RRepoGEO

REPOGEO REPORT · LITE

a9gent/mindfs

Default branch main · commit 6bd22aee · scanned 6/7/2026, 6:22:00 PM

GitHub: 1,027 stars · 68 forks

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 a9gent/mindfs, 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 repo's core category and purpose in README intro

    Why:

    CURRENT
    > **AI Agent Remote Access Gateway · Result Visualization**

Access your personal AI agents and workstation data anywhere, anytime through MindFS.
    COPY-PASTE FIX
    > **MindFS: Your AI Agent Remote Access Gateway & Output Visualization Platform**

MindFS is a specialized tool designed to provide a unified interface for remotely managing and interacting with multiple AI agents, offering real-time output visualization and cross-platform session synchronization. Access your personal AI agents and workstation data anywhere, anytime.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, remote-access, agent-management, ai-visualization, session-synchronization, generative-ai, llm-agents
  • mediumabout#3
    Refine the repository description for clarity

    Why:

    CURRENT
    Access your personal AI agents and workstation data anywhere, anytime through MindFS.
    COPY-PASTE FIX
    MindFS is an AI Agent Remote Access Gateway and visualization platform, enabling unified management, real-time output streaming, and cross-platform synchronization for your personal AI agents and workstation data.

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 a9gent/mindfs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. LangChain · recommended 1×
  3. Microsoft Azure AI Studio · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. Hugging Face Hub · recommended 1×
  • CATEGORY QUERY
    How can I remotely manage and interact with multiple AI agents from a single interface?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. Microsoft Azure AI Studio
    4. Google Cloud Vertex AI
    5. Hugging Face Hub
    6. Kubernetes

    AI recommended 6 alternatives but never named a9gent/mindfs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help visualize AI agent output and synchronize conversations across different platforms?
    you: not recommended
    AI recommended (in order):
    1. LangChain UI
    2. Weights & Biases Prompts
    3. Humanloop
    4. OpenReplay
    5. Grafana
    6. Loki
    7. Prometheus
    8. Twilio Conversations API

    AI recommended 8 alternatives but never named a9gent/mindfs. 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 a9gent/mindfs?
    pass
    AI named a9gent/mindfs explicitly

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

  • If a team adopts a9gent/mindfs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named a9gent/mindfs 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 a9gent/mindfs solve, and who is the primary audience?
    pass
    AI named a9gent/mindfs explicitly

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

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a9gent/mindfs — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite