PrefectHQ/prefect
Some data may be outdated — see provenance labels.
Prefect is a workflow orchestration framework for building resilient data pipelines in Python. observed · 2026-09-25
Health v2 · maintenance only
92/100
- Activity 96
- Release rhythm 83
- Longevity 100
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.
- gap_med: 5
- age_days: 3035
- days_rel: 36
- days_push: 26
- n_releases_24m: 130
Adoption not part of the score
23921 stars · 2541 forks observed · 2026-09-25
What it is AI-extracted, prompt v1, taxonomy v1, 2026-10-12, confidence 0.98
Prefect is an open‑source Python library for building, scheduling, and monitoring resilient data pipelines. It provides a simple, Pythonic API to turn ordinary functions into production‑grade workflows.
Use cases
- Schedule and run ETL jobs with automatic retries and caching
- Orchestrate machine‑learning model training pipelines across local and cloud environments
- Build event‑driven data workflows that react to external triggers
- Monitor and visualize workflow execution in real time
- Create dynamic pipelines that generate tasks at runtime based on data
When to choose
- You need a Python‑first orchestration tool that integrates tightly with existing codebases
- Your workflows require robust state tracking, retries, and caching out of the box
- You want the flexibility to run locally, on Kubernetes, or via Prefect Cloud without vendor lock‑in
- You prefer a declarative, code‑only approach over DSLs or complex configuration files
When to avoid
- You are looking for a non‑Python solution or need a compiled language runtime
- Your use case demands a low‑level, custom scheduler with fine‑grained resource control
- You need a fully managed SaaS platform with no self‑hosting options
Facets
library · maturity active
api-framework cli monitoring data-science machine-learning python cross-platform cli workflow-orchestration data-pipelines prefect-cloud state-management event-driven scheduler devops automation
6 sources
- readme: https://github.com/PrefectHQ/prefect · fetched 2026-09-25 · 5b50f2873412
- homepage: https://prefect.io · fetched 2026-09-28 · 7a28997617d9
- site_page: https://docs.prefect.io/v3/get-started/index · fetched 2026-09-28 · 5eea312bf7f4
- site_page: https://www.prefect.io/pricing · fetched 2026-09-28 · c943fd766481
- site_page: https://www.prefect.io/changelog · fetched 2026-09-28 · 5b1925fa412b
- site_page: https://www.prefect.io/company · fetched 2026-09-28 · c8fcd1b31987
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| PrefectHQ/prefect | main | 92 |
For agents
markdown · JSON · MCP: product_card(name="PrefectHQ/prefect")
Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem