RRepoGEO

REPOGEO REPORT · LITE

siddsachar/Thoth

Default branch main · commit 6d0a28a3 · scanned 6/17/2026, 10:16:29 AM

GitHub: 1,279 stars · 154 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 siddsachar/Thoth, 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 the README's opening to clearly state it's a desktop AI assistant

    Why:

    CURRENT
    <h1 align="center">Row-Bot</h1>

<p align="center"><sub>(formerly Thoth)</sub></p>

<p align="center">
   <a href="https://github.com/siddsachar/row-bot/releases"></a>
   <a href="https://github.com/siddsachar/row-bot/actions/workflows/ci.yml"></a>
   <a href="LICENSE"></a>
   
</p>

Row-Bot is a local-first desktop AI assistant for doing real work with models,
memory, and tools. Its name is the operating model: **Reason** through messy
context, **Orchestrate** tools and model providers, and **Work** inside the
files, repos, workflows, and channels you choose.
    COPY-PASTE FIX
    <h1 align="center">Row-Bot: Your Local-First Desktop AI Assistant</h1>

<p align="center"><sub>(formerly Thoth)</sub></p>

<p align="center">
   <a href="https://github.com/siddsachar/row-bot/releases"></a>
   <a href="https://github.com/siddsachar/row-bot/actions/workflows/ci.yml"></a>
   <a href="LICENSE"></a>
   
</p>

Row-Bot (formerly Thoth) is a local-first desktop AI assistant for doing real work with models,
memory, and tools. Its name is the operating model: **Reason** through messy
context, **Orchestrate** tools and model providers, and **Work** inside the
files, repos, workflows, and channels you choose.
  • mediumtopics#2
    Add specific topics for 'desktop app' and 'personal AI agent'

    Why:

    CURRENT
    ai-assistant, langchain, langchain-python, local-llm, ollama, privacy, react-agent, sovereign-ai
    COPY-PASTE FIX
    ai-assistant, langchain, langchain-python, local-llm, ollama, privacy, react-agent, sovereign-ai, desktop-app, ai-agent, personal-ai, task-automation
  • lowreadme#3
    Integrate the 'formerly Thoth' clarification directly into the first sentence of the README

    Why:

    CURRENT
    Row-Bot is a local-first desktop AI assistant for doing real work with models,
memory, and tools. Its name is the operating model: **Reason** through messy
context, **Orchestrate** tools and model providers, and **Work** inside the
files, repos, workflows, and channels you choose.
    COPY-PASTE FIX
    Row-Bot (formerly Thoth) is a local-first desktop AI assistant for doing real work with models,
memory, and tools. Its name is the operating model: **Reason** through messy
context, **Orchestrate** tools and model providers, and **Work** inside the
files, repos, workflows, and channels you choose.

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 siddsachar/Thoth
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Ollama · recommended 2×
  3. Jan · recommended 1×
  4. LocalAI · recommended 1×
  5. PrivateGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a desktop AI assistant that prioritizes privacy and runs models locally.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. LocalAI
    5. PrivateGPT

    AI recommended 5 alternatives but never named siddsachar/Thoth. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a personal AI agent with local LLMs for task automation and multi-modal interactions?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Ollama
    4. LM Studio
    5. FastAPI
    6. Gradio
    7. Streamlit
    8. Hugging Face Transformers
    9. Stable Diffusion
    10. Whisper
    11. Coqui TTS

    AI recommended 11 alternatives but never named siddsachar/Thoth. 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 siddsachar/Thoth?
    pass
    AI named siddsachar/Thoth explicitly

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

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

    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 siddsachar/Thoth. 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/siddsachar/Thoth.svg)](https://repogeo.com/en/r/siddsachar/Thoth)
HTML
<a href="https://repogeo.com/en/r/siddsachar/Thoth"><img src="https://repogeo.com/badge/siddsachar/Thoth.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

siddsachar/Thoth — 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