RRepoGEO

REPOGEO REPORT · LITE

inmve/free-ai-coding

Default branch main · commit 2b80a87a · scanned 6/13/2026, 3:16:42 AM

GitHub: 738 stars · 101 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 inmve/free-ai-coding, 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 README's opening to state this is a comparison list, not a tool

    Why:

    CURRENT
    Many AI coding tools claim to be "free," but access to pro-grade models usually runs out fast, then you're downgraded. Each tool uses different limits (credits, tokens, requests), making comparison difficult. This list puts them side by side to show what you actually get for free.
    COPY-PASTE FIX
    This repository is a curated, side-by-side comparison of AI coding tools that offer truly free access to pro-grade models. Many tools claim "free" tiers, but access to powerful models often runs out fast; this list helps you find what you actually get for free, comparing limits like credits, tokens, and requests.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai, ai-tools, awesome-list, code-generation, coding-assistant, llm, productivity
    COPY-PASTE FIX
    ai, ai-tools, awesome-list, code-generation, coding-assistant, llm, productivity, free-ai-tools, ai-tool-comparison, free-tier-comparison, llm-comparison

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 inmve/free-ai-coding
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 2×
  3. Hugging Face Transformers · recommended 1×
  4. Google Colaboratory (Colab) · recommended 1×
  5. CodeLlama · recommended 1×
  • CATEGORY QUERY
    Where can I find AI coding assistants offering truly free access to powerful large language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. GitHub Copilot
    3. Google Colaboratory (Colab)
    4. CodeLlama
    5. Replit AI
    6. Tabnine
    7. OpenAI API

    AI recommended 7 alternatives but never named inmve/free-ai-coding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a comparison of free tiers for advanced AI code generation and assistance tools.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Codeium
    3. Tabnine
    4. Cursor
    5. Replit
    6. Amazon CodeWhisperer
    7. Google Gemini

    AI recommended 7 alternatives but never named inmve/free-ai-coding. 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 inmve/free-ai-coding?
    pass
    AI did not name inmve/free-ai-coding — 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 inmve/free-ai-coding in production, what risks or prerequisites should they evaluate first?
    pass
    AI named inmve/free-ai-coding 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 inmve/free-ai-coding solve, and who is the primary audience?
    pass
    AI named inmve/free-ai-coding explicitly

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

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