REPOGEO REPORT · LITE

vargasjona/fastapi-alembic-sqlmodel-async

Default branch main · commit 96f10870 · scanned 6/26/2026, 8:43:03 PM

GitHub: 1,270 stars · 171 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

15 /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

0 / 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 to clearly state "template" and key features
Why:
CURRENT
```
# Async configuration for FastAPI and SQLModel
```
COPY-PASTE FIX
```
# FastAPI Async Project Template: SQLModel, Alembic, Auth, RBAC
```

highreadme#2

Remove or rephrase self-deprecating recommendation for 'create-fastapi-project'

Why:

CURRENT

If you are looking to create new a project from zero, I recommend you to use create-fastapi-project.

COPY-PASTE FIX

Remove this sentence from the README.

mediumhomepage#3

Add a homepage URL to the repository's About section

Why:

COPY-PASTE FIX

Add the URL for the "Our Journey Using Async FastAPI" article (or another relevant project page) to the repository's homepage field.

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-SQLModel-Auth-Boilerplate

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

FastAPI-SQLModel-Auth-Boilerplate · recommended 1×
tiangolo/fastapi-boilerplate · recommended 1×
FastAPI-Project-Template · recommended 1×
FastAPI-Fullstack-Boilerplate · recommended 1×
Cookiecutter-FastAPI · recommended 1×

CATEGORY QUERY
Need a FastAPI boilerplate for async CRUD operations with SQLModel and authentication.
you: not recommended
AI recommended (in order):
1. FastAPI-SQLModel-Auth-Boilerplate
2. FastAPI-Boilerplate (tiangolo/fastapi-boilerplate)
3. FastAPI-Project-Template
4. FastAPI-Fullstack-Boilerplate
5. Cookiecutter-FastAPI
AI recommended 5 alternatives but never named vargasjona/fastapi-alembic-sqlmodel-async. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a modern FastAPI project template with async ORM, migrations, and role-based access.
you: not recommended
AI recommended (in order):
1. FastAPI-Boilerplate
2. FastAPI-Realworld-Example-App
3. FastAPI-SQLModel-PostgreSQL-Auth
4. FastAPI-Template
5. FastAPI-Project-Template (tiangolo/fastapi-project-template)
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 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?
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?

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MARKDOWN (README)

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite