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

OpenRefine/OpenRefine

OpenRefine is a free, open source power tool for working with messy data and improving it observed · 2026-08-28

github.com/OpenRefine/OpenRefine · homepage · Java · BSD-3-Clause (permissive) observed · 2026-08-28

Health v2 · maintenance only

90/100

  • Activity 98
  • Release rhythm 73
  • 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: 21.5
  • age_days: 5071
  • days_rel: 182
  • days_push: 12
  • n_releases_24m: 11

Full methodology

Adoption not part of the score

11954 stars · 2161 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

OpenRefine is a free, open-source desktop application (running a local web server accessed via browser) for cleaning, transforming, and enriching messy datasets. It offers faceted browsing, clustering to fix inconsistencies, reconciliation against external databases like Wikidata, and full undo/redo of operation histories.

Use cases

  • clean up messy csv or spreadsheet data
  • deduplicate and merge similar values in a dataset
  • reconcile entity names against wikidata
  • explore large datasets with facets and filters
  • convert data from one format to another
  • bulk upload cleaned data to wikidata
  • augment a dataset with data from web services

When to choose

  • you need to interactively explore and clean tabular data without writing code
  • you want to match your records against external authorities like Wikidata or library subject headings
  • you care about privacy and want data cleaning done locally, not in the cloud
  • you need reproducible, replayable cleaning histories with undo/redo

When to avoid

  • you need fully automated, scheduled ETL pipelines - OpenRefine is interactive by design
  • you want to clean data on a headless server without a browser interface
  • your data does not fit a tabular/row-based model
  • you need a lightweight command-line-only tool

Facets

application · maturity stable

data-science etl search-engine gui self-hosted data-science developer-tools cross-platform jvm browser data-cleaning data-wrangling reconciliation wikidata faceted-browsing grel data-journalism linked-open-data clustering record-linkage data-engineering openrefine web-server desktop

10 sources

Member repositories

RepositoryRoleHealth v2
OpenRefine/OpenRefinemain90

For agents

markdown · JSON · MCP: product_card(name="OpenRefine/OpenRefine")

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