REPOGEO REPORT · LITE

mikeroyal/ISP-Guide

Default branch main · commit 302611f6 · scanned 6/5/2026, 1:37:24 PM

GitHub: 671 stars · 120 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 mikeroyal/ISP-Guide, 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

highabout#1

Update repository description to clarify 'ISP' as 'Image Signal Processing'

Why:

CURRENT

Image Signal Processing (ISP) Guide. Learn all about the process of converting an image/video into digital form by performing tasks like noise reduction, filtering, auto exposure, autofocus, HDR correction, and image sharpening with a Specialized type of media processor.

COPY-PASTE FIX

Image Signal Processing (ISP) Guide. This comprehensive resource details Image Signal Processing (ISP), the process of converting images/videos into digital form by performing tasks like noise reduction, filtering, auto exposure, autofocus, HDR correction, and image sharpening with specialized media processors.

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

(Choose and add an appropriate open-source license file, e.g., MIT, Apache-2.0, GPL-3.0, to the repository root.)

mediumhomepage#3

Add a homepage URL to the repository settings

Why:

COPY-PASTE FIX

(Add a relevant URL, such as a project website, documentation, or a link back to the GitHub repo itself, in the repository settings.)

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 mikeroyal/ISP-Guide

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Coursera

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Coursera · recommended 2×
edX · recommended 2×
Digital Image Processing" by Rafael C. Gonzalez and Richard E. Woods · recommended 1×
Image Processing and Analysis: A Practical Approach" by Stan Birchfield · recommended 1×
CMOS Image Sensors: From Photo-conversion to Digital Pictures" by Albert J.P. Theuwissen · recommended 1×

CATEGORY QUERY
What resources are available for understanding image signal processing pipelines and techniques?
you: not recommended
AI recommended (in order):
1. Digital Image Processing" by Rafael C. Gonzalez and Richard E. Woods
2. Image Processing and Analysis: A Practical Approach" by Stan Birchfield
3. CMOS Image Sensors: From Photo-conversion to Digital Pictures" by Albert J.P. Theuwissen
4. The Essential Guide to Image Processing" by Al Bovik
5. Coursera
6. edX
7. Duke
8. Georgia Tech
9. ARM
10. Intel
11. Qualcomm
12. ARM Mali-C ISP
13. Intel IPU
14. Qualcomm Spectra ISP
15. IEEE Transactions on Image Processing
16. SPIE
17. SPIE Electronic Imaging
AI recommended 17 alternatives but never named mikeroyal/ISP-Guide. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I learn about digital image processing algorithms and relevant development tools?
you: not recommended
AI recommended (in order):
1. Coursera
2. edX
3. Udemy
4. OpenCV
5. Python
6. NumPy
7. SciPy
8. scikit-image
9. MATLAB
10. Pillow
11. Kaggle
AI recommended 11 alternatives but never named mikeroyal/ISP-Guide. 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 mikeroyal/ISP-Guide?
pass
AI named mikeroyal/ISP-Guide explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts mikeroyal/ISP-Guide in production, what risks or prerequisites should they evaluate first?
pass
AI named mikeroyal/ISP-Guide 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 mikeroyal/ISP-Guide solve, and who is the primary audience?
pass
AI named mikeroyal/ISP-Guide 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 mikeroyal/ISP-Guide. 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/mikeroyal/ISP-Guide.svg)](https://repogeo.com/en/r/mikeroyal/ISP-Guide)

HTML

<a href="https://repogeo.com/en/r/mikeroyal/ISP-Guide"><img src="https://repogeo.com/badge/mikeroyal/ISP-Guide.svg" alt="RepoGEO" /></a>

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mikeroyal/ISP-Guide — 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