RRepoGEO

REPOGEO REPORT · LITE

paradigmxyz/centaur

Default branch main · commit 259a4520 · scanned 6/13/2026, 1:31:58 AM

GitHub: 757 stars · 130 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 paradigmxyz/centaur, 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 explicitly state its purpose as an AI agent platform for teams

    Why:

    CURRENT
    <h4 align="center">
    Shared AI agents for teams.
</h4>
    COPY-PASTE FIX
    <h1 align="center">Centaur: A Self-Hosted Platform for Secure, Collaborative AI Agents</h1>
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, agent-platform, self-hosted, collaboration, slack-integration, kubernetes, llm-agents, multi-agent-systems, secure-agents
  • mediumlicense#3
    Clarify the existing license(s) in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., "## License\nCentaur is licensed under [describe the license(s) found in the LICENSE file, e.g., a custom license or a combination of licenses]. Please refer to the `LICENSE` file for full details."

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 paradigmxyz/centaur
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS Lambda
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS Lambda · recommended 2×
  2. kubernetes/kubernetes · recommended 1×
  3. kubeflow/kubeflow · recommended 1×
  4. argoproj/argo-workflows · recommended 1×
  5. OpenShift · recommended 1×
  • CATEGORY QUERY
    How can I deploy secure, self-hosted AI agents for team collaboration with execution environments?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes (kubernetes/kubernetes)
    2. Kubeflow (kubeflow/kubeflow)
    3. Argo Workflows (argoproj/argo-workflows)
    4. OpenShift
    5. Open Data Hub (opendatahub-io/opendatahub-operator)
    6. Hugging Face TGI (huggingface/text-generation-inference)
    7. Python
    8. FastAPI (tiangolo/fastapi)
    9. Docker (moby/moby)
    10. RabbitMQ (rabbitmq/rabbitmq-server)
    11. Kafka (apache/kafka)
    12. MLflow (mlflow/mlflow)
    13. Conda (conda/conda)
    14. Apache Airflow (apache/airflow)
    15. cron
    16. LocalStack (localstack/localstack)
    17. AWS Step Functions
    18. AWS Lambda
    19. S3
    20. DynamoDB

    AI recommended 20 alternatives but never named paradigmxyz/centaur. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a platform to run shared AI agent workflows integrated with Slack.
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI
    3. Slack
    4. Make
    5. LangChain (langchain-ai/langchain)
    6. Slack API
    7. Botpress (botpress/botpress)
    8. Voiceflow
    9. Pipedream (PipedreamHQ/pipedream)
    10. AWS Lambda
    11. Google Cloud Functions

    AI recommended 11 alternatives but never named paradigmxyz/centaur. 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 paradigmxyz/centaur?
    pass
    AI named paradigmxyz/centaur explicitly

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

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

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

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paradigmxyz/centaur — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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