REPOGEO REPORT · LITE

fogsightai/fogsight

Default branch master · commit 3a3d6eba · scanned 5/28/2026, 11:07:37 AM

GitHub: 2,442 stars · 376 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 fogsightai/fogsight, 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 the English README's opening and add specific topics to correct AI categorization

Why:

CURRENT

Topics: (none). README excerpt starts in Chinese, and the AI's self-mention responses are incorrect.

COPY-PASTE FIX

Add the following topics: `ai-animation`, `llm-agent`, `generative-ai`, `text-to-animation`, `animation-engine`, `ai-art`, `video-generation`, `ai-video`. Ensure the `readme_en.md` (linked from the main README) prominently features a clear, concise English statement at the very beginning, immediately after the title, such as: "Fogsight is an AI agent and animation engine that transforms abstract concepts or text into high-level, vivid animations using Large Language Models. Deploy it locally or use our online service to generate and iteratively refine animations with a simple language user interface."

mediumlicense#2

Add a clear statement about the project's license(s) to the README

Why:

CURRENT

License: NOASSERTION (GitHub label: "Other")

COPY-PASTE FIX

Add a section or line in the README (e.g., under 'Getting Started' or 'About') stating: "This project is released under [Specify License Name(s) here, e.g., 'a custom license based on X and Y' or 'the Fogsight AI License']. Please refer to the `LICENSE` file for full details."

lowcomparison#3

Add a 'Why Fogsight?' or 'Comparison' section to the README

Why:

COPY-PASTE FIX

Add a section titled "Why Fogsight?" or "Comparison with other AI Animation Tools" to the `readme_en.md`, highlighting its unique features like local deployment, iterative editing via LUI, and specific use cases (e.g., educational content, concept visualization) compared to general video generation tools.

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 fogsightai/fogsight

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

RunwayML

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

RunwayML · recommended 2×
Midjourney · recommended 2×
Deforum Stable Diffusion · recommended 2×
Stable Diffusion · recommended 2×
AnimateDiff · recommended 2×

CATEGORY QUERY
What tools can generate animated visualizations from abstract text descriptions using AI?
you: not recommended
AI recommended (in order):
1. StoryDiffusion
2. RunwayML
3. Midjourney
4. Deforum Stable Diffusion
5. Stable Diffusion
6. AnimateDiff
7. DALL-E 3
8. ChatGPT Plus
9. CapCut
10. Adobe After Effects
11. Pika Labs
AI recommended 11 alternatives but never named fogsightai/fogsight. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to create and iteratively refine animated content using large language models?
you: not recommended
AI recommended (in order):
1. RunwayML
2. Stable Diffusion
3. ControlNet
4. Deforum Stable Diffusion
5. AnimateDiff
6. Midjourney
7. DaVinci Resolve
8. Adobe After Effects
9. Topaz Video AI
10. Pika Labs
11. EbSynth
12. Adobe Premiere Pro
AI recommended 12 alternatives but never named fogsightai/fogsight. 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 fogsightai/fogsight?
pass
AI named fogsightai/fogsight explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts fogsightai/fogsight in production, what risks or prerequisites should they evaluate first?
pass
AI named fogsightai/fogsight 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 fogsightai/fogsight solve, and who is the primary audience?
pass
AI named fogsightai/fogsight explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/fogsightai/fogsight.svg)](https://repogeo.com/en/r/fogsightai/fogsight)

HTML

<a href="https://repogeo.com/en/r/fogsightai/fogsight"><img src="https://repogeo.com/badge/fogsightai/fogsight.svg" alt="RepoGEO" /></a>

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fogsightai/fogsight — 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