RRepoGEO

REPOGEO REPORT · LITE

QIN2DIM/hcaptcha-challenger

Default branch main · commit 6bfe7815 · scanned 7/1/2026, 9:41:53 AM

GitHub: 2,352 stars · 432 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
53 /100
Needs work
Category recall
1 / 2
Avg rank #15.0 when recommended
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 QIN2DIM/hcaptcha-challenger, 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 README H1 and opening paragraph to emphasize 'open-source AI agent'

    Why:

    CURRENT
    <h1> hCaptcha Challenger</h1>
<p>🚀 Gracefully face hCaptcha challenge with multimodal large language model.</p>
    COPY-PASTE FIX
    <h1> hCaptcha Challenger: Self-Contained Open-Source AI Agent for hCaptcha</h1>
<p>🚀 An open-source, self-hosted AI agent designed to gracefully face hCaptcha challenges using multimodal large language models, providing a powerful alternative to third-party captcha-solving services for developers and researchers.</p>
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/QIN2DIM/hcaptcha-challenger
  • lowtopics#3
    Refine topics to explicitly include 'self-hosted' and 'open-source-ai'

    Why:

    CURRENT
    agent, ai-agents, captcha, captcha-solver, captcha-solving, chatgpt, clip, gemini, hcaptcha, hcaptcha-solver, llm, openai, playwright, yolo
    COPY-PASTE FIX
    agent, ai-agents, captcha, captcha-solver, captcha-solving, chatgpt, clip, gemini, hcaptcha, hcaptcha-solver, llm, openai, playwright, yolo, self-hosted, open-source-ai

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
1 / 2
50% of queries surface QIN2DIM/hcaptcha-challenger
Avg rank
#15.0
Lower is better. #1 = top recommendation.
Share of voice
5%
Of all named tools, what % are you?
Top rival
2Captcha
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. 2Captcha · recommended 2×
  2. Anti-Captcha · recommended 2×
  3. CapMonster Cloud · recommended 2×
  4. Playwright · recommended 1×
  5. Puppeteer · recommended 1×
  • CATEGORY QUERY
    How to programmatically solve hCaptcha challenges using AI and computer vision models?
    you: #15
    AI recommended (in order):
    1. 2Captcha
    2. Anti-Captcha
    3. CapMonster Cloud
    4. Playwright
    5. Puppeteer
    6. Selenium
    7. TensorFlow
    8. PyTorch
    9. OpenCV
    10. YOLO
    11. Faster R-CNN
    12. ResNet
    13. EfficientNet
    14. hcaptcha-solver
    15. hcaptcha-challenger ← you
    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-contained AI agent for hCaptcha resolution in browser automation scripts.
    you: not recommended
    AI recommended (in order):
    1. 2Captcha
    2. Anti-Captcha
    3. CapMonster Cloud
    4. DeathByCaptcha
    5. BypassCaptcha

    AI recommended 5 alternatives but never named QIN2DIM/hcaptcha-challenger. 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 QIN2DIM/hcaptcha-challenger?
    pass
    AI named QIN2DIM/hcaptcha-challenger explicitly

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

  • If a team adopts QIN2DIM/hcaptcha-challenger in production, what risks or prerequisites should they evaluate first?
    pass
    AI named QIN2DIM/hcaptcha-challenger 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 QIN2DIM/hcaptcha-challenger solve, and who is the primary audience?
    pass
    AI named QIN2DIM/hcaptcha-challenger explicitly

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

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MARKDOWN (README)
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QIN2DIM/hcaptcha-challenger — 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