RRepoGEO

REPOGEO REPORT · LITE

zebbern/no-cost-ai

Default branch main · commit 17842268 · scanned 5/21/2026, 8:34:32 AM

GitHub: 1,439 stars · 198 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
33 /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
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 zebbern/no-cost-ai, 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 H1 to explicitly state 'curated list'

    Why:

    CURRENT
    ### Spend 0$ on Ai-Models!
    
    #### A living index for developers, researchers & curious builders contributions is welcome & appriciated!
    *No signup Picture/Video/Chat generation nocostai.vercel.app*
    COPY-PASTE FIX
    ### The Ultimate Curated List of 80+ No-Cost AI Services & APIs!
    
    #### A living index for developers, researchers & curious builders contributions is welcome & appriciated!
    *No signup Picture/Video/Chat generation nocostai.vercel.app*
  • mediumtopics#2
    Add more explicit 'list' and 'directory' topics

    Why:

    CURRENT
    ai, ai-agents, ai-list, audio-ai, chat-ai, claude, free-ai, free-ai-api, free-list, free-llm, free-usage, freeairesources, gemini, grok, image-ai, llm, no-cost, tools-and-automation, video-ai
    COPY-PASTE FIX
    ai, ai-agents, ai-list, audio-ai, chat-ai, claude, free-ai, free-ai-api, free-list, free-llm, free-usage, freeairesources, gemini, grok, image-ai, llm, no-cost, tools-and-automation, video-ai, ai-directory, ai-resource-index, free-ai-tools-list
  • lowabout#3
    Clarify 'About' description to emphasize 'curated index'

    Why:

    CURRENT
    80+ free AI services for chat, image, video, voice & APIs (may sometimes include access to lead gen ai models for free)
    COPY-PASTE FIX
    A curated index of 80+ free AI services for chat, image, video, voice & APIs (may sometimes include access to lead gen ai models for free)

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 zebbern/no-cost-ai
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Platform (GCP)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Platform (GCP) · recommended 1×
  2. Microsoft Azure · recommended 1×
  3. Amazon Web Services (AWS) · recommended 1×
  4. Hugging Face · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of no-cost AI services for development?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Platform (GCP)
    2. Microsoft Azure
    3. Amazon Web Services (AWS)
    4. Hugging Face
    5. OpenAI API
    6. Kaggle
    7. TensorFlow
    8. PyTorch

    AI recommended 8 alternatives but never named zebbern/no-cost-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best free AI APIs for image generation, chat, and voice synthesis?
    you: not recommended
    AI recommended (in order):
    1. DALL-E 3
    2. Microsoft Copilot
    3. Bing Image Creator
    4. Stable Diffusion
    5. Hugging Face Inference API
    6. DreamStudio
    7. Leonardo.Ai
    8. Playground AI
    9. OpenAI GPT-3.5 Turbo
    10. Google Gemini API
    11. Llama 2
    12. Mistral
    13. Perplexity AI API
    14. Google Cloud Text-to-Speech
    15. Amazon Polly
    16. Microsoft Azure Text to Speech
    17. ElevenLabs

    AI recommended 17 alternatives but never named zebbern/no-cost-ai. 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 zebbern/no-cost-ai?
    pass
    AI named zebbern/no-cost-ai explicitly

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

  • If a team adopts zebbern/no-cost-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zebbern/no-cost-ai 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 zebbern/no-cost-ai solve, and who is the primary audience?
    pass
    AI did not name zebbern/no-cost-ai — 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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zebbern/no-cost-ai — 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