REPOGEO REPORT · LITE

QIN2DIM/hcaptcha-challenger

Default branch main · commit 6bfe7815 · scanned 5/19/2026, 11:37:07 PM

GitHub: 2,295 stars · 424 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 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 clarify its role as an hCaptcha 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: An Open-Source AI Agent for hCaptcha</h1> <p>🚀 An open-source AI agent designed to programmatically solve hCaptcha challenges using multimodal large language models, ideal for developers building automation bots or web scraping tools.</p>

highhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/QIN2DIM/hcaptcha-challenger
```

mediumreadme#3

Add a sentence to the README's introduction highlighting its self-hosted, no-third-party-service nature

Why:

CURRENT

The current 'Introduction' section starts with 'Does not rely on any Tampermonkey script. Does not use any third-party anti-captcha services. Just implement some interfaces to make `AI vs AI` possible.'

COPY-PASTE FIX

Unlike paid third-party services, hCaptcha Challenger is a self-hosted solution that leverages AI to solve challenges directly, without external dependencies.

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 QIN2DIM/hcaptcha-challenger

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Tesseract OCR

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Tesseract OCR · recommended 1×
OpenCV · recommended 1×
Pillow · recommended 1×
TensorFlow · recommended 1×
PyTorch · recommended 1×

CATEGORY QUERY
How can I programmatically bypass image-based captchas using open-source AI models?
you: not recommended
AI recommended (in order):
1. Tesseract OCR
2. OpenCV
3. Pillow
4. TensorFlow
5. PyTorch
6. Keras
7. Hugging Face Transformers
8. torchvision.models
9. tf.keras.applications
AI recommended 9 alternatives but never named QIN2DIM/hcaptcha-challenger. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an AI agent to automatically solve visual verification challenges with multimodal language models.
you: not recommended
AI recommended (in order):
1. GPT-4o
2. Gemini 1.5 Pro
3. Claude 3 Opus
4. LLaVA
5. Fuyu-8B
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 did not name QIN2DIM/hcaptcha-challenger — 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 QIN2DIM/hcaptcha-challenger. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/QIN2DIM/hcaptcha-challenger.svg)](https://repogeo.com/en/r/QIN2DIM/hcaptcha-challenger)

HTML

<a href="https://repogeo.com/en/r/QIN2DIM/hcaptcha-challenger"><img src="https://repogeo.com/badge/QIN2DIM/hcaptcha-challenger.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

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