RRepoGEO

REPOGEO REPORT · LITE

bitbonsai/mcpvault

Default branch main · commit dec984fe · scanned 5/13/2026, 3:51:58 PM

GitHub: 1,245 stars · 95 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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
  • highreadme#1
    Reposition the README's opening sentence to clarify its core purpose

    Why:

    CURRENT
    A universal AI bridge for Obsidian vaults using the Model Context Protocol (MCP) standard. Connect any MCP-compatible AI assistant to your knowledge base - works with Claude, ChatGPT, and future AI tools. This server provides safe read/write access to your notes while preventing YAML frontmatter corruption.
    COPY-PASTE FIX
    MCPVault is a secure server that acts as a universal AI bridge for Obsidian vaults, enabling safe read/write access for any MCP-compatible AI assistant (like Claude, ChatGPT, and others) to your personal knowledge base while preventing data corruption.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    obsidian, ai, llm, knowledge-base, markdown, server, protocol, mcp, model-context-protocol, ai-assistant, data-security
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights.

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. OpenAI · recommended 2×
  3. Obsidian Smart Connections · recommended 1×
  4. OpenAI's GPT models · recommended 1×
  5. Anthropic's Claude · recommended 1×
  • CATEGORY QUERY
    How can I safely connect various AI assistants to my personal knowledge base?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Obsidian Smart Connections
    3. OpenAI's GPT models
    4. Anthropic's Claude
    5. Text Generator Plugin
    6. PrivateGPT
    7. Llama 2
    8. Mistral
    9. LlamaIndex
    10. LangChain
    11. Weaviate
    12. Qdrant
    13. Chroma
    14. Notion AI
    15. Notion
    16. OpenAI
    17. Logseq
    18. Logseq AI Assistant Plugin
    19. OpenAI

    AI recommended 19 alternatives but never named bitbonsai/mcpvault. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a server for AI access to local markdown notes while preventing data corruption.
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Obsidian REST API
    3. Joplin
    4. Web Clipper API
    5. Flask
    6. FastAPI
    7. markdown-it-py
    8. mistune
    9. Dendron
    10. DocuWiki
    11. BookStack

    AI recommended 11 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
    fail

    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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  • Brand-free category queries5 vs 2 in Lite
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