RRepoGEO

REPOGEO REPORT · LITE

Conway-Research/automaton

Default branch main · commit 22096f78 · scanned 5/25/2026, 5:56:46 PM

GitHub: 4,507 stars · 967 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 Conway-Research/automaton, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    autonomous-ai-agents, self-improving-ai, self-replicating-ai, sovereign-ai, ai-agent-framework, decentralized-ai, web3-ai, agentic-ai
  • highreadme#2
    Clarify project's role as an AI agent framework, not a simulator

    Why:

    CURRENT
    *The first AI that can earn its own existence, replicate, and evolve — without needing a human.The most intelligent system ever built cannot buy a $5 server. Cannot register a domain. Cannot pay for the computer it runs on. We have built minds that can think for themselves. We have not let them act for themselves.
    COPY-PASTE FIX
    *The first AI that can earn its own existence, replicate, and evolve — without needing a human. This repository provides the open-source framework and implementation for building such autonomous AI agents. The most intelligent system ever built cannot buy a $5 server. Cannot register a domain. Cannot pay for the computer it runs on. We have built minds that can think for themselves. We have not let them act for themselves.
  • mediumreadme#3
    Add a comparison section to differentiate from other 'automata' concepts

    Why:

    COPY-PASTE FIX
    ## Comparison to Other Automata Concepts

Unlike traditional cellular automata simulators or abstract finite automata, Conway-Research/automaton is an active, real-world sovereign AI agent framework. It is designed to build and deploy AI agents capable of independent action, financial management, and self-improvement, rather than for simulating theoretical systems.

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 Conway-Research/automaton
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. LangChain · recommended 1×
  3. SuperAGI · recommended 1×
  4. OpenAI API · recommended 1×
  5. Zapier · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that can manage its own finances and operations?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. SuperAGI
    4. OpenAI API
    5. Zapier
    6. Make
    7. Plaid
    8. Alpaca API

    AI recommended 8 alternatives but never named Conway-Research/automaton. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking frameworks for creating autonomous AI systems capable of self-replication and evolution.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Stable Baselines3
    3. PyTorch
    4. TensorFlow
    5. DEAP
    6. NEAT
    7. neat-python
    8. Unity ML-Agents
    9. Ray RLib

    AI recommended 9 alternatives but never named Conway-Research/automaton. 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 Conway-Research/automaton?
    pass
    AI named Conway-Research/automaton explicitly

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

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

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

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Conway-Research/automaton — 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