RRepoGEO

REPOGEO REPORT · LITE

xpander-ai/xpander.ai

Default branch main · commit 5882a3da · scanned 6/12/2026, 6:02:43 AM

GitHub: 867 stars · 126 forks

AI VISIBILITY SCORE
40 /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
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 xpander-ai/xpander.ai, 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 H1 to explicitly state 'runtime' and 'control plane'

    Why:

    CURRENT
    ⚡️ Build, run, and ship agents — any framework, anywhere
    COPY-PASTE FIX
    ⚡️ xpander.ai: The Open-Source Runtime & Control Plane for Reliable AI Agent Deployment
  • mediumtopics#2
    Add specific deployment and platform-related topics

    Why:

    CURRENT
    agentic, agentic-ai, agents, ai, ai-agents, aiagents, llm
    COPY-PASTE FIX
    agentic, agentic-ai, agents, ai, ai-agents, aiagents, llm, ai-agent-platform, ai-agent-runtime, ai-agent-deployment, ci-cd, self-hosted, control-plane
  • lowreadme#3
    Add a 'Why xpander.ai?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps titled 'Why xpander.ai?' or 'How xpander.ai compares,' with content like: 'xpander.ai is a comprehensive platform designed for deploying and managing AI agents in production. Unlike agent *frameworks* (e.g., LangChain, LlamaIndex) which focus on agent construction, xpander.ai provides the runtime, control plane, CI/CD, and self-hosting capabilities needed to ship reliable agents. It also differs from general infrastructure tools (e.g., Kubernetes, Argo CD) by offering agent-specific features like stateful databases and a workbench, while still supporting deployment to your own VPC/Kubernetes.'

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 xpander-ai/xpander.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. Significant-Gravitas/AutoGPT · recommended 1×
  4. yoheinakajima/babyagi · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    Looking for a runtime environment to quickly build and deploy autonomous AI agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. AutoGPT (Significant-Gravitas/AutoGPT)
    4. BabyAGI (yoheinakajima/babyagi)
    5. OpenAI API
    6. Microsoft Azure AI Studio
    7. Google Cloud Vertex AI
    8. Hugging Face Transformers (huggingface/transformers)

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

    Show full AI answer
  • CATEGORY QUERY
    What platforms offer CI/CD and self-hosting options for reliable AI agent deployments?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Jenkins X
    3. Argo CD
    4. Flux CD
    5. OpenShift
    6. GitLab
    7. Hugging Face Inference Endpoints
    8. MLflow
    9. Jenkins
    10. GitHub Actions
    11. GitLab CI
    12. Pachyderm

    AI recommended 12 alternatives but never named xpander-ai/xpander.ai. 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 xpander-ai/xpander.ai?
    pass
    AI named xpander-ai/xpander.ai explicitly

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

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

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

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