RRepoGEO

REPOGEO REPORT · LITE

agiresearch/OpenAGI

Default branch main · commit 26c119e5 · scanned 6/19/2026, 5:07:54 PM

GitHub: 2,267 stars · 209 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 agiresearch/OpenAGI, 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
    ai-agents, llm, artificial-general-intelligence, agi, agent-framework, domain-experts, multi-agent-systems, research-platform
  • highreadme#2
    Reposition README opening to clearly state core purpose

    Why:

    CURRENT
    # OpenAGI: Package for AI Agent Creation
    <a href='https://arxiv.org/abs/2304.04370'></a>
    [](https://github.com/agiresearch/OpenAGI/blob/main/LICENSE)
    <a href='https://discord.gg/B2HFxEgTJX'></a>
    
    ## ✈️ Getting Started
    OpenAGI is used as the agent creation package to build agents for AIOS.
    **Notice:** For building up agents in the AIOS, please migrate to the Cerebrum, which is our latest SDK to connect with AIOS kernel.
    COPY-PASTE FIX
    # OpenAGI: Package for AI Agent Creation
    
    OpenAGI is a modular and extensible framework designed to accelerate the development, evaluation, and comparison of diverse AI agents, especially where Large Language Models (LLMs) meet domain experts. It provides a unified platform for AGI research, enabling the integration and experimentation with various AI models, algorithms, and components.
    
    ## ✈️ Getting Started
    OpenAGI is used as the agent creation package. For building agents that connect with the AIOS kernel, please migrate to Cerebrum, our latest SDK.
  • mediumreadme#3
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Key Features
    
    *   **Modular Agent Creation:** Develop and customize AI agents with flexible execution logic and configurations.
    *   **External Tool Integration:** Seamlessly connect agents with external tools and services for enhanced capabilities.
    *   **LLM & Domain Expert Integration:** Designed to combine large language models with domain-specific expert systems.
    *   **AGI Research Platform:** Provides a unified environment for training, evaluating, and comparing diverse AI models and components towards Artificial General Intelligence.

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 agiresearch/OpenAGI
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. Microsoft Semantic Kernel · recommended 2×
  4. Haystack · recommended 2×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How to create custom AI agents that can interact with external tools and services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Assistants API
    6. AutoGPT
    7. CrewAI

    AI recommended 7 alternatives but never named agiresearch/OpenAGI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to combine large language models with domain-specific expert systems.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Functions/Tools
    6. Guidance

    AI recommended 6 alternatives but never named agiresearch/OpenAGI. 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 agiresearch/OpenAGI?
    pass
    AI named agiresearch/OpenAGI explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
agiresearch/OpenAGI — RepoGEO report