RRepoGEO

REPOGEO REPORT · LITE

crmne/ruby_llm

Default branch main · commit 55987a84 · scanned 6/21/2026, 5:51:46 AM

GitHub: 4,033 stars · 459 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
40 /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
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 crmne/ruby_llm, 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
    Strengthen README's initial positioning against single-provider clients and low-level tools

    Why:

    CURRENT
    One *delightful* Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code.
    COPY-PASTE FIX
    One *delightful* Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code. **Tired of juggling separate client libraries for OpenAI, Anthropic, and Google? RubyLLM provides a single, elegant framework, abstracting away provider-specific complexities to let you focus on building powerful AI applications, not API integrations.**
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled "RubyLLM vs. The Ecosystem" or "Why RubyLLM Stands Out" that explicitly compares crmne/ruby_llm to common alternatives. For example:
    
    ```
    ## RubyLLM vs. The Ecosystem
    
    Many tools exist for working with AI, but RubyLLM offers a unique advantage:
    
    *   **Unified API:** Unlike single-provider gems (e.g., `ruby-openai`, `anthropic-ruby`), RubyLLM provides a consistent interface across all major LLM providers, simplifying multi-provider strategies.
    *   **High-Level Framework:** It's a comprehensive framework for building AI applications (agents, RAG, chatbots), not just a low-level tool or client library like `Llama.cpp`, `Pgvector`, or `Faraday`.
    *   **Ruby-Native Design:** Built from the ground up for Ruby, offering idiomatic code and seamless integration into Rails and other Ruby applications, often with a simpler dependency footprint than multi-language frameworks like LangChain.rb.
    ```
  • lowabout#3
    Slightly rephrase the 'about' description for keyword emphasis

    Why:

    CURRENT
    One delightful Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code.
    COPY-PASTE FIX
    A delightful Ruby framework for every major AI provider. Build robust AI agents, intelligent chatbots, advanced RAG applications, and multimodal workflows with a unified API and expressive Ruby code.

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 crmne/ruby_llm
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.rb
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.rb · recommended 2×
  2. Ruby-LLM · recommended 1×
  3. Llama.cpp · recommended 1×
  4. OpenAI Ruby Gem · recommended 1×
  5. Pgvector · recommended 1×
  • CATEGORY QUERY
    Looking for a Ruby framework to build AI agents, chatbots, and RAG applications.
    you: not recommended
    AI recommended (in order):
    1. LangChain.rb
    2. Ruby-LLM
    3. Llama.cpp
    4. OpenAI Ruby Gem
    5. Pgvector
    6. Pinecone Ruby client
    7. Weaviate Ruby client

    AI recommended 7 alternatives but never named crmne/ruby_llm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is a good Ruby library for integrating with multiple large language model providers?
    you: not recommended
    AI recommended (in order):
    1. LangChain.rb
    2. ruby-openai
    3. llm_rb
    4. Faraday
    5. anthropic-ruby
    6. google-cloud-ai_platform
    7. HTTParty
    8. Rest-Client

    AI recommended 8 alternatives but never named crmne/ruby_llm. 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 crmne/ruby_llm?
    pass
    AI named crmne/ruby_llm explicitly

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

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

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

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