RRepoGEO

REPOGEO REPORT · LITE

vibheksoni/free-ai

Default branch master · commit f09b8369 · scanned 6/17/2026, 11:42:10 AM

GitHub: 633 stars · 104 forks

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 vibheksoni/free-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
    Clarify the project's core identity as an API gateway in the README's opening

    Why:

    CURRENT
    <sub><i>gpt-image-2 api for free</i></sub>
    COPY-PASTE FIX
    <sub><i>Your free, OpenAI-compatible API gateway for 50+ models</i></sub>
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing a suitable open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the project's intended use and distribution.
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison with Alternatives' or 'Why FreeTheAi?' to the README. Explicitly compare FreeTheAi to services like OpenRouter.ai, Anyscale Endpoints, and Together AI, highlighting its unique value proposition (e.g., completely free, specific model catalog, no credit card required).

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 vibheksoni/free-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenRouter.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenRouter.ai · recommended 1×
  2. Anyscale Endpoints · recommended 1×
  3. Together AI · recommended 1×
  4. Perplexity AI (pplx-api) · recommended 1×
  5. Fireworks AI · recommended 1×
  • CATEGORY QUERY
    Where can I find a free API offering various AI models compatible with OpenAI SDKs?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter.ai
    2. Anyscale Endpoints
    3. Together AI
    4. Perplexity AI (pplx-api)
    5. Fireworks AI
    6. Groq

    AI recommended 6 alternatives but never named vibheksoni/free-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a no-cost AI API supporting chat, tool calling, and image generation.
    you: not recommended
    AI recommended (in order):
    1. Google AI Studio (Gemini API)
    2. OpenAI API
    3. Hugging Face Inference API
    4. Microsoft Azure AI Studio
    5. Perplexity AI API
    6. Replicate

    AI recommended 6 alternatives but never named vibheksoni/free-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
    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 vibheksoni/free-ai?
    pass
    AI did not name vibheksoni/free-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?

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

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

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vibheksoni/free-ai — 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