RRepoGEO

REPOGEO REPORT · LITE

Tencent-Hunyuan/HunyuanDiT

Default branch main · commit d2cb9cde · scanned 5/24/2026, 12:52:37 PM

GitHub: 4,294 stars · 361 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 Tencent-Hunyuan/HunyuanDiT, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    diffusion-transformer, text-to-image, generative-ai, pytorch, chinese-language, multi-resolution, diffusion-models, lora, controlnet
  • mediumreadme#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License 
     This project includes a LICENSE file that outlines the terms of use. Please refer to the [LICENSE](LICENSE) file for full details regarding commercial use and redistribution.
  • mediumreadme#3
    Enhance README opening paragraph to highlight unique value

    Why:

    CURRENT
    This repo contains PyTorch model definitions, pre-trained weights and inference/sampling code for our paper exploring Hunyuan-DiT. You can find more visualizations on our project page.
    COPY-PASTE FIX
    This repository provides PyTorch model definitions, pre-trained weights, and inference/sampling code for Hunyuan-DiT, a powerful multi-resolution Diffusion Transformer specifically designed for high-quality image generation with fine-grained Chinese language understanding. Explore more visualizations and capabilities on our project page.

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 Tencent-Hunyuan/HunyuanDiT
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion XL (SDXL)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion XL (SDXL) · recommended 1×
  2. CogView3 · recommended 1×
  3. Taiyi Diffusion Series · recommended 1×
  4. ERNIE-ViLG · recommended 1×
  5. GLIDE (OpenAI) · recommended 1×
  • CATEGORY QUERY
    Seeking a multi-resolution diffusion transformer for text-to-image generation with strong Chinese language understanding.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL (SDXL)
    2. CogView3
    3. Taiyi Diffusion Series
    4. ERNIE-ViLG
    5. GLIDE (OpenAI)
    6. DALL-E 2 (OpenAI)

    AI recommended 6 alternatives but never named Tencent-Hunyuan/HunyuanDiT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective PyTorch-based diffusion models for fine-grained image generation, including LoRA support?
    you: not recommended
    AI recommended (in order):
    1. Diffusers (huggingface/diffusers)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. InvokeAI (invoke-ai/InvokeAI)
    5. Kandinsky 2.x

    AI recommended 5 alternatives but never named Tencent-Hunyuan/HunyuanDiT. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 Tencent-Hunyuan/HunyuanDiT?
    pass
    AI named Tencent-Hunyuan/HunyuanDiT explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Tencent-Hunyuan/HunyuanDiT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Tencent-Hunyuan/HunyuanDiT 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 Tencent-Hunyuan/HunyuanDiT solve, and who is the primary audience?
    pass
    AI named Tencent-Hunyuan/HunyuanDiT explicitly

    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 Tencent-Hunyuan/HunyuanDiT. 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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Tencent-Hunyuan/HunyuanDiT — 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