REPOGEO REPORT · LITE

emrgnt-cmplxty/automata

Default branch full-automata · commit 316386a2 · scanned 6/3/2026, 1:46:48 AM

GitHub: 677 stars · 110 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 emrgnt-cmplxty/automata, 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

Clarify README opening to prevent misinterpretation as cellular automata

Why:

CURRENT

Automata's objective is to evolve into a fully autonomous, self-programming Artificial Intelligence system. Automata is inspired by the theory that code is essentially a form of memory, and when furnished with the right tools, AI can evolve real-time capabilities which can potentially lead to the creation of AGI. The word automata comes from the Greek word αὐτόματος, denoting "self-acting, self-willed, self-moving,", and Automata theory is the study of abstract machines and automata, as well as the computational problems that can be solved using them.

COPY-PASTE FIX

Automata's objective is to evolve into a fully autonomous, self-programming Artificial Intelligence system. This project focuses on building an advanced AI capable of self-modification and autonomous operation, distinct from traditional automata theory or cellular automata. Automata is inspired by the theory that code is essentially a form of memory, and when furnished with the right tools, AI can evolve real-time capabilities which can potentially lead to the creation of AGI. The word automata comes from the Greek word αὐτόματος, denoting "self-acting, self-willed, self-moving,".

mediumhomepage#2
Add the ReadTheDocs URL to the repository homepage
Why:
COPY-PASTE FIX
```
https://automata.readthedocs.io/en/latest/
```

mediumtopics#3

Add more specific topics related to autonomous AI agents and frameworks

Why:

CURRENT

agi, ai, autonomous-agents, autonomous-systems, gpt, gpt-4, llm, openai

COPY-PASTE FIX

agi, ai, autonomous-agents, autonomous-systems, gpt, gpt-4, llm, openai, autogpt-alternative, babyagi-alternative, agent-framework, self-modifying-code, code-generation-ai

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 emrgnt-cmplxty/automata

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AutoGPT

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

AutoGPT · recommended 2×
LangChain · recommended 2×
LlamaIndex · recommended 2×
BabyAGI · recommended 1×
Open Interpreter · recommended 1×

CATEGORY QUERY
Looking for a framework to build autonomous AI agents that can generate their own code.
you: not recommended
AI recommended (in order):
1. AutoGPT
2. BabyAGI
3. LangChain
4. LlamaIndex
5. Open Interpreter
6. CrewAI
AI recommended 6 alternatives but never named emrgnt-cmplxty/automata. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tools for building AGI systems that self-program using advanced large language models.
you: not recommended
AI recommended (in order):
1. AutoGPT
2. LangChain
3. LlamaIndex
4. OpenAI API
5. Hugging Face Transformers
6. Accelerate
7. DeepMind AlphaCode
8. VS Code
9. GitHub Copilot
AI recommended 9 alternatives but never named emrgnt-cmplxty/automata. 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 emrgnt-cmplxty/automata?
pass
AI named emrgnt-cmplxty/automata explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts emrgnt-cmplxty/automata in production, what risks or prerequisites should they evaluate first?
pass
AI named emrgnt-cmplxty/automata 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 emrgnt-cmplxty/automata solve, and who is the primary audience?
pass
AI named emrgnt-cmplxty/automata 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 emrgnt-cmplxty/automata. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/emrgnt-cmplxty/automata"><img src="https://repogeo.com/badge/emrgnt-cmplxty/automata.svg" alt="RepoGEO" /></a>

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emrgnt-cmplxty/automata — 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