RRepoGEO

REPOGEO REPORT · LITE

gnobitab/InstaFlow

Default branch main · commit f543f81d · scanned 6/19/2026, 8:22:40 PM

GitHub: 1,409 stars · 48 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
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 gnobitab/InstaFlow, 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 for stable diffusion and AI image generation

    Why:

    COPY-PASTE FIX
    stable-diffusion, image-generation, deep-learning, machine-learning, ai, rectified-flow, one-step-diffusion, real-time-ai, onnx
  • highreadme#2
    Clarify InstaFlow's unique focus in the README introduction

    Why:

    CURRENT
    ## [ICLR2024] ⚡InstaFlow! One-Step Stable Diffusion with Rectified Flow
    COPY-PASTE FIX
    ## [ICLR2024] ⚡InstaFlow! One-Step Stable Diffusion with Rectified Flow

InstaFlow revolutionizes AI image generation by enabling real-time, one-step stable diffusion, distinct from general workflow orchestration tools.
  • mediumhomepage#3
    Set the repository homepage to the official paper link

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2309.06380

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 gnobitab/InstaFlow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LCM-LoRA
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LCM-LoRA · recommended 1×
  2. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  3. comfyanonymous/ComfyUI · recommended 1×
  4. lllyasviel/Fooocus · recommended 1×
  5. SDXL Turbo · recommended 1×
  • CATEGORY QUERY
    What are the most efficient one-step methods for fast stable diffusion image generation?
    you: not recommended
    AI recommended (in order):
    1. LCM-LoRA
    2. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    3. ComfyUI (comfyanonymous/ComfyUI)
    4. Fooocus (lllyasviel/Fooocus)
    5. SDXL Turbo
    6. Playground v2.5
    7. Euler A
    8. DPM++ 2M SDE Karras

    AI recommended 8 alternatives but never named gnobitab/InstaFlow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to achieve real-time stable diffusion inference with ONNX compatibility for image tasks?
    you: not recommended
    AI recommended (in order):
    1. Optimum (Hugging Face)
    2. ONNX Runtime
    3. TensorRT (NVIDIA)
    4. OpenVINO (Intel)
    5. PyTorch
    6. TorchScript
    7. Torch-TensorRT
    8. DeepSpeed (Microsoft)

    AI recommended 8 alternatives but never named gnobitab/InstaFlow. 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 gnobitab/InstaFlow?
    pass
    AI named gnobitab/InstaFlow explicitly

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

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

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

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gnobitab/InstaFlow — 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