RRepoGEO

REPOGEO REPORT · LITE

muellerberndt/mini-agi

Default branch main · commit d2add8f1 · scanned 5/29/2026, 7:37:58 PM

GitHub: 2,904 stars · 312 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 muellerberndt/mini-agi, 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 paragraph to clarify its role as a library/framework

    Why:

    CURRENT
    MiniAGI is a simple autonomous agent compatible with GPT-3.5-Turbo and GPT-4. It combines a robust prompt with a minimal set of tools, chain-of-thoughts, and short-term memory with summarization. It is also capable of inner monologue and self-criticism.
    COPY-PASTE FIX
    MiniAGI is a minimalist Python library for building autonomous AI agents, compatible with GPT-3.5-Turbo and GPT-4. It provides a hackable foundation for agents featuring robust prompts, minimal tools, chain-of-thoughts, short-term memory with summarization, inner monologue, and self-criticism.
  • mediumabout#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant homepage URL to the repository's 'About' section. This could be a project website, documentation, or a more detailed overview.
  • mediumtopics#3
    Expand repository topics to include more specific keywords

    Why:

    CURRENT
    agent, agi, artificial-intelligence, gpt-3, gpt-4
    COPY-PASTE FIX
    agent, agi, artificial-intelligence, gpt-3, gpt-4, python-library, ai-framework, autonomous-agents, self-criticism, short-term-memory

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 muellerberndt/mini-agi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. CrewAI · recommended 1×
  4. AutoGen · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    What are some simple Python libraries for building autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. LangChain
    3. AutoGen
    4. LlamaIndex
    5. Haystack

    AI recommended 5 alternatives but never named muellerberndt/mini-agi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to implement self-criticism and short-term memory in an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. ConversationBufferMemory
    3. ConversationSummaryBufferMemory
    4. ConversationTokenBufferMemory
    5. ConversationKGMemory
    6. LlamaIndex
    7. Pinecone
    8. Chroma
    9. Weaviate
    10. OpenAI Function Calling
    11. Hugging Face Transformers
    12. Microsoft Guidance
    13. Auto-GPT
    14. BabyAGI
    15. PostgreSQL
    16. pgvector
    17. Redis
    18. Milvus

    AI recommended 18 alternatives but never named muellerberndt/mini-agi. 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 muellerberndt/mini-agi?
    pass
    AI named muellerberndt/mini-agi explicitly

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

  • If a team adopts muellerberndt/mini-agi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named muellerberndt/mini-agi 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 muellerberndt/mini-agi solve, and who is the primary audience?
    pass
    AI named muellerberndt/mini-agi 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 muellerberndt/mini-agi. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/muellerberndt/mini-agi.svg)](https://repogeo.com/en/r/muellerberndt/mini-agi)
HTML
<a href="https://repogeo.com/en/r/muellerberndt/mini-agi"><img src="https://repogeo.com/badge/muellerberndt/mini-agi.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

muellerberndt/mini-agi — 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