RRepoGEO

REPOGEO REPORT · LITE

s-kostyaev/ellama

Default branch main · commit bbee2a0d · scanned 5/29/2026, 6:02:54 AM

GitHub: 943 stars · 61 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 s-kostyaev/ellama, 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

2 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 technology in the README's opening sentence

    Why:

    CURRENT
    Ellama is a tool for interacting with large language models from Emacs.
    COPY-PASTE FIX
    Ellama is an Emacs Lisp package for interacting with large language models directly within Emacs.
  • mediumhomepage#2
    Add a homepage link to the repository metadata

    Why:

    COPY-PASTE FIX
    https://melpa.org/#/ellama

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 s-kostyaev/ellama
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
zerolfx/emacs-copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. zerolfx/emacs-copilot · recommended 1×
  2. karthink/llm.el · recommended 1×
  3. karthink/gptel · recommended 1×
  4. joshua-stone/ollama.el · recommended 1×
  5. joshua-stone/emacs-openai · recommended 1×
  • CATEGORY QUERY
    How can I integrate a large language model assistant directly into my Emacs environment for text processing?
    you: not recommended
    AI recommended (in order):
    1. emacs-copilot (zerolfx/emacs-copilot)
    2. llm.el (karthink/llm.el)
    3. gptel (karthink/gptel)
    4. ollama.el (joshua-stone/ollama.el)
    5. emacs-openai (joshua-stone/emacs-openai)
    6. embark-llm (karthink/embark-llm)

    AI recommended 6 alternatives but never named s-kostyaev/ellama. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow me to perform AI-powered code review and summarization within my Emacs editor?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. chatgpt.el
    3. llm.el
    4. GitHub Copilot
    5. copilot.el
    6. Codeium
    7. codeium.el
    8. OpenAI API
    9. ollama.el
    10. Ollama server
    11. Llama 3
    12. Mistral
    13. Code Llama
    14. text-generation-webui

    AI recommended 14 alternatives but never named s-kostyaev/ellama. 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 s-kostyaev/ellama?
    pass
    AI named s-kostyaev/ellama explicitly

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

  • If a team adopts s-kostyaev/ellama in production, what risks or prerequisites should they evaluate first?
    pass
    AI named s-kostyaev/ellama 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 s-kostyaev/ellama solve, and who is the primary audience?
    pass
    AI did not name s-kostyaev/ellama — 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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s-kostyaev/ellama — 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