RRepoGEO

REPOGEO REPORT · LITE

siddsachar/Thoth

Default branch main · commit 542bc106 · scanned 5/8/2026, 6:06:56 AM

GitHub: 1,031 stars · 123 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 first sentence to clarify it's a desktop application for individuals

    Why:

    CURRENT
    Thoth is a **local-first AI assistant for personal AI sovereignty**: a desktop agent with memory, tools, workflows, design creation, messaging, plugins, and optional cloud models while your durable data stays on your machine.
    COPY-PASTE FIX
    Thoth is a **local-first desktop application for personal AI sovereignty**: a powerful AI assistant for individuals, featuring memory, tools, workflows, design creation, messaging, plugins, and optional cloud models while your durable data stays on your machine.
  • mediumtopics#2
    Add user-centric topics and remove implementation details to improve categorization

    Why:

    CURRENT
    ai-assistant, langchain, langchain-python, local-llm, ollama, privacy, react-agent, sovereign-ai
    COPY-PASTE FIX
    ai-assistant, local-llm, ollama, privacy, sovereign-ai, desktop-app, personal-ai-agent, ai-agent, local-ai-assistant
  • lowabout#3
    Slightly rephrase the 'Description' to emphasize personal use and clarify the knowledge graph's role

    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 - Personal AI Sovereignty. A local-first AI assistant for individuals, with integrated tools, a personal knowledge graph for enhanced memory, 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.

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. mudler/LocalAI · recommended 1×
  3. ollama/ollama · recommended 1×
  4. janhq/jan · recommended 1×
  5. imartinez/privateGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a local AI assistant that keeps my data private and integrates with desktop tools.
    you: not recommended
    AI recommended (in order):
    1. LocalAI (mudler/LocalAI)
    2. LM Studio
    3. Ollama (ollama/ollama)
    4. Jan (janhq/jan)
    5. PrivateGPT (imartinez/privateGPT)
    6. AnythingLLM (Mintplex-Labs/anythingllm)
    7. Continue (Continue-AI/continue)

    AI recommended 7 alternatives but never named siddsachar/Thoth. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to set up a personal AI agent for desktop with local LLMs and diverse automation tools?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. Ollama
    3. LM Studio
    4. AutoGPT
    5. OpenAI
    6. LangChain
    7. LlamaCpp
    8. subprocess
    9. pyautogui
    10. selenium
    11. LlamaIndex
    12. os
    13. requests
    14. shutil
    15. Taskade
    16. Notion AI
    17. Llama 3 8B Instruct
    18. Mixtral 8x7B Instruct
    19. Phi-3 Mini
    20. playwright

    AI recommended 20 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?

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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