REPOGEO REPORT · LITE

open-mmlab/PowerPaint

Default branch main · commit 5b4c3d52 · scanned 5/22/2026, 1:58:09 AM

GitHub: 1,079 stars · 82 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 open-mmlab/PowerPaint, 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 core value proposition in the README's opening

Why:

CURRENT

PowerPaint is a high-quality versatile image inpainting model that supports text-guided object inpainting, object removal, shape-guided object insertion, and outpainting at the same time. We achieve this by learning with tailored task prompts for different inpainting tasks.

COPY-PASTE FIX

Insert this text as the very first paragraph after the H1 and author list, before any 'Your star means a lot' or 'News' sections:

PowerPaint is an open-source, high-quality versatile image inpainting model designed for researchers and developers. It uniquely supports text-guided object inpainting, object removal, shape-guided object insertion, and outpainting all within a single model, achieved by learning with tailored task prompts.

mediumtopics#2

Add more specific technical and capability-focused topics

Why:

CURRENT

aigc, generation, image-editing, image-inpainting, stable-diffusion

COPY-PASTE FIX

aigc, generation, image-editing, image-inpainting, stable-diffusion, computer-vision, deep-learning, generative-model, object-removal, image-outpainting

mediumreadme#3

Add a 'Key Features' section to explicitly list capabilities

Why:

CURRENT

The README excerpt shows the 'PowerPaint is a high-quality versatile image inpainting model...' sentence, followed by '## 🚀 News'.

COPY-PASTE FIX

Insert a new section immediately after the repositioned introductory paragraph (from Action 1), listing its core functionalities:

## ✨ Key Features

PowerPaint offers a unified solution for:
- Text-guided object inpainting
- Object removal
- Image outpainting
- Shape-guided object insertion

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 open-mmlab/PowerPaint

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Adobe Photoshop

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Adobe Photoshop · recommended 2×
Stable Diffusion · recommended 2×
Midjourney · recommended 2×
RunwayML · recommended 2×
DALL-E 3 · recommended 1×

CATEGORY QUERY
What AI solution can perform multiple image editing tasks like inpainting and outpainting effectively?
you: not recommended
AI recommended (in order):
1. Adobe Photoshop
2. Stable Diffusion
3. Midjourney
4. DALL-E 3
5. RunwayML
6. Krita
AI recommended 6 alternatives but never named open-mmlab/PowerPaint. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to remove objects from images and add new ones with text prompts using AI?
you: not recommended
AI recommended (in order):
1. Adobe Photoshop
2. Midjourney
3. DALL-E 2
4. Stable Diffusion
5. Automatic1111 Web UI
6. ComfyUI
7. RunwayML
8. Clipdrop
AI recommended 8 alternatives but never named open-mmlab/PowerPaint. 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 open-mmlab/PowerPaint?
pass
AI named open-mmlab/PowerPaint explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts open-mmlab/PowerPaint in production, what risks or prerequisites should they evaluate first?
pass
AI named open-mmlab/PowerPaint 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 open-mmlab/PowerPaint solve, and who is the primary audience?
pass
AI named open-mmlab/PowerPaint 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/open-mmlab/PowerPaint.svg)](https://repogeo.com/en/r/open-mmlab/PowerPaint)

HTML

<a href="https://repogeo.com/en/r/open-mmlab/PowerPaint"><img src="https://repogeo.com/badge/open-mmlab/PowerPaint.svg" alt="RepoGEO" /></a>

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open-mmlab/PowerPaint — 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