REPOGEO REPORT · LITE

SSARCandy/Coherent-Line-Drawing

Default branch master · commit a1d037de · scanned 6/10/2026, 4:12:10 PM

GitHub: 565 stars · 63 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

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 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 SSARCandy/Coherent-Line-Drawing, 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's opening to clarify project type and source material

Why:

CURRENT

This project implemented a non-photorealistic rendering technique presented by Kang et al, that can automatically generates a line drawing from a photograph. This project provide an easy-to-use, real-time interactive graphic user interface system.

COPY-PASTE FIX

This open-source C++ project implements a non-photorealistic rendering technique by Kang et al. for developers and researchers, automatically generating coherent line drawings directly from photographs. It provides an easy-to-use, real-time interactive graphic user interface system, alongside a command-line application.

mediumtopics#2

Expand topics with problem-domain keywords

Why:

CURRENT

cmake, computer-graphics, cpp17, gcov, lcov, non-photorealistic-rendering, opencv, wxwidgets

COPY-PASTE FIX

cmake, computer-graphics, cpp17, gcov, lcov, non-photorealistic-rendering, opencv, wxwidgets, image-processing, line-art-generation, stylized-rendering, academic-project, research-implementation

lowabout#3

Refine repository description for clarity

Why:

CURRENT

🖼✨Automatically generates line drawing from a photograph

COPY-PASTE FIX

🖼✨A C++ project that automatically generates coherent line drawings from photographs using non-photorealistic rendering.

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 SSARCandy/Coherent-Line-Drawing

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Clip2Comic

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Clip2Comic · recommended 1×
ToonMe · recommended 1×
Adobe Photoshop · recommended 1×
GIMP · recommended 1×
PicsArt · recommended 1×

CATEGORY QUERY
How can I automatically generate a stylized line drawing from a regular photograph?
you: not recommended
AI recommended (in order):
1. Clip2Comic
2. ToonMe
3. Adobe Photoshop
4. GIMP
5. PicsArt
6. Painnt
7. DeepMotion
AI recommended 7 alternatives but never named SSARCandy/Coherent-Line-Drawing. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What C++ libraries exist for non-photorealistic rendering of images into line art?
you: not recommended
AI recommended (in order):
1. OpenCV
2. ImageMagick
3. GraphicsMagick
4. Voreen
5. ITK
6. NanoGUI
AI recommended 6 alternatives but never named SSARCandy/Coherent-Line-Drawing. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 SSARCandy/Coherent-Line-Drawing?
pass
AI named SSARCandy/Coherent-Line-Drawing explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts SSARCandy/Coherent-Line-Drawing in production, what risks or prerequisites should they evaluate first?
pass
AI named SSARCandy/Coherent-Line-Drawing 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 SSARCandy/Coherent-Line-Drawing solve, and who is the primary audience?
pass
AI named SSARCandy/Coherent-Line-Drawing explicitly
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 SSARCandy/Coherent-Line-Drawing. 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/SSARCandy/Coherent-Line-Drawing.svg)](https://repogeo.com/en/r/SSARCandy/Coherent-Line-Drawing)

HTML

<a href="https://repogeo.com/en/r/SSARCandy/Coherent-Line-Drawing"><img src="https://repogeo.com/badge/SSARCandy/Coherent-Line-Drawing.svg" alt="RepoGEO" /></a>

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SSARCandy/Coherent-Line-Drawing — 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