RRepoGEO

REPOGEO REPORT · LITE

grillazz/fastapi-sqlalchemy-asyncpg

Default branch main · commit 971370d2 · scanned 6/11/2026, 10:58:51 PM

GitHub: 523 stars · 64 forks

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 grillazz/fastapi-sqlalchemy-asyncpg, 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's opening to clearly state it's a boilerplate/template

    Why:

    CURRENT
    # fastapi-sqlalchemy-asyncpg
    COPY-PASTE FIX
    # fastapi-sqlalchemy-asyncpg: A Robust FastAPI Boilerplate with SQLAlchemy 2.0 and Asyncpg

This repository provides a high-performance, fully asynchronous boilerplate/template for building modern web APIs with FastAPI, SQLAlchemy 2.0, and PostgreSQL using the asyncpg driver. It's designed for Python developers seeking a solid foundation for scalable applications.
  • mediumabout#2
    Enhance the GitHub repository description

    Why:

    CURRENT
    Integration of FastAPI framework supported by Pydantic with SQLAlchemy ORM and PostgreSQL on asyncpg driver
    COPY-PASTE FIX
    A robust FastAPI boilerplate/template for high-performance async APIs with SQLAlchemy 2.0, Pydantic, and PostgreSQL (asyncpg driver).
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/grillazz/fastapi-sqlalchemy-asyncpg (or a dedicated demo/docs site if available)

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 grillazz/fastapi-sqlalchemy-asyncpg
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
FastAPI-PostgreSQL-Async-Boilerplate
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. FastAPI-PostgreSQL-Async-Boilerplate · recommended 1×
  2. FastAPI · recommended 1×
  3. SQLAlchemy 2.0 · recommended 1×
  4. Full Stack FastAPI and PostgreSQL - Base Project · recommended 1×
  5. JWT · recommended 1×
  • CATEGORY QUERY
    Seeking a robust Python boilerplate for a modern API using an async ORM and PostgreSQL.
    you: not recommended
    AI recommended (in order):
    1. FastAPI-PostgreSQL-Async-Boilerplate
    2. FastAPI
    3. SQLAlchemy 2.0
    4. Full Stack FastAPI and PostgreSQL - Base Project
    5. JWT
    6. FastAPI-Boilerplate-Generator
    7. cookiecutter
    8. Sanic-PostgreSQL-Boilerplate
    9. Sanic
    10. GINO
    11. asyncpg
    12. Starlette-SQLAlchemy-PostgreSQL-Boilerplate
    13. Starlette

    AI recommended 13 alternatives but never named grillazz/fastapi-sqlalchemy-asyncpg. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good Python template for a high-performance async web API with user authentication?
    you: not recommended
    AI recommended (in order):
    1. FastAPI (tiangolo/fastapi)
    2. SQLModel (tiangolo/sqlmodel)
    3. SQLAlchemy (sqlalchemy/sqlalchemy)
    4. Pydantic (pydantic/pydantic)
    5. Starlette (encode/starlette)
    6. python-jose (mpdavis/python-jose)
    7. PyJWT (jpadilla/pyjwt)
    8. Sanic (sanic-org/sanic)
    9. GINO (python-gino/gino)
    10. Asyncpg (MagicStack/asyncpg)
    11. Django REST Framework (encode/django-rest-framework)
    12. Django Channels (django/channels)
    13. Django ORM (django/django)
    14. django-oauth-toolkit (jazzband/django-oauth-toolkit)
    15. djangorestframework-simplejwt (SimpleJWT/django-rest-framework-simplejwt)

    AI recommended 15 alternatives but never named grillazz/fastapi-sqlalchemy-asyncpg. 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 grillazz/fastapi-sqlalchemy-asyncpg?
    pass
    AI did not name grillazz/fastapi-sqlalchemy-asyncpg — 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 grillazz/fastapi-sqlalchemy-asyncpg in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name grillazz/fastapi-sqlalchemy-asyncpg — 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 grillazz/fastapi-sqlalchemy-asyncpg solve, and who is the primary audience?
    pass
    AI did not name grillazz/fastapi-sqlalchemy-asyncpg — 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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grillazz/fastapi-sqlalchemy-asyncpg — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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