REPOGEO REPORT · LITE

YangLing0818/RPG-DiffusionMaster

Default branch main · commit c92a8d1a · scanned 6/22/2026, 5:23:15 PM

GitHub: 1,840 stars · 101 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

33 /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

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 YangLing0818/RPG-DiffusionMaster, 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

Clarify the "RPG" acronym in the README's opening

Why:

CURRENT

This repository contains the official implementation of our RPG, accepted by ICML 2024.

COPY-PASTE FIX

This repository contains the official implementation of our **RPG (Recaptioning, Planning, and Generating)** framework, accepted by ICML 2024.

mediumreadme#2

Add a concise positioning statement to the README's introduction

Why:

COPY-PASTE FIX

RPG is a powerful training-free paradigm that utilizes proprietary or open-source MLLMs as prompt recaptioners and region planners, combined with complementary regional diffusion, to achieve state-of-the-art text-to-image generation and editing.

lowtopics#3

Add more specific topics related to prompt refinement and regional control

Why:

CURRENT

image-editting, large-language-models, multimodal-large-language-models, text-to-image

COPY-PASTE FIX

image-editting, large-language-models, multimodal-large-language-models, text-to-image, prompt-engineering, regional-control, diffusion-models

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 YangLing0818/RPG-DiffusionMaster

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Midjourney

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Midjourney · recommended 2×
DALL-E 3 · recommended 2×
Stable Diffusion XL · recommended 1×
ControlNet · recommended 1×
Automatic1111's Stable Diffusion WebUI · recommended 1×

CATEGORY QUERY
How can I leverage multimodal large language models for better text-to-image generation and editing?
you: not recommended
AI recommended (in order):
1. Midjourney
2. DALL-E 3
3. Stable Diffusion XL
4. ControlNet
5. Automatic1111's Stable Diffusion WebUI
6. ComfyUI
7. Adobe Firefly
8. Google Imagen
9. Google Cloud's Vertex AI platform
10. RunwayML
AI recommended 10 alternatives but never named YangLing0818/RPG-DiffusionMaster. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are effective techniques for prompt refinement and regional control in advanced image diffusion models?
you: not recommended
AI recommended (in order):
1. AUTOMATIC1111 Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
2. ComfyUI (comfyanonymous/ComfyUI)
3. InvokeAI (invoke-ai/InvokeAI)
4. Midjourney
5. DALL-E 3
6. Fooocus (lllyasviel/Fooocus)
7. Krita (KDE/krita)
8. Adobe Photoshop
9. Deforum (deforum/deforum_stable_diffusion)
10. Kohya_ss GUI (bmaltais/kohya_ss)
AI recommended 10 alternatives but never named YangLing0818/RPG-DiffusionMaster. 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 YangLing0818/RPG-DiffusionMaster?
pass
AI named YangLing0818/RPG-DiffusionMaster explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts YangLing0818/RPG-DiffusionMaster in production, what risks or prerequisites should they evaluate first?
pass
AI named YangLing0818/RPG-DiffusionMaster 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 YangLing0818/RPG-DiffusionMaster solve, and who is the primary audience?
pass
AI did not name YangLing0818/RPG-DiffusionMaster — 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 YangLing0818/RPG-DiffusionMaster. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/YangLing0818/RPG-DiffusionMaster.svg)](https://repogeo.com/en/r/YangLing0818/RPG-DiffusionMaster)

HTML

<a href="https://repogeo.com/en/r/YangLing0818/RPG-DiffusionMaster"><img src="https://repogeo.com/badge/YangLing0818/RPG-DiffusionMaster.svg" alt="RepoGEO" /></a>

Pro

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YangLing0818/RPG-DiffusionMaster — 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