RRepoGEO

REPOGEO REPORT · LITE

vincanger/coverlettergpt

Default branch main · commit 562fcc5e · scanned 5/16/2026, 8:33:26 PM

GitHub: 1,220 stars · 193 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
28 /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
2 / 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 vincanger/coverlettergpt, 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's opening to highlight user value

    Why:

    CURRENT
    # CoverLetterGPT.xyz

## Running it locally
    COPY-PASTE FIX
    # CoverLetterGPT.xyz

Generate personalized cover letters effortlessly using AI, tailored to any job description and your resume. This open-source tool also helps you manage your job applications, streamlining your job search. Get hired faster and have fun doing it!

## Running it locally
  • mediumreadme#2
    Add a dedicated "Features" section to the README

    Why:

    COPY-PASTE FIX
    ## Features

- **AI-Powered Cover Letter Generation:** Instantly create tailored cover letters using GPT-4o, customized for specific job descriptions and your resume.
- **Job Application Management:** Keep track of all your job applications in one place.
- **Resume Integration:** Seamlessly integrate your resume to personalize cover letters.
- **Payment Options:** Supports Stripe and Bitcoin Lightning payments for premium features.

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 vincanger/coverlettergpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jobscan
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jobscan · recommended 1×
  2. Resume.io · recommended 1×
  3. Kickresume · recommended 1×
  4. Rezi AI · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    What are some AI tools to help generate tailored cover letters for various job descriptions?
    you: not recommended
    AI recommended (in order):
    1. Jobscan
    2. Resume.io
    3. Kickresume
    4. Rezi AI
    5. ChatGPT
    6. Google Gemini
    7. Claude
    8. Cover Letter AI (by Enhancv)
    9. Skillroads

    AI recommended 9 alternatives but never named vincanger/coverlettergpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source tool to manage job applications and automate custom document creation.
    you: not recommended
    AI recommended (in order):
    1. OpenCATS
    2. OrangeHRM
    3. DocxTemplater
    4. Prawn
    5. WeasyPrint
    6. ERPNext
    7. Odoo (Community Edition)
    8. SuiteCRM
    9. JobberBase

    AI recommended 9 alternatives but never named vincanger/coverlettergpt. 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 vincanger/coverlettergpt?
    pass
    AI named vincanger/coverlettergpt explicitly

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

  • If a team adopts vincanger/coverlettergpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vincanger/coverlettergpt 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 vincanger/coverlettergpt solve, and who is the primary audience?
    pass
    AI did not name vincanger/coverlettergpt — 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?

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vincanger/coverlettergpt — 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