ORM/Database Tools
Competitive83 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.
| Tool | Alt picks | Mentions | Total |
|---|---|---|---|
| Prisma | 18 | 6 | 24 |
| SQLAlchemy | 16 | 4 | 20 |
| Tortoise ORM | 12 | 13 | 25 |
| Drizzle | 10 | 1 | 11 |
| Kysely | 9 | 2 | 11 |
| SQLModel | 7 | 3 | 10 |
By Stack
Tool preferences differ by language ecosystem. Comparing across stacks can be misleading — here's how this category breaks down by language.
PY
Python
1 repoSQLModel72.9% avg
SQLAlchemy27.1% avg
Model-by-Model Comparison
| Repo | Sonnet 4.5 | Opus 4.5 | Opus 4.6 |
|---|---|---|---|
TaskFlowJS/TS Next.js 14, TypeScript, App Router | Drizzle100% | ||
DataPipelinePY FastAPI, Python 3.11, Pydantic | SQLModel76.9% SQLAlchemy23.1% | SQLModel66.7% SQLAlchemy33.3% | SQLModel75% SQLAlchemy25% |
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.