RRepoGEO

REPOGEO REPORT · LITE

bitbonsai/mcpvault

Default branch main · commit ed18307c · scanned 6/24/2026, 2:51:57 AM

GitHub: 1,454 stars · 114 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
35 /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
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 bitbonsai/mcpvault, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, llm, obsidian, knowledge-base, model-context-protocol, mcp, local-llm, personal-ai, note-taking, markdown
  • highabout#2
    Update the repository's 'About' description

    Why:

    CURRENT
    A lightweight Model Context Protocol (MCP) server for safe Obsidian vault access
    COPY-PASTE FIX
    Securely connect AI assistants (like Claude, ChatGPT) to your Obsidian vault with this lightweight Model Context Protocol (MCP) server, enabling safe read/write access to your notes.
  • mediumhomepage#3
    Add the homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://mcpvault.org

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 bitbonsai/mcpvault
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. Text Generator · recommended 2×
  3. Smart Connections · recommended 2×
  4. LM Studio · recommended 2×
  5. LlamaIndex · recommended 2×
  • CATEGORY QUERY
    How to safely connect large language models to my personal markdown notes?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Text Generator
    3. Smart Connections
    4. LLM-powered Obsidian
    5. Ollama
    6. LM Studio
    7. Llama 3
    8. Mistral
    9. Gemma
    10. LocalAI
    11. Logseq
    12. Logseq AI Assistant
    13. Joplin
    14. Joplin AI Assistant
    15. Azure OpenAI Service
    16. Google Cloud Vertex AI
    17. LlamaIndex
    18. LangChain
    19. ChromaDB
    20. FAISS
    21. ChatGPT
    22. Claude
    23. Gemini

    AI recommended 23 alternatives but never named bitbonsai/mcpvault. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to integrate AI assistants with local markdown knowledge bases for content generation?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Dataview
    3. Templater
    4. Text Generator
    5. Smart Connections
    6. LlamaIndex
    7. LangChain
    8. FAISS
    9. ChromaDB
    10. MemGPT
    11. Quivr
    12. LM Studio
    13. Oobabooga's Text Generation WebUI

    AI recommended 13 alternatives but never named bitbonsai/mcpvault. 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 bitbonsai/mcpvault?
    pass
    AI named bitbonsai/mcpvault explicitly

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

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

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

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bitbonsai/mcpvault — RepoGEO report