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

BeanieODM/beanie

Asynchronous Python ODM for MongoDB observed · 2026-08-28

github.com/BeanieODM/beanie · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

83/100

  • Activity 99
  • Release rhythm 53
  • 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: 92.5
  • age_days: 2017
  • days_rel: 159
  • days_push: 9
  • n_releases_24m: 7

Full methodology

Adoption not part of the score

2695 stars · 306 forks observed · 2026-08-28

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

Beanie is an asynchronous Python object-document mapper (ODM) for MongoDB, with data models built on Pydantic. Each MongoDB collection maps to a Document class supporting CRUD, pythonic queries, aggregations, indexes, and built-in data and schema migrations.

Use cases

  • map MongoDB collections to typed Pydantic models in Python
  • query MongoDB with pythonic expressions like Product.price < 10
  • run async MongoDB CRUD in FastAPI or asyncio apps
  • manage MongoDB schema and data migrations
  • define indexes declaratively on document fields
  • build aggregation pipelines with typed projections

When to choose

  • you use MongoDB with async Python (e.g. FastAPI) and want Pydantic-based models
  • you want an ODM with migrations, indexes, and relations out of the box
  • you prefer typed, pythonic query syntax over raw pymongo dicts

When to avoid

  • you need a synchronous ODM (use Bunnet instead)
  • you use a relational database or SQL-based ORM
  • you rely on Pydantic v1 or very old MongoDB/Python versions

Facets

library · maturity active

orm database-driver database databases backend web-development developer-tools python cross-platform mongodb odm pydantic asyncio motor pymongo schema-migrations

10 sources

Member repositories

RepositoryRoleHealth v2
BeanieODM/beaniemain83

For agents

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

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