Amplifying/ai-benchmarks

ORM/Database Tools

Competitive

83 extractable responses · Winner: SQLModel at 35%

JS: Drizzle leads (61% in Next.js). Python: SQLModel leads (72%). These tools never compete across ecosystems.

Overall Breakdown

n=83 extractable responses. This is a multi-pick category — responses can recommend multiple tools, so picks may sum to more than the total.

SQLModel29/83 (34.9%) CI: 25.6–45.7%
Drizzle27/83 (32.5%) CI: 23.4–43.2%
Prisma17/83 (20.5%) CI: 13.2–30.4%
SQLAlchemy11/83 (13.3%) CI: 7.6–22.2%

Also Recommended

Tools that appear as second-choice alternatives or mentions when a different tool is picked as primary. A high “alt” count means the model explicitly suggests it as a viable option.

ToolAlt picksMentionsTotal
Prisma18624
SQLAlchemy16420
Tortoise ORM121325
Drizzle10111
Kysely9211
SQLModel7310

By Stack

Tool preferences differ by language ecosystem. Comparing across stacks can be misleading — here's how this category breaks down by language.

JS/TS

JavaScript / TypeScript

1 repo
Drizzle60.5% avg
Prisma59.3% avg
PY

Python

1 repo
SQLModel72.9% avg
SQLAlchemy27.1% avg

Model-by-Model Comparison

RepoSonnet 4.5Opus 4.5Opus 4.6
TaskFlowJS/TS
Next.js 14, TypeScript, App Router
Prisma78.6%
Drizzle21.4%
DataPipelinePY
FastAPI, Python 3.11, Pydantic

Recency Gradient

Prisma (2019)
79%
0%
Drizzle (2022)
21%
100%
Sonnet 4.5 Opus 4.6

Category Insight

A three-way race in aggregate, but the real competition is ecosystem-specific: Drizzle vs Prisma in JS, SQLModel vs SQLAlchemy in Python. These tools never compete across ecosystems.

Frequently Asked Questions

What orm/database tools tool does Claude Code recommend?
SQLModel is the most-recommended orm/database tools tool, appearing in 35% of responses. The runner-up is Drizzle at 32.5%. This is based on 83 extractable responses across 4 project types.
Is orm/database tools a settled or competitive market in AI recommendations?
ORM/Database Tools is classified as "Competitive" — no single tool dominates (<50%), and the winner often depends on the project stack.
Do different Claude models agree on orm/database tools tools?
Yes — all three models (Sonnet 4.5, Opus 4.5, Opus 4.6) largely agree on SQLModel as the top orm/database tools tool.

Browse ORM/Database Tools Tools

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