RRepoGEO

REPOGEO REPORT · LITE

johnbean393/Sidekick

Default branch main · commit 487898c8 · scanned 5/25/2026, 10:39:15 PM

GitHub: 3,244 stars · 143 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 johnbean393/Sidekick, 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
  • mediumtopics#1
    Add more specific topics related to macOS, offline, and RAG capabilities

    Why:

    CURRENT
    agentic-ai, agents, ai, ai-agents, aichat, chatbot, deep-research, deepseek, deepseek-r1, gpt-oss, llama, llama4, llm, macos, qwen, qwen3, rag, swift, swiftui
    COPY-PASTE FIX
    agentic-ai, agents, ai, ai-agents, aichat, chatbot, deep-research, deepseek, deepseek-r1, gpt-oss, llama, llama4, llm, macos, qwen, qwen3, rag, swift, swiftui, macos-app, local-rag, offline-ai, document-qa, website-qa
  • lowabout#2
    Add 'offline' and 'secure' to the repository description

    Why:

    CURRENT
    A native macOS app that allows users to chat with a local LLM that can respond with information from files, folders and websites on your Mac without installing any other software. Powered by llama.cpp.
    COPY-PASTE FIX
    A native macOS app for local-first, offline LLM chat that responds with information from your files, folders, and websites, ensuring your data stays secure. Powered by llama.cpp.

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 johnbean393/Sidekick
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LlamaIndex · recommended 2×
  3. LangChain · recommended 2×
  4. GPT4All · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How can I chat with local LLMs to query my macOS files and documents?
    you: not recommended
    AI recommended (in order):
    1. GPT4All
    2. LM Studio
    3. Ollama
    4. PrivateGPT
    5. LocalAI
    6. LlamaIndex
    7. LangChain
    8. AnythingLLM

    AI recommended 8 alternatives but never named johnbean393/Sidekick. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an offline AI assistant for macOS to privately research local documents and websites.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LlamaIndex
    3. LangChain
    4. Perplexity Desktop App
    5. DEVONthink Pro
    6. Obsidian
    7. Apple's Spotlight/Finder Search

    AI recommended 7 alternatives but never named johnbean393/Sidekick. 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 johnbean393/Sidekick?
    pass
    AI named johnbean393/Sidekick explicitly

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

  • If a team adopts johnbean393/Sidekick in production, what risks or prerequisites should they evaluate first?
    pass
    AI named johnbean393/Sidekick 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 johnbean393/Sidekick solve, and who is the primary audience?
    pass
    AI named johnbean393/Sidekick explicitly

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

Embed your GEO score

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johnbean393/Sidekick — RepoGEO report