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

MongoEngine/mongoengine

A Python Object-Document-Mapper for working with MongoDB observed · 2026-08-28

github.com/MongoEngine/mongoengine · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

79/100

  • Activity 99
  • Release rhythm 42
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 268.5
  • age_days: 5294
  • days_rel: 176
  • days_push: 9
  • n_releases_24m: 3

Full methodology

Adoption not part of the score

4348 stars · 1230 forks observed · 2026-08-28

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

MongoEngine is a Python Object-Document Mapper (ODM) built on top of PyMongo for working with MongoDB. It provides schema-based document models, querying, signals, and file storage in a declarative, ORM-like API.

Use cases

  • model MongoDB documents with Python classes
  • query MongoDB with a pythonic API instead of raw queries
  • add schema validation to a schemaless MongoDB database
  • use MongoDB as the data layer for a Django or Flask app
  • store and retrieve files with GridFS from Python
  • define document fields with types, defaults, and required validation

When to choose

  • you use MongoDB from Python and want structured, validated document models
  • you prefer declarative schemas and queryset APIs over raw PyMongo calls
  • you want a mature, MIT-licensed ODM with Django integration support

When to avoid

  • you use a relational database instead of MongoDB
  • you need maximum performance and minimal abstraction - use PyMongo directly
  • you need an async-first ODM for asyncio applications

Facets

library · maturity stable

orm database-driver database data-science databases backend web-development developer-tools python cross-platform mongodb odm pymongo document-mapper schema-modeling

3 sources

Member repositories

RepositoryRoleHealth v2
MongoEngine/mongoenginemain79

For agents

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

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