RRepoGEO

REPOGEO REPORT · LITE

felladrin/MiniSearch

Default branch main · commit 1e90a55c · scanned 6/6/2026, 10:13:03 PM

GitHub: 570 stars · 59 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 felladrin/MiniSearch, 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
    Clarify project type in README's opening statement

    Why:

    CURRENT
    # MiniSearch
    COPY-PASTE FIX
    # MiniSearch: A Self-Hosted AI Web Search Platform
  • mediumtopics#2
    Add specific topics for self-hosted and private AI search

    Why:

    CURRENT
    ai, ai-search-engine, artificial-intelligence, generative-ai, gpu-accelerated, information-retrieval, llm, llm-inference, metasearch, metasearch-engine, question-answering, rag, retrieval-augmented-generation, searxng, web-search, webapp, wllama
    COPY-PASTE FIX
    ai, ai-search-engine, artificial-intelligence, generative-ai, gpu-accelerated, information-retrieval, llm, llm-inference, metasearch, metasearch-engine, question-answering, rag, retrieval-augmented-generation, searxng, web-search, webapp, wllama, self-hosted, private-search, local-ai, browser-ai
  • lowcomparison#3
    Add a "Comparison" section to differentiate from similar projects

    Why:

    COPY-PASTE FIX
    ## Comparison

Unlike client-side search *libraries* (e.g., the `minisearch` npm package), MiniSearch is a complete, self-hosted web *application* that integrates both web search and local AI assistance directly in your browser. Compared to traditional search engines or AI model runners like SearXNG or Ollama, MiniSearch offers a unique privacy-focused, in-browser AI search experience.

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 felladrin/MiniSearch
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. SearXNG · recommended 2×
  3. Memex · recommended 1×
  4. LM Studio · recommended 1×
  5. Perplexity.ai · recommended 1×
  • CATEGORY QUERY
    How can I set up a private, AI-powered web search engine that runs entirely in my browser?
    you: not recommended
    AI recommended (in order):
    1. Memex
    2. Ollama
    3. LM Studio
    4. Perplexity.ai
    5. Obsidian
    6. Smart Connections
    7. Text Generator
    8. Logseq
    9. SearXNG
    10. FOSS Search

    AI recommended 10 alternatives but never named felladrin/MiniSearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer a self-hosted web search platform with integrated generative AI and privacy features?
    you: not recommended
    AI recommended (in order):
    1. SearXNG
    2. OpenAI's GPT-4
    3. Anthropic's Claude
    4. Google's Gemini
    5. Whoogle Search
    6. Hugging Face's Inference API
    7. LocalAI
    8. Llama 3
    9. Mixtral
    10. Gemma
    11. Flask
    12. Django
    13. Node.js
    14. Express
    15. Elasticsearch
    16. Apache Solr
    17. Haystack
    18. Hugging Face models
    19. Ollama
    20. Mistral

    AI recommended 20 alternatives but never named felladrin/MiniSearch. 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 felladrin/MiniSearch?
    pass
    AI named felladrin/MiniSearch explicitly

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

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