RRepoGEO

REPOGEO REPORT · LITE

dustinblackman/oatmeal

Default branch main · commit a6148b24 · scanned 6/9/2026, 1:36:42 AM

GitHub: 764 stars · 42 forks

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 dustinblackman/oatmeal, 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 the README H1 to clarify the project's identity

    Why:

    CURRENT
    <h1 align=center>Oatmeal</h1>
    COPY-PASTE FIX
    <h1 align=center>Oatmeal: Terminal UI for LLM Chat & Editor Integration</h1>
  • highreadme#2
    Elevate the 'Why Oatmeal?' section or its core message

    Why:

    CURRENT
    The 'Why Oatmeal?' section is currently under the FAQ.
    COPY-PASTE FIX
    Move the content of the 'Why Oatmeal?' FAQ section to a prominent 'Features' or 'Highlights' section near the top of the README, or integrate its key points into the 'Overview' section.
  • mediumtopics#3
    Correct typo in `developer-experiance` topic

    Why:

    CURRENT
    chat, cli, developer-experiance, large-language-models, llm, oatmeal, rust, terminal-ui, tui
    COPY-PASTE FIX
    chat, cli, developer-experience, large-language-models, llm, oatmeal, rust, terminal-ui, tui

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 dustinblackman/oatmeal
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
oobabooga/text-generation-webui
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. oobabooga/text-generation-webui · recommended 1×
  2. ggerganov/llama.cpp · recommended 1×
  3. nomic-ai/gpt4all · recommended 1×
  4. simonw/llm · recommended 1×
  5. ollama/ollama · recommended 1×
  • CATEGORY QUERY
    What are good terminal user interfaces for chatting with large language models?
    you: not recommended
    AI recommended (in order):
    1. Oobabooga's text-generation-webui (oobabooga/text-generation-webui)
    2. Llama.cpp (ggerganov/llama.cpp)
    3. GPT4All (nomic-ai/gpt4all)
    4. `llm` by Simon Willison (simonw/llm)
    5. `ollama` (ollama/ollama)
    6. `aider` (paul-gauthier/aider)
    7. `rich` (Textualize/rich)
    8. `curses`

    AI recommended 8 alternatives but never named dustinblackman/oatmeal. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate AI language model conversations directly into my code editor?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Cursor
    3. CodeGPT
    4. Continue (continue-team/continue)
    5. Genie AI
    6. JetBrains AI Assistant
    7. Tabnine Chat
    8. Cody by Sourcegraph

    AI recommended 8 alternatives but never named dustinblackman/oatmeal. 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 dustinblackman/oatmeal?
    pass
    AI named dustinblackman/oatmeal explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of dustinblackman/oatmeal. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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dustinblackman/oatmeal — 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