RRepoGEO

REPOGEO REPORT · LITE

fofr/cog-consistent-character

Default branch main · commit 25254c13 · scanned 6/9/2026, 8:32:45 PM

GitHub: 717 stars · 92 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
40 /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
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 fofr/cog-consistent-character, 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 highlight solution-level value

    Why:

    CURRENT
    # Consistent character

Create images of a given character in different poses
    COPY-PASTE FIX
    # Consistent Character: Generate AI Images with a Single Character Across Diverse Poses and Expressions

This repository provides a ready-to-use pipeline to create images of a given character in different poses and expressions, ensuring visual consistency without requiring custom model training (e.g., LoRAs or Textual Inversions).
  • mediumtopics#2
    Add specific technical and problem-domain topics

    Why:

    CURRENT
    ai, cog, comfyui, replicate, stable-diffusion
    COPY-PASTE FIX
    ai, cog, comfyui, replicate, stable-diffusion, character-consistency, ip-adapter, controlnet, sdxl
  • lowreadme#3
    Add a 'Why this vs. X' section to the README

    Why:

    COPY-PASTE FIX
    ## Why cog-consistent-character?

Unlike methods that require extensive custom model training (e.g., LoRAs or Textual Inversions) for character consistency, this pipeline provides an out-of-the-box solution using SDXL, ControlNet, and IP-Adapter to generate consistent characters across multiple images with minimal setup.

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 fofr/cog-consistent-character
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. IP-Adapter · recommended 1×
  5. DreamBooth · recommended 1×
  • CATEGORY QUERY
    How can I generate consistent character images across various poses and expressions?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. ControlNet
    4. IP-Adapter
    5. DreamBooth
    6. LoRA
    7. Character Creator 4
    8. iClone
    9. AccuFACE
    10. AccuRIG
    11. Daz 3D
    12. Poser
    13. Leonardo.Ai

    AI recommended 13 alternatives but never named fofr/cog-consistent-character. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help maintain character consistency when generating multiple AI images?
    you: not recommended
    AI recommended (in order):
    1. Midjourney

    AI recommended 1 alternative but never named fofr/cog-consistent-character. 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 fofr/cog-consistent-character?
    pass
    AI named fofr/cog-consistent-character explicitly

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

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

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

Embed your GEO score

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fofr/cog-consistent-character — 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