RRepoGEO

REPOGEO REPORT · LITE

infinilabs/coco-app

Default branch main · commit e8e0d7e4 · scanned 6/4/2026, 3:21:49 AM

GitHub: 707 stars · 68 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 infinilabs/coco-app, 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 the project's unique identity and purpose in the README's opening

    Why:

    CURRENT
    Coco AI is a unified search platform that connects all your enterprise applications and data—Google Workspace, Dropbox, Confluent Wiki, GitHub, and more—into a single, powerful search interface. This repository contains the **Coco App**, built for both **desktop and mobile**.
    COPY-PASTE FIX
    The **Infinilabs Coco AI App** is a unified search platform designed to connect all your enterprise applications and data—Google Workspace, Dropbox, Confluent Wiki, GitHub, and more—into a single, powerful search interface. This repository contains the official **Coco App**, built for both **desktop and mobile**, enabling users to search and interact with their enterprise data across platforms.
  • mediumtopics#2
    Expand topics to include broader enterprise AI and knowledge management terms

    Why:

    CURRENT
    ai-search, ai-search-engine, assistant, cmd-k, deepseek, desktop-search, document-search, enterprise-search, image-search, launcher, lightweight, raycast, searchbox, spotlight, tauri-app, unified-search, video-search, workspace-search
    COPY-PASTE FIX
    ai-search, ai-search-engine, assistant, cmd-k, deepseek, desktop-search, document-search, enterprise-search, image-search, launcher, lightweight, raycast, searchbox, spotlight, tauri-app, unified-search, video-search, workspace-search, knowledge-management, internal-search, enterprise-ai, ai-copilot, workplace-intelligence
  • lowreadme#3
    Add a 'Comparison' or 'Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives

Coco AI stands out from traditional enterprise search solutions and AI assistants by offering a unified platform that integrates seamlessly across desktop and mobile, providing a Gen-AI Chat tailored to your team's internal knowledge. Unlike generic search tools, Coco AI focuses on connecting all your enterprise applications and data sources into a single, intelligent interface, enhancing collaboration and information accessibility with AI-driven insights. [Consider adding specific comparisons to tools like Coveo, Elastic Enterprise Search, or Microsoft Search here, highlighting key differentiators.]

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 infinilabs/coco-app
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coveo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Coveo · recommended 1×
  2. Elastic Enterprise Search · recommended 1×
  3. Lucidworks Fusion · recommended 1×
  4. Microsoft Search · recommended 1×
  5. Google Cloud Search · recommended 1×
  • CATEGORY QUERY
    Need a tool to unify search across all enterprise applications and internal documents with AI assistance.
    you: not recommended
    AI recommended (in order):
    1. Coveo
    2. Elastic Enterprise Search
    3. Lucidworks Fusion
    4. Microsoft Search
    5. Google Cloud Search
    6. Attivio

    AI recommended 6 alternatives but never named infinilabs/coco-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good desktop AI assistant for quickly finding information and collaborating across my workspace?
    you: not recommended
    AI recommended (in order):
    1. Copilot for Microsoft 365
    2. Raycast AI
    3. Mem
    4. Notion AI
    5. Text Blaze
    6. SaneBox
    7. Obsidian

    AI recommended 7 alternatives but never named infinilabs/coco-app. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 infinilabs/coco-app?
    pass
    AI named infinilabs/coco-app explicitly

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

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

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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