RRepoGEO

REPOGEO REPORT · LITE

TencentARC/SEED-Story

Default branch master · commit aec3c1ce · scanned 6/3/2026, 3:32:58 AM

GitHub: 883 stars · 68 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 TencentARC/SEED-Story, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clarify its research framework nature

    Why:

    CURRENT
    We introduce SEED-Story, a MLLM capable of generating multimodal long stories consisting of rich and coherent narrative texts, along with images that are consistent in characters and style, based on SEED-X.
    COPY-PASTE FIX
    We introduce SEED-Story, a novel Multimodal Large Language Model (MLLM) framework designed for generating long, coherent multimodal stories. This research project focuses on producing rich narrative texts with character and style-consistent images, building upon SEED-X.
  • mediumreadme#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [describe the specific terms of the existing LICENSE file, e.g., 'a custom research license based on Apache 2.0 and MIT terms']. Please refer to the [LICENSE](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 TencentARC/SEED-Story
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 1×
  3. ControlNet · recommended 1×
  4. RunwayML · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    What tools can generate long, coherent stories with consistent images from a prompt?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. ControlNet
    4. RunwayML
    5. ChatGPT
    6. Claude 2
    7. Google Bard
    8. PixVerse
    9. Pika Labs

    AI recommended 9 alternatives but never named TencentARC/SEED-Story. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to create engaging multimodal narratives with consistent visual elements and characters?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. Unity
    3. Blender (blender/blender)
    4. Adobe Character Animator
    5. Storyteller
    6. Artbreeder
    7. Midjourney
    8. Stable Diffusion (Stability-AI/StableDiffusion)

    AI recommended 8 alternatives but never named TencentARC/SEED-Story. 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 TencentARC/SEED-Story?
    pass
    AI named TencentARC/SEED-Story explicitly

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

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

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

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TencentARC/SEED-Story — 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