RRepoGEO

REPOGEO REPORT · LITE

smol-ai/GodMode

Default branch main · commit 8ac3ffde · scanned 5/22/2026, 5:41:49 AM

GitHub: 5,398 stars · 511 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 smol-ai/GodMode, 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
    Emphasize GodMode as a dedicated desktop application for multi-LLM chat

    Why:

    CURRENT
    This is a dedicated chat browser that only does one thing: help you quickly access **the full webapps** of ChatGPT, Claude 2, Perplexity, Bing and more **with a single keyboard shortcut (Cmd+Shift+G)**.
    COPY-PASTE FIX
    This native desktop application is a dedicated chat browser that only does one thing: help you quickly access **the full webapps** of ChatGPT, Claude 2, Perplexity, Bing and more **with a single keyboard shortcut (Cmd+Shift+G)**.
  • mediumtopics#2
    Add specific topics for multi-AI chat and desktop applications

    Why:

    CURRENT
    bard, chatgpt, electron, google, menubar
    COPY-PASTE FIX
    bard, chatgpt, electron, google, menubar, multi-llm-chat, desktop-app, ai-client
  • lowreadme#3
    Reframe or reposition the 'Mixture of Experts' section

    Why:

    CURRENT
    The 'Mixture of Mixture of Experts' section appears relatively high in the README.
    COPY-PASTE FIX
    Move the 'Mixture of Mixture of Experts' section further down in the README, perhaps under a 'How it works' or 'Philosophy' heading, after all user-facing features and benefits are clearly described. Alternatively, rephrase its introduction to explicitly link it to the *user's ability to compare models* within the GodMode application.

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 smol-ai/GodMode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. LiteLLM · recommended 1×
  4. OpenAI Evals · recommended 1×
  5. unittest · recommended 1×
  • CATEGORY QUERY
    How to simultaneously query multiple large language models and compare their responses quickly?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. OpenAI Evals
    5. unittest
    6. pytest
    7. fuzzywuzzy
    8. Hugging Face Transformers
    9. openai Python library
    10. anthropic Python library
    11. PromptLayer
    12. Helicone
    13. Vellum

    AI recommended 13 alternatives but never named smol-ai/GodMode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop application to quickly access and switch between various AI chat services.
    you: not recommended
    AI recommended (in order):
    1. Multi-AI Chat Client
    2. MindMac
    3. ChatALL
    4. AI Chatbot
    5. TypingMind
    6. Finch

    AI recommended 6 alternatives but never named smol-ai/GodMode. 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 smol-ai/GodMode?
    pass
    AI named smol-ai/GodMode explicitly

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

  • If a team adopts smol-ai/GodMode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smol-ai/GodMode 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 smol-ai/GodMode solve, and who is the primary audience?
    pass
    AI named smol-ai/GodMode 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 smol-ai/GodMode. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/smol-ai/GodMode.svg)](https://repogeo.com/en/r/smol-ai/GodMode)
HTML
<a href="https://repogeo.com/en/r/smol-ai/GodMode"><img src="https://repogeo.com/badge/smol-ai/GodMode.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

smol-ai/GodMode — 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