RRepoGEO

REPOGEO REPORT · LITE

openops-cloud/openops

Default branch main · commit f15c0baf · scanned 6/28/2026, 8:06:31 PM

GitHub: 1,039 stars · 175 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
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 openops-cloud/openops, 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's opening statement to emphasize open-source, self-hosted FinOps

    Why:

    CURRENT
    OpenOps is a **No-Code FinOps automation platform** that helps organizations reduce cloud costs and streamline financial operations.
    COPY-PASTE FIX
    OpenOps is the **open-source, self-hosted, No-Code FinOps automation platform** that helps organizations reduce cloud costs and streamline financial operations.
  • mediumlicense#2
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License
OpenOps is licensed under the Apache 2.0 License. See the [LICENSE file](LICENSE) for full details.
  • mediumtopics#3
    Add more specific FinOps-related topics

    Why:

    CURRENT
    ai-agent, ai-agents, cloud-governance, cloud-optimization, enterprise-automation, finops, finops-automation, low-code, mcp-server, mcp-servers, mcp-tools, no-code, openops, self-hosted, workflow-automation, workflow-engine
    COPY-PASTE FIX
    ai-agent, ai-agents, cloud-governance, cloud-optimization, enterprise-automation, finops, finops-automation, low-code, mcp-server, mcp-servers, mcp-tools, no-code, openops, self-hosted, workflow-automation, workflow-engine, cloud-cost-management, cost-management, cloud-financial-management

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 openops-cloud/openops
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apptio Cloudability
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apptio Cloudability · recommended 1×
  2. CloudHealth by VMware · recommended 1×
  3. Harness Cloud Cost Management (CCM) · recommended 1×
  4. Flexera One · recommended 1×
  5. Spot by NetApp · recommended 1×
  • CATEGORY QUERY
    How can I automate cloud cost management and optimize financial operations with a no-code platform?
    you: not recommended
    AI recommended (in order):
    1. Apptio Cloudability
    2. CloudHealth by VMware
    3. Harness Cloud Cost Management (CCM)
    4. Flexera One
    5. Spot by NetApp
    6. CloudZero

    AI recommended 6 alternatives but never named openops-cloud/openops. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What self-hosted AI tools exist for enterprise cloud governance and workflow automation?
    you: not recommended
    AI recommended (in order):
    1. OpenStack
    2. OpenStack Sahara
    3. OpenStack Mistral
    4. OpenStack Heat
    5. Kubernetes (kubernetes/kubernetes)
    6. Kubeflow (kubeflow/kubeflow)
    7. Argo Workflows (argoproj/argo-workflows)
    8. Open Policy Agent (OPA) (open-policy-agent/opa)
    9. Apache Airflow (apache/airflow)
    10. MLflow (mlflow/mlflow)
    11. Great Expectations (great-expectations/great_expectations)
    12. Red Hat OpenShift
    13. OpenShift AI
    14. Red Hat Advanced Cluster Management for Kubernetes (ACM)
    15. HashiCorp Boundary (hashicorp/boundary)
    16. HashiCorp Vault (hashicorp/vault)
    17. HashiCorp Consul (hashicorp/consul)
    18. HashiCorp Terraform (hashicorp/terraform)

    AI recommended 18 alternatives but never named openops-cloud/openops. 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 openops-cloud/openops?
    pass
    AI named openops-cloud/openops explicitly

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

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

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

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