RRepoGEO

REPOGEO REPORT · LITE

SterlingChin/marvin-template

Default branch main · commit dfa60675 · scanned 5/31/2026, 5:38:05 PM

GitHub: 993 stars · 172 forks

AI VISIBILITY SCORE
28 /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
2 / 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 SterlingChin/marvin-template, 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 README's opening to clarify MARVIN is a ready-to-deploy AI assistant

    Why:

    CURRENT
    An AI assistant that remembers your conversations, tracks your goals, and helps you stay organized. Like having a personal chief of staff who never forgets anything.
    COPY-PASTE FIX
    This repository provides MARVIN, a ready-to-deploy AI assistant that remembers your conversations, tracks your goals, and helps you stay organized. Think of it as your personal chief of staff who never forgets anything.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, productivity, personal-ai, goal-tracking, llm, marvin-ai, claude-code, copilot-cli
  • mediumreadme#3
    Reorder README sections to prioritize AI assistant features over setup instructions

    Why:

    CURRENT
    The "Quick Start with Claude Code" and "Getting Started with GitHub Copilot CLI" sections immediately follow "Why MARVIN?".
    COPY-PASTE FIX
    Move the "Quick Start with Claude Code" and "Getting Started with GitHub Copilot CLI" sections further down the README, placing them after a more prominent section detailing MARVIN's core features or use cases (e.g., after the 'Thought partner' bullet point or a new 'MARVIN in Action' section).

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 SterlingChin/marvin-template
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Notion AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Notion AI · recommended 2×
  2. Motion · recommended 1×
  3. ClickUp · recommended 1×
  4. Todoist · recommended 1×
  5. Zapier · recommended 1×
  • CATEGORY QUERY
    What AI assistant can help manage appointments, track goals, and integrate with productivity apps?
    you: not recommended
    AI recommended (in order):
    1. Motion
    2. ClickUp
    3. Todoist
    4. Zapier
    5. IFTTT
    6. Reclaim.ai
    7. Notion AI

    AI recommended 7 alternatives but never named SterlingChin/marvin-template. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an extensible AI chief of staff to remember conversations and provide thought partnership.
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Notion AI
    4. Rewind AI
    5. Personal AI
    6. Evernote

    AI recommended 6 alternatives but never named SterlingChin/marvin-template. 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 SterlingChin/marvin-template?
    pass
    AI did not name SterlingChin/marvin-template — likely talking about a different project

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

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

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

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SterlingChin/marvin-template — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite