RRepoGEO

REPOGEO REPORT · LITE

X-GenGroup/Flow-Factory

Default branch main · commit da40b329 · scanned 6/4/2026, 1:08:05 AM

GitHub: 546 stars · 42 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 X-GenGroup/Flow-Factory, 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 combat miscategorization

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the H1: "Flow-Factory is a unified framework for machine learning engineers and researchers, simplifying the application of reinforcement learning to Flow-Matching and Diffusion models for generative AI tasks."
  • hightopics#2
    Expand repository topics to include specific capabilities

    Why:

    CURRENT
    diffusion, flow-matching, image-generation, reinforcement-learning, video-generation
    COPY-PASTE FIX
    diffusion, flow-matching, image-generation, reinforcement-learning, video-generation, audio-generation, audio-video-synthesis, multimodal-ai
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/X-GenGroup/Flow-Factory

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 X-GenGroup/Flow-Factory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RLlib
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RLlib · recommended 1×
  2. Stable Baselines3 (SB3) · recommended 1×
  3. Acme · recommended 1×
  4. Tianshou · recommended 1×
  5. CleanRL · recommended 1×
  • CATEGORY QUERY
    Seeking a unified framework for applying reinforcement learning to flow-matching models.
    you: not recommended
    AI recommended (in order):
    1. RLlib
    2. Stable Baselines3 (SB3)
    3. Acme
    4. Tianshou
    5. CleanRL
    6. Catalyst

    AI recommended 6 alternatives but never named X-GenGroup/Flow-Factory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a tool for generating synchronized audio and video content with AI models.
    you: not recommended
    AI recommended (in order):
    1. RunwayML
    2. Synthesys AI Studio
    3. HeyGen
    4. DeepMotion
    5. Descript
    6. Adobe After Effects

    AI recommended 6 alternatives but never named X-GenGroup/Flow-Factory. 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 X-GenGroup/Flow-Factory?
    pass
    AI named X-GenGroup/Flow-Factory explicitly

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

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

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

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X-GenGroup/Flow-Factory — 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