RRepoGEO

REPOGEO REPORT · LITE

matthiasn/lotti

Default branch main · commit 9f5066bd · scanned 6/18/2026, 10:11:45 AM

GitHub: 1,127 stars · 111 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 matthiasn/lotti, 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
    Add a clarifying sentence to the README's opening to prevent miscategorization

    Why:

    CURRENT
    A private, open‑source logbook with a local agentic layer that helps you get things done.
    COPY-PASTE FIX
    Lotti is a private, open-source logbook and personal AI assistant, *not* a Lottie animation library. It features a local agentic layer that helps you get things done.
  • mediumhomepage#2
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/matthiasn/lotti
  • mediumtopics#3
    Add more specific topics for personal knowledge management and note-taking

    Why:

    CURRENT
    agentic-ai, agentic-workflow, ai, android-app, flutter, health, ios, journal, journaling, linux-app, local-first, macos, matrix, privacy, speech-recognition, task-management, task-manager, time-tracker, windows
    COPY-PASTE FIX
    agentic-ai, agentic-workflow, ai, android-app, flutter, health, ios, journal, journaling, linux-app, local-first, macos, matrix, privacy, speech-recognition, task-management, task-manager, time-tracker, windows, personal-knowledge-management, pkm, note-taking, digital-journal

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 matthiasn/lotti
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. LM Studio · recommended 2×
  3. Ollama · recommended 2×
  4. Reflect Notes · recommended 1×
  5. LocalGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a private journaling app with local AI agents for task suggestions and summaries.
    you: not recommended
    AI recommended (in order):
    1. Reflect Notes
    2. Obsidian
    3. LocalGPT
    4. LM Studio
    5. Ollama
    6. Logseq
    7. Ollama
    8. LM Studio
    9. Joplin
    10. Standard Notes

    AI recommended 10 alternatives but never named matthiasn/lotti. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Cross-platform personal knowledge management tool with AI agents to help manage tasks and notes securely.
    you: not recommended
    AI recommended (in order):
    1. Mem.ai
    2. Notion
    3. Zapier
    4. Make.com
    5. OpenAI's GPT-4
    6. Obsidian
    7. Text Generator
    8. Smart Connections
    9. Tasks
    10. ClickUp
    11. Evernote

    AI recommended 11 alternatives but never named matthiasn/lotti. 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 matthiasn/lotti?
    pass
    AI named matthiasn/lotti explicitly

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

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