RRepoGEO

REPOGEO REPORT · LITE

amanaiproduct/personal-os

Default branch main · commit 34aa5918 · scanned 7/1/2026, 2:27:55 PM

GitHub: 529 stars · 100 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 amanaiproduct/personal-os, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    personal-productivity, ai-agent, task-management, local-ai, personal-organization, goal-setting, self-hosted
  • highreadme#2
    Reposition the README's opening statement to clarify its role as a system

    Why:

    CURRENT
    Your AI-powered task management system that keeps you focused on what matters.
    COPY-PASTE FIX
    PersonalOS is a self-hosted, AI-powered task management system designed to help individuals organize their thoughts, prioritize tasks, and achieve goals using local AI agents.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/amanaiproduct/personal-os

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 amanaiproduct/personal-os
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Llama 3 · recommended 1×
  3. Mistral · recommended 1×
  4. Ollama · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How can I use a local AI agent to automate task prioritization from a backlog?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Llama 3
    3. Mistral
    4. Ollama
    5. LM Studio
    6. Open-WebUI
    7. Hugging Face Transformers
    8. Haystack
    9. spaCy
    10. NLTK

    AI recommended 10 alternatives but never named amanaiproduct/personal-os. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage personal tasks and goals with AI-driven organization?
    you: not recommended
    AI recommended (in order):
    1. Motion
    2. Todoist
    3. Pleexy
    4. Zapier
    5. Akiflow
    6. ClickUp
    7. Mem.ai

    AI recommended 7 alternatives but never named amanaiproduct/personal-os. 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 amanaiproduct/personal-os?
    pass
    AI did not name amanaiproduct/personal-os — 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 amanaiproduct/personal-os in production, what risks or prerequisites should they evaluate first?
    pass
    AI named amanaiproduct/personal-os 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 amanaiproduct/personal-os solve, and who is the primary audience?
    pass
    AI named amanaiproduct/personal-os 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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