RRepoGEO

REPOGEO REPORT · LITE

Hunyuan-PromptEnhancer/PromptEnhancer

Default branch main · commit 24963987 · scanned 6/23/2026, 1:23:32 PM

GitHub: 3,710 stars · 324 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
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
    Immediately clarify the repo's nature as a software tool in the README

    Why:

    CURRENT
    The README starts with the paper title and author list, followed by links and then the "Overview" section.
    COPY-PASTE FIX
    Insert the following text immediately after the author list and before any links:
"This repository provides the official open-source implementation of PromptEnhancer, a prompt rewriting utility designed to enhance text-to-image and image-to-image generation by refining input prompts into clearer, structured versions."
  • mediumabout#2
    Add 'open-source' to the repository description

    Why:

    CURRENT
    [CVPR 2026] PromptEnhancer is a prompt-rewriting tool, refining prompts into clearer, structured versions for better image generation.
    COPY-PASTE FIX
    [CVPR 2026] PromptEnhancer is an open-source prompt-rewriting tool, refining prompts into clearer, structured versions for better image generation.
  • mediumtopics#3
    Add more specific topics related to generative AI and research tools

    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, generative-ai, llm-tool, research-tool

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
0%
Of all named tools, what % are you?
Top rival
PromptPerfect
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptPerfect · recommended 2×
  2. ChatGPT · recommended 1×
  3. Midjourney · recommended 1×
  4. Phraser.tech · recommended 1×
  5. Lexica.art · recommended 1×
  • CATEGORY QUERY
    How to automatically refine text prompts for improved image generation quality?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Midjourney
    3. PromptPerfect
    4. Phraser.tech
    5. Lexica.art
    6. Automatic1111
    7. ComfyUI

    AI recommended 7 alternatives but never named Hunyuan-PromptEnhancer/PromptEnhancer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a tool to automatically structure and enhance text prompts for clearer AI image outputs.
    you: not recommended
    AI recommended (in order):
    1. PromptPerfect
    2. Phraser
    3. Lexica
    4. Midjourney's "Describe" command
    5. ChatGPT / GPT-4
    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)
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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