REPOGEO REPORT · LITE

vargasjona/fastapi-alembic-sqlmodel-async

Default branch main · commit 96f10870 · scanned 5/16/2026, 1:13:01 AM

GitHub: 1,270 stars · 171 forks

AI VISIBILITY SCORE

22 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

1 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface vargasjona/fastapi-alembic-sqlmodel-async, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition README H1 and opening paragraph to clearly state "project template"

Why:

CURRENT

# Async configuration for FastAPI and SQLModel

This is a project template which uses FastAPI, Alembic and async SQLModel as ORM...

COPY-PASTE FIX

# FastAPI, Alembic, SQLModel Async Project Template

This is a comprehensive project template for building modern asynchronous web applications with FastAPI, Alembic, and async SQLModel as the ORM. It provides a complete async CRUD implementation with authentication and role-based access control, fully compatible with Pydantic V2 and SQLAlchemy V2.0.

mediumhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
Add a URL to a live demo, documentation, or a dedicated project page for this template.
```

mediumreadme#3

Explicitly highlight the template's core differentiator in the README

Why:

COPY-PASTE FIX

Under the 'Why Use This Template?' section, add a point like: '**Opinionated, Integrated Stack:** This template provides a fully integrated and opinionated stack, leveraging SQLModel for a unified data model across FastAPI (Pydantic V2) and SQLAlchemy (V2.0), alongside Alembic for migrations, and a complete async CRUD with authentication and role-based access control.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface vargasjona/fastapi-alembic-sqlmodel-async

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

FastAPI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

FastAPI · recommended 1×
SQLModel · recommended 1×
PostgreSQL · recommended 1×
SQLAlchemy · recommended 1×
python-jose · recommended 1×

CATEGORY QUERY
How to build a modern async FastAPI application with SQLModel and authentication?
you: not recommended
AI recommended (in order):
1. FastAPI
2. SQLModel
3. PostgreSQL
4. SQLAlchemy
5. python-jose
6. passlib
7. uvicorn
AI recommended 7 alternatives but never named vargasjona/fastapi-alembic-sqlmodel-async. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a FastAPI project template with async CRUD, SQLModel, and Alembic migrations.
you: not recommended
AI recommended (in order):
1. tiangolo/full-stack-fastapi-postgresql (tiangolo/full-stack-fastapi-postgresql)
2. fastapi-sqlmodel-alembic-template (miki725/fastapi-sqlmodel-alembic-template)
3. fastapi-template (sabuhi-sh/fastapi-template)
4. fastapi-starter (fastapi-starter/fastapi-starter)
5. fastapi-boilerplate (fastapi-boilerplate/fastapi-boilerplate)
AI recommended 5 alternatives but never named vargasjona/fastapi-alembic-sqlmodel-async. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of vargasjona/fastapi-alembic-sqlmodel-async?
pass
AI did not name vargasjona/fastapi-alembic-sqlmodel-async — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts vargasjona/fastapi-alembic-sqlmodel-async in production, what risks or prerequisites should they evaluate first?
pass
AI named vargasjona/fastapi-alembic-sqlmodel-async explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo vargasjona/fastapi-alembic-sqlmodel-async solve, and who is the primary audience?
pass
AI did not name vargasjona/fastapi-alembic-sqlmodel-async — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

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Brand-free category queries5 vs 2 in Lite
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