RRepoGEO

REPOGEO REPORT · LITE

googlecolab/colab-mcp

Default branch main · commit b9ab3899 · scanned 6/10/2026, 11:36:50 PM

GitHub: 668 stars · 127 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 googlecolab/colab-mcp, 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 for discoverability

    Why:

    COPY-PASTE FIX
    colab, google-colab, mcp, multi-client-protocol, ai-coding-assistant, remote-development, cloud-notebook, generative-ai-tools
  • highreadme#2
    Clarify the README's opening sentence to emphasize AI assistant integration

    Why:

    CURRENT
    An MCP server for bridging your local agent to a Colab session in the browser.
    COPY-PASTE FIX
    An MCP server designed to bridge local AI coding assistants and other development tools to a Google Colab session, enabling seamless interaction with cloud-based notebooks.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://research.google.com/colaboratory/

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 googlecolab/colab-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VS Code Remote Development
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. VS Code Remote Development · recommended 2×
  2. JupyterLab · recommended 1×
  3. Google Colaboratory (Colab) · recommended 1×
  4. Amazon SageMaker Studio · recommended 1×
  5. Databricks · recommended 1×
  • CATEGORY QUERY
    How to connect my local AI coding assistant to a cloud-based notebook environment?
    you: not recommended
    AI recommended (in order):
    1. VS Code Remote Development
    2. JupyterLab
    3. Google Colaboratory (Colab)
    4. Amazon SageMaker Studio
    5. Databricks
    6. GitHub Codespaces

    AI recommended 6 alternatives but never named googlecolab/colab-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a server to bridge local development tools with a remote execution environment.
    you: not recommended
    AI recommended (in order):
    1. VS Code Remote Development
    2. JetBrains Gateway
    3. Mosh (mobile-shell/mosh)
    4. SSHFS (libfuse/sshfs)
    5. NFS
    6. SMB
    7. Telepresence (telepresenceio/telepresence)
    8. rsync (WayneD/rsync)

    AI recommended 8 alternatives but never named googlecolab/colab-mcp. 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 googlecolab/colab-mcp?
    pass
    AI named googlecolab/colab-mcp explicitly

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

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

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

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googlecolab/colab-mcp — 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