RRepoGEO

REPOGEO REPORT · LITE

mindsdb/anton

Default branch main · commit a163a70b · scanned 6/2/2026, 1:41:48 AM

GitHub: 680 stars · 113 forks

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 mindsdb/anton, 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 sentence to clarify its core purpose and category

    Why:

    CURRENT
    Anton is a self-improving AI agent you can hand off any task to; Create and send reports, clear your inbox, send emails, manage your calendar, CRM, book flights, etc. An open, powerful alternative to Claude-Cowork that you can run anywhere and use with any model you want — OpenAI, Anthropic, OpenRouter (200+ models), NVIDIA Nemotron, z.ai/GLM, Kimi/Moonshot, MiniMax, or your own endpoint.
    COPY-PASTE FIX
    Anton is an open-source, self-improving AI agent for task automation and workflow management, designed as a powerful alternative to commercial AI assistants like Claude-Cowork. You can hand off any task to Anton, from managing your inbox and calendar to creating reports and booking flights, running it anywhere with your choice of LLM (OpenAI, Anthropic, OpenRouter, NVIDIA Nemotron, etc.).
  • mediumtopics#2
    Expand topics to include broader task automation and AI assistant terms

    Why:

    CURRENT
    agi, ai, ai-agents, claude-cow, clawdbot, code-generation, coworker, hermes-agent, jupyter-notebook, moltbot, openclaw
    COPY-PASTE FIX
    agi, ai, ai-agents, claude-cow, clawdbot, code-generation, coworker, hermes-agent, jupyter-notebook, moltbot, openclaw, task-automation, workflow-automation, personal-ai-assistant, ai-copilot
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://deepwiki.com/mindsdb/anton

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 mindsdb/anton
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. BabyAGI · recommended 1×
  3. CrewAI · recommended 1×
  4. LangChain Agents · recommended 1×
  5. SuperAGI · recommended 1×
  • CATEGORY QUERY
    How can I automate daily tasks using an open-source, self-improving AI agent?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. CrewAI
    4. LangChain Agents
    5. SuperAGI
    6. Open Interpreter
    7. AutoGen

    AI recommended 7 alternatives but never named mindsdb/anton. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source alternatives to commercial AI assistants for task management and workflow automation?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Node-RED (node-red/node-red)
    3. n8n (n8n-io/n8n)
    4. Huginn (huginn/huginn)
    5. Taskwarrior (Taskwarrior/taskwarrior)
    6. spaCy (explosion/spaCy)

    AI recommended 6 alternatives but never named mindsdb/anton. 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 mindsdb/anton?
    pass
    AI named mindsdb/anton explicitly

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

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

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

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