RRepoGEO

REPOGEO REPORT · LITE

liyupi/codefather

Default branch main · commit c982721f · scanned 5/11/2026, 12:47:05 AM

GitHub: 7,313 stars · 1,274 forks

AI VISIBILITY SCORE
35 /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
3 / 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 liyupi/codefather, 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 add a clear opening sentence

    Why:

    CURRENT
    # 鱼皮的编程宝典

> 贴心的编程学习路线，全面的编程知识百科
    COPY-PASTE FIX
    # 鱼皮的编程宝典：2026年最全编程学习路线图与AI应用开发指南

> 本项目是程序员鱼皮精心打造的编程学习资源库，提供全面的编程学习路线、AI应用开发教程、面试准备和求职经验，助力所有零基础、转行或计算机专业的同学高效学习编程。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Add specific topics related to learning and career guidance

    Why:

    CURRENT
    ai, ai-agents, algorithm, backend, cpp, frontend, go, java, javascript, linux, mysql, python, spring, vue
    COPY-PASTE FIX
    ai, ai-agents, algorithm, backend, cpp, frontend, go, java, javascript, linux, mysql, python, spring, vue, programming-roadmap, career-guide, interview-preparation, learning-resources, ai-learning, coding-bootcamp, self-taught-programmer

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 liyupi/codefather
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
freeCodeCamp.org
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. freeCodeCamp.org · recommended 1×
  2. The Odin Project · recommended 1×
  3. roadmap.sh · recommended 1×
  4. Codecademy · recommended 1×
  5. Coursera · recommended 1×
  • CATEGORY QUERY
    Where can I find a complete roadmap for starting a programming career from scratch?
    you: not recommended
    AI recommended (in order):
    1. freeCodeCamp.org
    2. The Odin Project
    3. roadmap.sh
    4. Codecademy
    5. Coursera
    6. edX
    7. Udemy

    AI recommended 7 alternatives but never named liyupi/codefather. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best resources for AI application development and interview preparation?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow (tensorflow/tensorflow)
    2. PyTorch (pytorch/pytorch)
    3. scikit-learn (scikit-learn/scikit-learn)
    4. Hugging Face Transformers (huggingface/transformers)
    5. Keras (keras-team/keras)
    6. FastAI (fastai/fastai)
    7. Cracking the Coding Interview
    8. LeetCode
    9. Deep Learning (book)
    10. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
    11. Machine Learning System Design Interview
    12. StrataScratch
    13. Glassdoor

    AI recommended 13 alternatives but never named liyupi/codefather. 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 liyupi/codefather?
    pass
    AI named liyupi/codefather explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts liyupi/codefather in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liyupi/codefather 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 liyupi/codefather solve, and who is the primary audience?
    pass
    AI named liyupi/codefather explicitly

    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 liyupi/codefather. 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/liyupi/codefather.svg)](https://repogeo.com/en/r/liyupi/codefather)
HTML
<a href="https://repogeo.com/en/r/liyupi/codefather"><img src="https://repogeo.com/badge/liyupi/codefather.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

liyupi/codefather — 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