RRepoGEO

REPOGEO REPORT · LITE

josonle/Coding-Now

Default branch master · commit 32b963ff · scanned 5/20/2026, 6:38:11 AM

GitHub: 1,049 stars · 307 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
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 josonle/Coding-Now, 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 the README's opening to explicitly state it's a curated collection of learning resources, not a tool or editor

    Why:

    CURRENT
    The README currently starts with a table of contents, followed by an 'Original Intention' section.
    COPY-PASTE FIX
    # Coding Now: 个人技术学习笔记与精选资源库

本仓库是一个个人精心整理的技术学习笔记、电子书、视频资源、优质博客、网站和工具的综合性收藏。内容涵盖大数据（Hadoop, Spark, Flink）、Python机器学习与数据分析、Linux、操作系统、算法、网络、Java等多个技术领域，旨在为个人学习进阶和技术分享提供一个系统化的知识库。
  • mediumtopics#2
    Add more specific topics that emphasize 'resource collection' or 'knowledge base'

    Why:

    CURRENT
    bigdata, coding, ebook-collection, hadoop-hive, java, linux, notes, spark
    COPY-PASTE FIX
    bigdata, coding, ebook-collection, hadoop-hive, java, linux, notes, spark, learning-resources, knowledge-base, tech-notes, study-guide, curated-list
  • lowhomepage#3
    Add a homepage URL to improve metadata completeness

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., `https://your-blog.com/coding-now` or `https://github.com/josonle/Coding-Now/wiki`) 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 josonle/Coding-Now
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/spark
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/spark · recommended 2×
  2. Coursera · recommended 1×
  3. DeepLearning.AI · recommended 1×
  4. Databricks · recommended 1×
  5. edX · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive learning resources for big data, machine learning, and core computer science?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. DeepLearning.AI
    3. Apache Spark (apache/spark)
    4. Databricks
    5. edX
    6. Apache Hadoop (apache/hadoop)
    7. Udemy
    8. Apache Kafka (apache/kafka)
    9. SQL
    10. Python
    11. fast.ai
    12. Google Developers
    13. TensorFlow (tensorflow/tensorflow)
    14. Google Cloud Platform
    15. BigQuery
    16. Dataflow
    17. AI Platform
    18. Google Cloud Skills Boost
    19. Kaggle Learn
    20. Pandas (pandas-dev/pandas)
    21. MIT OpenCourseware

    AI recommended 21 alternatives but never named josonle/Coding-Now. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good curated notes and resources for Linux setup, algorithms, and big data development?
    you: not recommended
    AI recommended (in order):
    1. Arch Wiki
    2. Linux Journey
    3. Coursera - Algorithms, Part I & Part II by Princeton University
    4. MIT OpenCourseware - Introduction to Algorithms (6.006)
    5. LeetCode
    6. GeeksforGeeks
    7. Apache Spark (apache/spark)
    8. Cloudera
    9. Confluent
    10. AWS

    AI recommended 10 alternatives but never named josonle/Coding-Now. 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 josonle/Coding-Now?
    pass
    AI named josonle/Coding-Now explicitly

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

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

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

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josonle/Coding-Now — 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