RRepoGEO

REPOGEO REPORT · LITE

j4wg/interview-coder-withoupaywall-opensource

Default branch main · commit 9dcb4b2d · scanned 5/11/2026, 5:56:56 AM

GitHub: 1,861 stars · 633 forks

AI VISIBILITY SCORE
22 /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
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 j4wg/interview-coder-withoupaywall-opensource, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening paragraph to clearly state the tool's purpose

    Why:

    CURRENT
    # CodeInterviewAssist

> ## ⚠️ IMPORTANT NOTICE TO THE COMMUNITY ⚠️
>
> **This is a free, open-source initiative - NOT a full-service product!**
    COPY-PASTE FIX
    # CodeInterviewAssist: Free & Open-Source AI Interview Practice

This project offers a free, open-source, and community-driven AI assistant for practicing coding interviews, providing an alternative to expensive, paywalled tools.

> ## ⚠️ IMPORTANT NOTICE TO THE COMMUNITY ⚠️
>
> **This is a free, open-source initiative - NOT a full-service product!**
  • mediumlicense#2
    Clarify the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License

This project's licensing terms are detailed in the [LICENSE file](LICENSE). It is a non-standard license; please review the file directly for specific usage rights and restrictions.

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 j4wg/interview-coder-withoupaywall-opensource
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LeetCode
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LeetCode · recommended 2×
  2. HackerRank · recommended 2×
  3. Exercism · recommended 2×
  4. Codewars · recommended 2×
  5. GeeksforGeeks · recommended 2×
  • CATEGORY QUERY
    Looking for a free open-source tool to practice coding interviews without a paywall.
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. HackerRank
    3. Exercism
    4. Codewars
    5. Project Euler
    6. GeeksforGeeks

    AI recommended 6 alternatives but never named j4wg/interview-coder-withoupaywall-opensource. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some community-driven coding interview practice platforms that are not subscription-based?
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. HackerRank
    3. Codeforces
    4. GeeksforGeeks
    5. Exercism
    6. Codewars

    AI recommended 6 alternatives but never named j4wg/interview-coder-withoupaywall-opensource. 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 j4wg/interview-coder-withoupaywall-opensource?
    pass
    AI did not name j4wg/interview-coder-withoupaywall-opensource — 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 j4wg/interview-coder-withoupaywall-opensource in production, what risks or prerequisites should they evaluate first?
    pass
    AI named j4wg/interview-coder-withoupaywall-opensource 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 j4wg/interview-coder-withoupaywall-opensource solve, and who is the primary audience?
    pass
    AI did not name j4wg/interview-coder-withoupaywall-opensource — 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 j4wg/interview-coder-withoupaywall-opensource. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite