REPOGEO REPORT · LITE

siddsachar/Thoth

Default branch main · commit 1dd188b7 · scanned 5/7/2026, 3:41:46 PM

GitHub: 1,018 stars · 120 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 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

Add a clear 'What is Thoth?' section to the README

Why:

COPY-PASTE FIX

## What is Thoth?

Thoth is a **local-first desktop AI assistant** for personal AI sovereignty. It is *not* a command-line tool for flashcards or text processing. Thoth provides a comprehensive agent with memory, tools, workflows, and optional cloud models, ensuring your data remains on your machine.

highreadme#2

Add a 'Comparison to Alternatives' section in the README

Why:

COPY-PASTE FIX

## Comparison to Alternatives

Thoth differentiates itself from other local AI solutions by offering a complete desktop agent experience with integrated tools, a personal knowledge graph, and advanced capabilities like voice, vision, shell, and browser automation, rather than just being an LLM runner or a simple chat interface. While tools like LM Studio and Ollama excel at running local LLMs, Thoth builds on this by providing a full-fledged, privacy-focused AI assistant ecosystem. PrivateGPT and LocalAI offer local LLM capabilities, but Thoth extends this with a richer set of integrated tools and a focus on personal data sovereignty and comprehensive task automation.

mediumabout#3

Refine the 'About' description to emphasize 'desktop agent' and 'personal AI sovereignty'

Why:

CURRENT

Thoth - Personal AI Sovereignty. A local-first AI assistant with integrated tools, a personal knowledge graph, voice, vision, shell, browser automation, scheduled tasks, health tracking, and messaging channels. Run locally via Ollama or add opt-in cloud models. Your data stays on your machine.

COPY-PASTE FIX

Thoth is a **local-first desktop AI assistant** for personal AI sovereignty. It offers integrated tools, a personal knowledge graph, voice, vision, shell, browser automation, scheduled tasks, health tracking, and messaging channels. Run locally via Ollama or opt-in cloud models, with all your data staying on your machine.

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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

Of all named tools, what % are you?

Top rival

LM Studio

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LM Studio · recommended 2×
Ollama · recommended 2×
PrivateGPT · recommended 2×
LocalAI · recommended 2×
Jan · recommended 2×

CATEGORY QUERY
Looking for a privacy-focused local AI assistant that keeps all my data on my machine.
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama
3. PrivateGPT
4. LocalAI
5. GPT4All
6. Jan
AI recommended 6 alternatives but never named siddsachar/Thoth. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Need a desktop AI agent with local LLM support for task automation and integrated tools.
you: not recommended
AI recommended (in order):
1. PrivateGPT
2. LM Studio
3. Jan
4. Ollama
5. LocalAI
6. AnythingLLM
AI recommended 6 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.

Live 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>

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