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

kennethreitz/records

SQL for Humans™ observed · 2026-10-19

github.com/kennethreitz/records · homepage · Python · ISC (permissive) observed · 2026-10-19

Health v2 · maintenance only

49/100

  • Activity 58
  • Release rhythm 8
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 4318
  • days_rel: n/a
  • days_push: 254
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

7216 stars · 570 forks observed · 2026-10-19

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

Records is a Python library for making raw SQL queries to relational databases with a simple, human-friendly interface for accessing results. Built on SQLAlchemy and Tablib, it supports parameterized queries, transactions, and one-line export to CSV, JSON, YAML, HTML, XLS, or Pandas DataFrames.

Use cases

  • run raw sql queries from python without an orm
  • export database query results to csv or json
  • query postgres with simple parameterized sql
  • generate reports from database queries
  • access query rows as attributes or dict keys
  • run sql queries from the command line

When to choose

  • you prefer writing plain SQL over ORM abstractions
  • you need quick ad-hoc queries with ergonomic result access
  • you want to export query results to multiple formats easily
  • you want a lightweight wrapper around SQLAlchemy connections

When to avoid

  • you need an ORM with models, relationships, and migrations
  • you need async database access
  • you need advanced connection pooling or sharding features
  • your project requires a very actively maintained library

Facets

library · maturity maintenance

database database-driver orm serialization cli databases data-science developer-tools python cross-platform cli sql sqlalchemy tablib raw-sql query-results data-export postgres mysql sqlite command-line

3 sources

Member repositories

RepositoryRoleHealth v2
kennethreitz/recordsmain49

For agents

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

Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem