Ross ROSS = Recommend OSS · open-source software intelligence for agents

mara/mara-pipelines

A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow observed · 2026-08-28

github.com/mara/mara-pipelines · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

23/100

  • Activity 0
  • Release rhythm 8
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3077
  • days_rel: n/a
  • days_push: 992
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2089 stars · 101 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Mara Pipelines is a lightweight, opinionated ETL/ELT framework for Python that sits between plain scripts and Apache Airflow. Pipelines are defined as declarative Python code, executed on a single machine with multiprocessing, using PostgreSQL as the data processing engine and a web UI for inspecting and debugging runs.

Use cases

  • build simple etl pipelines in python without airflow
  • orchestrate sql-based data transformations with postgresql
  • run data integration pipelines on a single machine
  • define data pipelines as code with dependency management
  • monitor and debug pipeline runs in a web ui
  • replace cron scripts with a lightweight pipeline framework

When to choose

  • you want a simpler alternative to Apache Airflow for small-to-medium pipelines
  • your data processing is PostgreSQL-centric
  • you run pipelines on a single machine and don't need distributed scheduling
  • you prefer declarative Python pipeline definitions with a web UI

When to avoid

  • you need distributed execution across a cluster
  • you need Windows-native execution (requires Docker or WSL)
  • you need engines other than PostgreSQL for data processing
  • you need a framework with frequent releases and active development

Facets

framework · maturity maintenance

etl workflow-automation scheduling cli databases developer-tools python elt data-pipelines postgresql pipeline-orchestration lightweight web-ui data-engineering automation linux macos docker

2 sources

Member repositories

RepositoryRoleHealth v2
mara/mara-pipelinesmain23

For agents

markdown · JSON · MCP: product_card(name="mara/mara-pipelines")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem