RRepoGEO

REPOGEO REPORT · LITE

Doby-Xu/WithAnyone

Default branch main · commit 5297f1df · scanned 6/3/2026, 6:32:37 AM

GitHub: 568 stars · 23 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 Doby-Xu/WithAnyone, 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
    Add a concise opening paragraph to the README

    Why:

    COPY-PASTE FIX
    WithAnyone is a cutting-edge research project accepted by ICLR 2026, focused on generating high-quality, controllable, and identity-consistent images. It provides state-of-the-art capabilities for creating consistent character images with specific artistic control, addressing key challenges in identity-preserving image synthesis.
  • mediumhomepage#2
    Populate the repository's homepage field

    Why:

    COPY-PASTE FIX
    https://doby-xu.github.io/WithAnyone/

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 Doby-Xu/WithAnyone
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 2×
  3. Automatic1111 · recommended 1×
  4. ComfyUI · recommended 1×
  5. ControlNet · recommended 1×
  • CATEGORY QUERY
    How can I generate consistent character images with specific artistic control?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Automatic1111
    4. ComfyUI
    5. ControlNet
    6. IP-Adapter
    7. Leonardo.Ai
    8. Fooocus
    9. RunwayML
    10. Artbreeder

    AI recommended 10 alternatives but never named Doby-Xu/WithAnyone. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for high-quality, identity-preserving image synthesis?
    you: not recommended
    AI recommended (in order):
    1. StyleGAN
    2. DeepFaceLab
    3. FaceSwap
    4. ArcFace
    5. FaceNet
    6. InsightFace
    7. Stable Diffusion
    8. DALL-E 2
    9. Midjourney
    10. StarGAN v2
    11. First Order Motion Model for Image Animation (FOMM)

    AI recommended 11 alternatives but never named Doby-Xu/WithAnyone. 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 Doby-Xu/WithAnyone?
    pass
    AI named Doby-Xu/WithAnyone explicitly

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

  • If a team adopts Doby-Xu/WithAnyone in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Doby-Xu/WithAnyone 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 Doby-Xu/WithAnyone solve, and who is the primary audience?
    pass
    AI named Doby-Xu/WithAnyone 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 Doby-Xu/WithAnyone. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Doby-Xu/WithAnyone.svg)](https://repogeo.com/en/r/Doby-Xu/WithAnyone)
HTML
<a href="https://repogeo.com/en/r/Doby-Xu/WithAnyone"><img src="https://repogeo.com/badge/Doby-Xu/WithAnyone.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Doby-Xu/WithAnyone — 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