REPOGEO REPORT · LITE

hotshotco/Hotshot-XL

Default branch main · commit cc01f7f8 · scanned 5/19/2026, 11:43:39 AM

GitHub: 1,112 stars · 93 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 hotshotco/Hotshot-XL, 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

Expand README's opening sentence to include 'animated loops' and 'dynamic visuals'

Why:

CURRENT

Hotshot-XL is an AI text-to-GIF model trained to work alongside Stable Diffusion XL.

COPY-PASTE FIX

Hotshot-XL is an AI model for generating short, high-quality animated loops and dynamic visuals (GIFs) from text, trained to work alongside Stable Diffusion XL.

mediumtopics#2

Add 'animated-loops' and 'dynamic-visuals' to repository topics

Why:

CURRENT

ai, hotshot, hotshot-xl, sdxl, text-to-gif, text-to-video, text-to-video-generation

COPY-PASTE FIX

ai, hotshot, hotshot-xl, sdxl, text-to-gif, text-to-video, text-to-video-generation, animated-loops, dynamic-visuals

mediumreadme#3

Add a 'Key Features' or 'Why Hotshot-XL?' section highlighting its unique strengths

Why:

COPY-PASTE FIX

## ✨ Key Features & Differentiators

- **Short, High-Quality Animated Clips:** Hotshot-XL specializes in generating 1-second GIFs (animated loops) at 8 FPS, focusing on superior image fidelity and aesthetic quality by leveraging Stable Diffusion XL.
- **SDXL Compatibility:** Seamlessly integrate with any fine-tuned SDXL model, including personalized LORAs, without needing to retrain Hotshot-XL.
- **ControlNet Support:** Create GIFs with precise composition and layout using SDXL ControlNet.

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 hotshotco/Hotshot-XL

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

RunwayML Gen-2

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

RunwayML Gen-2 · recommended 2×
Pika Labs · recommended 2×
Stable Diffusion · recommended 1×
Deforum Stable Diffusion · recommended 1×
AnimateDiff · recommended 1×

CATEGORY QUERY
How to create short animated loops from text descriptions using generative AI?
you: not recommended
AI recommended (in order):
1. RunwayML Gen-2
2. Pika Labs
3. Stable Diffusion
4. Deforum Stable Diffusion
5. AnimateDiff
6. Kaiber.ai
7. HeyGen
8. Moonvalley
AI recommended 8 alternatives but never named hotshotco/Hotshot-XL. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What AI tools generate dynamic visuals from text, compatible with Stable Diffusion XL models?
you: not recommended
AI recommended (in order):
1. RunwayML Gen-2
2. Pika Labs
3. Stable Video Diffusion
4. Deforum
5. ComfyUI
6. Automatic1111's Stable Diffusion web UI
AI recommended 6 alternatives but never named hotshotco/Hotshot-XL. 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 hotshotco/Hotshot-XL?
pass
AI named hotshotco/Hotshot-XL explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts hotshotco/Hotshot-XL in production, what risks or prerequisites should they evaluate first?
pass
AI named hotshotco/Hotshot-XL 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 hotshotco/Hotshot-XL solve, and who is the primary audience?
pass
AI named hotshotco/Hotshot-XL 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)

[![RepoGEO](https://repogeo.com/badge/hotshotco/Hotshot-XL.svg)](https://repogeo.com/en/r/hotshotco/Hotshot-XL)

HTML

<a href="https://repogeo.com/en/r/hotshotco/Hotshot-XL"><img src="https://repogeo.com/badge/hotshotco/Hotshot-XL.svg" alt="RepoGEO" /></a>

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hotshotco/Hotshot-XL — 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