RRepoGEO

REPOGEO REPORT · LITE

matthiasn/lotti

Default branch main · commit 18dca410 · scanned 5/8/2026, 6:31:19 PM

GitHub: 1,111 stars · 110 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 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 disambiguation note to the README's opening

    Why:

    CURRENT
    # Lotti

**A private, open‑source logbook with a local agentic layer that helps you get things done.**
    COPY-PASTE FIX
    # Lotti

*Note: This project, Lotti, is a personal logbook and agentic AI system, and is not related to Lottie animations.*

**A private, open‑source logbook with a local agentic layer that helps you get things done.**
  • mediumreadme#2
    Rephrase the README's opening paragraph to emphasize core features

    Why:

    CURRENT
    **A private, open‑source logbook with a local agentic layer that helps you get things done.**

Lotti is the system of record for the things you actually do — tasks, time recordings, voice notes, transcriptions, journal entries, habits, and health data — paired with an **agentic layer** of long‑living AI agents that observe, suggest, summarise, and nudge.
    COPY-PASTE FIX
    **Lotti is a private, open-source logbook designed for personal productivity and task management, featuring a local agentic AI layer.** It helps you get things done by observing your recorded tasks, time, notes, and health data, then providing intelligent suggestions and summaries directly on your device.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to your project's official website or a dedicated landing page in the repository settings.

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
Stoic
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Stoic · recommended 1×
  2. Day One · recommended 1×
  3. Reflectly · recommended 1×
  4. Journey · recommended 1×
  5. Grid Diary · recommended 1×
  • CATEGORY QUERY
    Looking for a private journaling app with AI suggestions for daily tasks and reflections.
    you: not recommended
    AI recommended (in order):
    1. Stoic
    2. Day One
    3. Reflectly
    4. Journey
    5. Grid Diary

    AI recommended 5 alternatives but never named matthiasn/lotti. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some local-first agentic AI tools for personal productivity and task management?
    you: not recommended
    AI recommended (in order):
    1. MemGPT (cpacker/MemGPT)
    2. Open Interpreter (KillianLucas/open-interpreter)
    3. LocalGPT (PromtEngineer/localGPT)
    4. LM Studio
    5. Ollama (ollama/ollama)
    6. Taskade
    7. Obsidian
    8. Smart Connections (scambier/obsidian-smart-connections)
    9. Text Generator (nhaouari/obsidian-text-generator)
    10. Linter (platers/obsidian-linter)
    11. Logseq (logseq/logseq)

    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 did not name matthiasn/lotti — 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?

Embed your GEO score

Drop this badge into the README of matthiasn/lotti. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/matthiasn/lotti.svg)](https://repogeo.com/en/r/matthiasn/lotti)
HTML
<a href="https://repogeo.com/en/r/matthiasn/lotti"><img src="https://repogeo.com/badge/matthiasn/lotti.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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