RRepoGEO

REPOGEO REPORT · LITE

j4wg/interview-coder-withoupaywall-opensource

Default branch main · commit 9dcb4b2d · scanned 6/21/2026, 9:01:53 AM

GitHub: 1,900 stars · 641 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
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 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

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

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["coding-interview", "interview-prep", "open-source", "free", "technical-interview", "ai-assistant", "community-driven", "no-paywall"]
  • highabout#2
    Update the repository description for clarity

    Why:

    CURRENT
    interview-coder-withoupaywall-opensource
    COPY-PASTE FIX
    A free, open-source, community-driven platform for practicing technical coding interviews without paywalls, powered by AI.
  • mediumreadme#3
    Add a concise introductory sentence to the README

    Why:

    CURRENT
    The current README starts with # CodeInterviewAssist followed by > ## ⚠️ IMPORTANT NOTICE TO THE COMMUNITY ⚠️
    COPY-PASTE FIX
    Insert a sentence like 'CodeInterviewAssist is a free, open-source, community-driven platform for practicing technical coding interviews without paywalls, powered by AI.' directly after the `# CodeInterviewAssist` heading, before any disclaimers.

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 1×
  5. Project Euler · recommended 1×
  • CATEGORY QUERY
    What are some free open-source tools for practicing coding interview questions?
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. HackerRank
    3. Exercism
    4. Codewars
    5. Project Euler
    6. VS Code
    7. IntelliJ Community Edition
    8. GitHub

    AI recommended 8 alternatives but never named j4wg/interview-coder-withoupaywall-opensource. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a community-driven platform to prepare for technical coding interviews without a paywall.
    you: not recommended
    AI recommended (in order):
    1. LeetCode
    2. HackerRank
    3. freeCodeCamp
    4. GeeksforGeeks
    5. Codeforces
    6. Exercism

    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 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?

  • 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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j4wg/interview-coder-withoupaywall-opensource — 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