RRepoGEO

REPOGEO REPORT · LITE

Haidra-Org/AI-Horde

Default branch main · commit 73b04de6 · scanned 5/21/2026, 12:22:53 PM

GitHub: 1,408 stars · 165 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
28 /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
2 / 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 Haidra-Org/AI-Horde, 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 the README's opening to clarify its identity as a user-facing, crowdsourced AI generation platform

    Why:

    CURRENT
    The AI Horde is a free community service that lets anyone create AI-generated images and text. In the spirit of projects like Folding@home (sharing compute for medical research) or SETI@home (sharing compute for the search for alien signals), AI Horde lets volunteers share their computer power through workers to help others create AI art and writing.
    COPY-PASTE FIX
    The AI Horde is a free, community-powered platform and service for generating AI art and text. Unlike local tools or general compute clusters, it's a crowdsourced network where volunteers share their computer power to help anyone create AI-generated content, similar to Folding@home or SETI@home but for AI.
  • hightopics#2
    Refine repository topics to emphasize its platform and service nature for AI generation

    Why:

    CURRENT
    ai, distributed-computing, flask-api, gpt, opt, stable-diffusion, volunteer-computing
    COPY-PASTE FIX
    ai, ai-art-generation, ai-text-generation, crowdsourced-ai, volunteer-computing, distributed-ai-platform, free-ai-service, stable-diffusion, gpt, opt
  • lowhomepage#3
    Add the official project website URL to the repository's homepage field

    Why:

    COPY-PASTE FIX
    Add the official project website URL to the repository's homepage field.

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 Haidra-Org/AI-Horde
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 3×
  2. apache/spark · recommended 2×
  3. Hugging Face Spaces · recommended 1×
  4. Civitai · recommended 1×
  5. Stability-AI/StableDiffusion · recommended 1×
  • CATEGORY QUERY
    Where can I find a free, community-driven platform for generating AI art and text?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Spaces
    2. Civitai
    3. Stable Diffusion (Stability-AI/StableDiffusion)
    4. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    5. ComfyUI (comfyanonymous/ComfyUI)
    6. DreamStudio
    7. Perchance.org
    8. Lexica Art

    AI recommended 8 alternatives but never named Haidra-Org/AI-Horde. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for offloading AI image and text generation to a shared compute cluster?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Kubeflow
    3. Slurm Workload Manager
    4. Docker
    5. Ray (ray-project/ray)
    6. Ray Serve (ray-project/ray)
    7. Ray Core (ray-project/ray)
    8. Apache Spark (apache/spark)
    9. Spark MLlib (apache/spark)
    10. OpenShift
    11. AWS Batch
    12. Google Cloud Batch
    13. Azure Batch
    14. Dask (dask/dask)
    15. Dask-ML (dask/dask-ml)
    16. Dask Distributed (dask/distributed)

    AI recommended 16 alternatives but never named Haidra-Org/AI-Horde. 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 Haidra-Org/AI-Horde?
    pass
    AI did not name Haidra-Org/AI-Horde — 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 Haidra-Org/AI-Horde in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Haidra-Org/AI-Horde 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 Haidra-Org/AI-Horde solve, and who is the primary audience?
    pass
    AI named Haidra-Org/AI-Horde explicitly

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

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Haidra-Org/AI-Horde — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite