RRepoGEO

REPOGEO REPORT · LITE

Tameyer41/liftoff

Default branch main · commit 550e4bf7 · scanned 5/9/2026, 1:32:54 AM

GitHub: 1,519 stars · 258 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 Tameyer41/liftoff, 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 specific topics for AI interview simulators

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    interview-simulator, ai-feedback, mock-interview, interview-prep, interview-tool, nextjs, vercel, openai
  • highreadme#2
    Clarify that Liftoff is a template for an interview simulator, not a generic web app boilerplate

    Why:

    CURRENT
    Liftoff is an interview preparation tool that provides AI feedback on your mock interviews.
    COPY-PASTE FIX
    Liftoff is an interview preparation tool that provides AI feedback on your mock interviews. This repository serves as a fully-featured, deployable template specifically for building and running your own AI mock interview platform, not a generic web application boilerplate.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike platforms such as Pramp or Interviewing.io, Liftoff is an open-source, self-hostable solution that provides AI-powered feedback on mock interviews, giving users full control over their data and customization options.

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 Tameyer41/liftoff
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pramp
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pramp · recommended 2×
  2. Interviewing.io · recommended 2×
  3. Gainlo · recommended 1×
  4. Byteboard · recommended 1×
  5. LeetCode Interview Simulator · recommended 1×
  • CATEGORY QUERY
    What are good AI-powered tools for practicing mock technical interviews and getting feedback?
    you: not recommended
    AI recommended (in order):
    1. Pramp
    2. Interviewing.io
    3. Gainlo
    4. Byteboard
    5. LeetCode Interview Simulator
    6. AlgoExpert
    7. SystemsExpert
    8. ChatGPT
    9. Bard

    AI recommended 9 alternatives but never named Tameyer41/liftoff. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need an interview simulator that provides AI analysis on my verbal communication skills.
    you: not recommended
    AI recommended (in order):
    1. Pramp
    2. Interview Warmup (Google for Jobs)
    3. Big Interview
    4. HireVue
    5. Interviewing.io

    AI recommended 5 alternatives but never named Tameyer41/liftoff. 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 Tameyer41/liftoff?
    pass
    AI named Tameyer41/liftoff explicitly

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

  • If a team adopts Tameyer41/liftoff in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Tameyer41/liftoff 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 Tameyer41/liftoff solve, and who is the primary audience?
    pass
    AI named Tameyer41/liftoff explicitly

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

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Tameyer41/liftoff — 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