RRepoGEO

REPOGEO REPORT · LITE

openagents-org/openagents

Default branch develop · commit 4efd15b1 · scanned 5/13/2026, 2:27:07 PM

GitHub: 3,459 stars · 327 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 openagents-org/openagents, 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 to clarify its role as a collaborative agent OS

    Why:

    CURRENT
    OpenAgents Workspace — The Collaborative OS for Agents. One workspace where all your AI agents collaborate. Open source. No account required.
    COPY-PASTE FIX
    OpenAgents Workspace is the collaborative operating system for AI agents, providing a unified environment where your existing agents can connect, share context, and work together on complex tasks. Unlike agent-building frameworks, OpenAgents focuses on orchestrating and managing a network of diverse agents in a shared workspace, making it ideal for teams seeking seamless AI collaboration.
  • mediumtopics#2
    Add more specific topics to differentiate from agent-building frameworks

    Why:

    CURRENT
    agents, ai, collaboration, llm, network
    COPY-PASTE FIX
    agents, ai, collaboration, llm, network, agent-workspace, multi-agent-system, agent-orchestration, agent-platform
  • mediumreadme#3
    Add an explicit problem statement to the README before installation instructions

    Why:

    COPY-PASTE FIX
    Your AI agents are often siloed across different tools and machines, making true collaboration and unified management impossible. OpenAgents Workspace solves this by providing a single, open-source platform where all your agents can connect, share information, and work together seamlessly, transforming fragmented agent deployments into a cohesive, collaborative network.

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 openagents-org/openagents
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. Haystack · recommended 2×
  3. AutoGen · recommended 2×
  4. CrewAI · recommended 2×
  5. OpenAI Assistants API · recommended 2×
  • CATEGORY QUERY
    How can I create a shared workspace for multiple AI agents to collaborate effectively?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. OpenAI Assistants API
    7. BabyAGI
    8. SuperAGI

    AI recommended 8 alternatives but never named openagents-org/openagents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate a network of AI agents for complex, distributed tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. AutoGen
    4. CrewAI
    5. OpenAI Assistants API
    6. Rasa
    7. Apache Airflow

    AI recommended 7 alternatives but never named openagents-org/openagents. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 openagents-org/openagents?
    pass
    AI named openagents-org/openagents explicitly

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

  • If a team adopts openagents-org/openagents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openagents-org/openagents 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 openagents-org/openagents solve, and who is the primary audience?
    pass
    AI did not name openagents-org/openagents — likely talking about a different project

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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