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tilo/smarter_csv

Fastest end-to-end CSV ingestion for Ruby (with C acceleration). SmarterCSV auto-detects formats, applies smart defaults, and returns Rails-ready hashes for seamless use with ActiveRecord, Sidekiq, parallel jobs, and S3 pipelines — even for messy user-uploaded real-world data. observed · 2026-08-28

github.com/tilo/smarter_csv · Ruby · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

76/100

  • Activity 98
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

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: 5148
  • days_rel: n/a
  • days_push: 12
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1551 stars · 192 forks observed · 2026-08-28

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

SmarterCSV is a Ruby gem for fast, robust CSV parsing and generation, with optional C acceleration and auto-detection of messy real-world CSV formats. It returns Rails-ready hashes per row and guards against silent data corruption common in Ruby's built-in CSV library.

Use cases

  • parse large csv files in ruby fast
  • import user-uploaded csv files into rails activerecord
  • convert csv rows to hashes for sidekiq jobs
  • handle messy csv files with duplicate headers and BOMs
  • preserve full decimal precision for gps or financial data
  • export data to csv in ruby
  • process csv files in parallel

When to choose

  • you need fast, reliable CSV ingestion of real-world messy data in Ruby
  • you want hashes instead of arrays for ActiveRecord or Sidekiq pipelines
  • you need to avoid silent data loss like float precision rounding or duplicate headers

When to avoid

  • you only need trivial CSV parsing and the standard library suffices
  • your project is not in Ruby

Facets

library · maturity active

parser serialization developer-tools files developer-tools backend ruby cross-platform csv csv-parsing csv-import csv-export rails bigdecimal high-performance data-ingestion data-engineering

1 source

Member repositories

RepositoryRoleHealth v2
tilo/smarter_csvmain76

For agents

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

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