RRepoGEO

REPOGEO REPORT · LITE

guanyang/open-agent-hub

Default branch main · commit bff1b3ac · scanned 6/13/2026, 12:36:45 AM

GitHub: 894 stars · 163 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 guanyang/open-agent-hub, 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 README opening to differentiate from agent frameworks

    Why:

    CURRENT
    A lightweight, zero-dependency CLI tool to manage and activate capabilities for AI coding assistants (such as Claude Code, Cursor, Trae, etc.).
    COPY-PASTE FIX
    A lightweight, zero-dependency CLI tool to manage and activate capabilities for *existing* AI coding assistants (such as Claude Code, Cursor, Trae, etc.). Unlike agent *frameworks*, open-agent-hub focuses on enhancing your current AI workflows with modular Skills, Agents, and Commands.
  • mediumtopics#2
    Refine topics to emphasize CLI and assistant management

    Why:

    CURRENT
    agent, ai-agents, ai-skills, anthropic-skills, antigravity, antigravity-ai, antigravity-ide, claude-code, claude-code-plugin, context-engineering, cursor, full-stack, notebooklm, opencode, planning, skills, superpowers, ui-ux-design, workflows
    COPY-PASTE FIX
    agent, ai-agents, ai-skills, skills, context-engineering, planning, workflows, claude-code, cursor, cli-tool, ai-tooling, assistant-management, coding-assistant, prompt-management, workflow-automation
  • mediumabout#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Set the 'Homepage' field in the repository settings to a relevant URL (e.g., a project website, documentation, or a more detailed landing page).

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 guanyang/open-agent-hub
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. OpenAI Assistants API · recommended 1×
  4. Microsoft Semantic Kernel · recommended 1×
  5. Voiceflow · recommended 1×
  • CATEGORY QUERY
    How can I easily manage and activate custom skills for my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Assistants API
    2. LangChain
    3. LlamaIndex
    4. Microsoft Semantic Kernel
    5. Voiceflow
    6. Botpress
    7. Amazon API Gateway
    8. Azure API Management
    9. AWS Lambda
    10. Azure Functions
    11. Google Cloud Functions

    AI recommended 11 alternatives but never named guanyang/open-agent-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help integrate modular AI agent workflows into existing development environments?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Kubeflow
    4. Airflow
    5. Prefect
    6. MLflow
    7. Ray

    AI recommended 7 alternatives but never named guanyang/open-agent-hub. 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 guanyang/open-agent-hub?
    pass
    AI named guanyang/open-agent-hub explicitly

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

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

    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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