RRepoGEO

REPOGEO REPORT · LITE

kadevin/ilab-gpt-conjure

Default branch main · commit 88920da1 · scanned 6/20/2026, 6:22:18 PM

GitHub: 539 stars · 74 forks

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 kadevin/ilab-gpt-conjure, 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
    Add explicit clarification of image-specific purpose to README intro

    Why:

    COPY-PASTE FIX
    Add this sentence right after the main title/subtitle in the README:

**iLab GPT Conjure is an AI image generation WebUI workbench, specifically designed for creating, editing, and managing images via GPT-image-2, Codex Image, Codex Responses, and OpenAI-compatible APIs. It is NOT for text or structured data generation.**
  • mediumtopics#2
    Add specific image management and workflow topics

    Why:

    CURRENT
    ai-art, ai-image-generation, cli, codex, fastapi, generative-ai, gpt-image-2, image-editing, image-generation, img2img, macos, openai, openai-compatible, prompt-engineering, prompt-templates, python, reference-images, responses-api, webui, windows
    COPY-PASTE FIX
    ai-art, ai-image-generation, cli, codex, fastapi, generative-ai, gpt-image-2, image-editing, image-generation, img2img, macos, openai, openai-compatible, prompt-engineering, prompt-templates, python, reference-images, responses-api, webui, windows, concurrent-image-tasks, image-workflow-management, local-image-generation-webui, ai-image-gallery
  • lowhomepage#3
    Update homepage link to main repository page

    Why:

    CURRENT
    https://github.com/kadevin/ilab-gpt-conjure/blob/main/RELEASES.md
    COPY-PASTE FIX
    https://github.com/kadevin/ilab-gpt-conjure

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 kadevin/ilab-gpt-conjure
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
InvokeAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. InvokeAI · recommended 2×
  2. ComfyUI · recommended 2×
  3. Fooocus · recommended 2×
  4. ComfyUI-API-Proxy · recommended 1×
  5. ComfyUI-OpenAI-API · recommended 1×
  • CATEGORY QUERY
    What are good web UIs for local AI image generation with OpenAI compatible API support?
    you: not recommended
    AI recommended (in order):
    1. InvokeAI
    2. ComfyUI
    3. ComfyUI-API-Proxy
    4. ComfyUI-OpenAI-API
    5. Automatic1111 Stable Diffusion Web UI
    6. Fooocus
    7. DiffusionBee

    AI recommended 7 alternatives but never named kadevin/ilab-gpt-conjure. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to manage concurrent AI image generation tasks, prompt templates, and reference images locally?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. Automatic1111's Stable Diffusion web UI
    3. InvokeAI
    4. Fooocus
    5. Diffusers

    AI recommended 5 alternatives but never named kadevin/ilab-gpt-conjure. 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 kadevin/ilab-gpt-conjure?
    pass
    AI did not name kadevin/ilab-gpt-conjure — 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 kadevin/ilab-gpt-conjure in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kadevin/ilab-gpt-conjure 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 kadevin/ilab-gpt-conjure solve, and who is the primary audience?
    pass
    AI did not name kadevin/ilab-gpt-conjure — 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?

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kadevin/ilab-gpt-conjure — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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