RRepoGEO

REPOGEO REPORT · LITE

lukasmasuch/best-of-python

Default branch main · commit 9676f079 · scanned 5/17/2026, 9:01:42 AM

GitHub: 4,464 stars · 330 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)

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

AI VISIBILITY SCORE
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 lukasmasuch/best-of-python, 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
  • hightopics#1
    Refine repository topics to accurately reflect its nature as a list

    Why:

    CURRENT
    awesome, awesome-list, best-of, best-of-list, cli, collections, data-structures, library, pypi, python, python-framework, python-libraries, python-library, python-utilities, utilities, utility-library
    COPY-PASTE FIX
    awesome, awesome-list, best-of, best-of-list, python, curated-list, ranking, project-discovery, open-source-projects, data-driven
  • mediumreadme#2
    Enhance README's opening to highlight automated ranking differentiator

    Why:

    CURRENT
    This curated list contains 400 awesome open-source projects with a total of 2.1M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers.
    COPY-PASTE FIX
    This curated list contains 400 awesome open-source projects with a total of 2.1M stars grouped into 28 categories. Unlike manually curated lists, all projects are automatically ranked by a project-quality score, which is calculated based on various metrics collected daily from GitHub and different package managers.
  • lowreadme#3
    Add a welcoming sentence to the README's introduction

    Why:

    CURRENT
    The first paragraph starts directly with 'This curated list contains...'.
    COPY-PASTE FIX
    Welcome to Best-of Python, your go-to resource for discovering top-ranked Python open-source projects. This curated list contains 400 awesome open-source projects with a total of 2.1M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers.

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 lukasmasuch/best-of-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Awesome Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Awesome Python · recommended 1×
  2. PyPI · recommended 1×
  3. GitHub Trending Repositories · recommended 1×
  4. ThoughtWorks Technology Radar · recommended 1×
  5. Real Python · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of top-ranked Python open-source libraries?
    you: not recommended
    AI recommended (in order):
    1. Awesome Python
    2. PyPI
    3. GitHub Trending Repositories
    4. ThoughtWorks Technology Radar
    5. Real Python
    6. Towards Data Science

    AI recommended 6 alternatives but never named lukasmasuch/best-of-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best Python utilities and frameworks for new projects?
    you: not recommended
    AI recommended (in order):
    1. Django
    2. FastAPI
    3. Flask
    4. Poetry
    5. Pydantic
    6. SQLAlchemy
    7. Requests

    AI recommended 7 alternatives but never named lukasmasuch/best-of-python. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 lukasmasuch/best-of-python?
    pass
    AI did not name lukasmasuch/best-of-python — 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 lukasmasuch/best-of-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lukasmasuch/best-of-python 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 lukasmasuch/best-of-python solve, and who is the primary audience?
    pass
    AI did not name lukasmasuch/best-of-python — 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

Drop this badge into the README of lukasmasuch/best-of-python. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/lukasmasuch/best-of-python.svg)](https://repogeo.com/en/r/lukasmasuch/best-of-python)
HTML
<a href="https://repogeo.com/en/r/lukasmasuch/best-of-python"><img src="https://repogeo.com/badge/lukasmasuch/best-of-python.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

lukasmasuch/best-of-python — 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