REPOGEO REPORT · LITE

Hunyuan-PromptEnhancer/PromptEnhancer

Default branch main · commit 7024da6d · scanned 5/13/2026, 4:37:55 AM

GitHub: 3,677 stars · 321 forks

AI VISIBILITY SCORE

27 /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

1 / 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 Hunyuan-PromptEnhancer/PromptEnhancer, 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 README's opening to clearly state purpose and audience

Why:

CURRENT

The README's first content after the H1 is the author list, pushing the tool's core value proposition further down.

COPY-PASTE FIX

Add the following sentence immediately after the main title (H1) and before the author list: 'PromptEnhancer is a prompt-rewriting tool designed to refine user prompts into clearer, structured versions, leading to better image generation outcomes from Text-to-Image and Image-to-Image models.'

mediumtopics#2

Add more specific topics to improve categorization

Why:

CURRENT

hunyuan, hunyuan-image, image-editing, image-to-image, prompt, prompt-engineering, prompt-enhancer, text-to-image, vlm

COPY-PASTE FIX

hunyuan, hunyuan-image, image-editing, image-to-image, prompt, prompt-engineering, prompt-enhancer, text-to-image, vlm, prompt-optimization, generative-ai-tool, image-synthesis-tool, ai-prompt-tool

mediumlicense#3

Clarify license details in README

Why:

CURRENT

The license is 'NOASSERTION' and the README does not explicitly state the license terms.

COPY-PASTE FIX

Add a section or line in the README, e.g., 'This project is licensed under [Specify License Name(s) and terms, e.g., a custom license combining Apache 2.0 and MIT]. See the LICENSE file for full details.'

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 Hunyuan-PromptEnhancer/PromptEnhancer

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

PromptBase

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

PromptBase · recommended 2×
Lexica.art · recommended 2×
ChatGPT / GPT-4 · recommended 2×
Midjourney Prompting Guide · recommended 1×
Hugging Face · recommended 1×

CATEGORY QUERY
How to improve text prompts for more consistent and higher quality AI image generation?
you: not recommended
AI recommended (in order):
1. Midjourney Prompting Guide
2. PromptBase
3. Lexica.art
4. Hugging Face
5. OpenAI
6. ChatGPT / GPT-4
7. Wikipedia
8. Pinterest
AI recommended 8 alternatives but never named Hunyuan-PromptEnhancer/PromptEnhancer. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools can automatically refine user prompts into detailed versions for better image synthesis?
you: not recommended
AI recommended (in order):
1. ChatGPT / GPT-4
2. Midjourney
3. PromptPerfect
4. Phraser.tech
5. Lexica.art
6. PromptBase
AI recommended 6 alternatives but never named Hunyuan-PromptEnhancer/PromptEnhancer. 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 Hunyuan-PromptEnhancer/PromptEnhancer?
pass
AI did not name Hunyuan-PromptEnhancer/PromptEnhancer — 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?
If a team adopts Hunyuan-PromptEnhancer/PromptEnhancer in production, what risks or prerequisites should they evaluate first?
pass
AI named Hunyuan-PromptEnhancer/PromptEnhancer 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 Hunyuan-PromptEnhancer/PromptEnhancer solve, and who is the primary audience?
pass
AI did not name Hunyuan-PromptEnhancer/PromptEnhancer — 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 Hunyuan-PromptEnhancer/PromptEnhancer. 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/Hunyuan-PromptEnhancer/PromptEnhancer.svg)](https://repogeo.com/en/r/Hunyuan-PromptEnhancer/PromptEnhancer)

HTML

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

Pro

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Hunyuan-PromptEnhancer/PromptEnhancer — 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