
- 2Dagu: Local-first workflow orchestration that just worksdagu.sh · read 2026-10-29
- 3Astronomer Documentationastronomer.io · read 2026-10-29
- 8Modern Data Orchestrator Platform | Dagsterdagster.io · read 2026-10-29
- 13airflow: declares "airflow" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
· Prefect website read, tools not yet checked
Orchestrate workflows with Prefect. Connect AI agents to your tools and data with FastMCP Gateway. Open-source foundations, production-ready platforms.
· Dagu website read, tools not yet checked
Local-first workflow orchestration in declarative YAML. One open-source binary with schedules, retries, human tasks, logs, and a Web UI. No database, no framework. Airflow alternative.
airflow · airflow verified and signed
Queries, manages, and troubleshoots Apache Airflow using the `af` CLI. Use when working with anything related to Airflow - a DAG, a DAG run, a task log, an import or parse error, a broken DAG, or any Airflow operation. Covers listing and triggering DAGs, retrying runs, reading task logs, diagnosing
· Kestra website read, tools not yet checked
Use declarative language to build simpler, faster, scalable and flexible workflows
GetEnvironment · AmazonMWAA verified and signed
Describes an Amazon Managed Workflows for Apache Airflow (MWAA) environment.
get_airflow_version · astro-airflow-mcp found in code, not yet checked
Get version information for the Airflow instance.
astronomer-data-agents · astronomer-data-agents verified and signed
Data engineering for Apache Airflow and Astronomer. Author DAGs with best practices, debug pipeline failures, trace data lineage, profile tables, migrate Airflow 2 to 3, and manage local and cloud deployments.
workflows · @zapier/zapier-sdk verified and signed
· Apache Software Foundation Pyspark website read, tools not yet checked
· Dagster website read, tools not yet checked
Dagster is the data orchestrator platform that helps you build, schedule, and monitor reliable data pipelines—fast, flexible, and built for teams.
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.