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

babyfish-ct/jimmer

The most advanced ORM of JVM, for both java & kotlin observed · 2026-08-28

github.com/babyfish-ct/jimmer · homepage · Java · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

95/100

  • Activity 99
  • Release rhythm 86
  • 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: 3
  • age_days: 1583
  • days_rel: 15
  • days_push: 7
  • n_releases_24m: 94

Full methodology

Adoption not part of the score

1662 stars · 154 forks observed · 2026-08-28

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

Jimmer is a modern ORM framework for the JVM supporting both Java and Kotlin, built around immutable entities and type-safe query DSLs. It reads and writes arbitrarily shaped object graphs as a whole, with built-in caching, DTO code generation, and GraphQL-style fetching.

Use cases

  • query relational databases with a type-safe DSL instead of raw SQL
  • fetch nested object graphs without N+1 queries
  • save complex object graphs with batched upserts
  • generate DTOs and OpenAPI/TypeScript contracts at compile time
  • add multi-layer caching with automatic cache consistency for entities
  • serve GraphQL APIs backed by a relational database
  • build Spring Boot backends with advanced SQL features like CTEs and recursive queries

When to choose

  • you want a modern, type-safe ORM on the JVM for Java or Kotlin
  • your application reads and writes deeply nested object graphs
  • you need built-in object/association caching with consistency maintenance
  • you want compile-time DTO generation and GraphQL-style fetching

When to avoid

  • you need a traditional POJO-based ORM like JPA/Hibernate with existing entity mappings
  • you work outside the JVM ecosystem
  • you prefer hand-written SQL or lightweight query builders over a full ORM
  • your project depends on libraries requiring mutable POJO entities

Facets

framework · maturity active

orm database caching graphql serialization databases backend web-development developer-tools jvm cross-platform immutable-entities type-safe-dsl dto-language graph-queries spring-boot jdbc cache-consistency no-n-plus-1 code-generation

3 sources

Member repositories

RepositoryRoleHealth v2
babyfish-ct/jimmermain95

For agents

markdown · JSON · MCP: product_card(name="babyfish-ct/jimmer")

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