RRepoGEO

REPOGEO REPORT · LITE

jonwiggins/optio

Default branch main · commit 405bf705 · scanned 6/15/2026, 11:06:27 PM

GitHub: 981 stars · 110 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 jonwiggins/optio, 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 and opening sentence to emphasize unique niche

    Why:

    CURRENT
    # Optio

**Self-hosted AI engineering platform — your cluster, your agents, your code.**
    COPY-PASTE FIX
    # Optio: The Self-Hosted AI Engineering Platform for End-to-End Agent Orchestration

Optio empowers you to deploy and manage AI coding agent swarms on your own infrastructure, automating the entire development workflow from initial task to merged pull request. It's your cluster, your agents, your code.
  • hightopics#2
    Refine topics to be more specific to the platform's function

    Why:

    CURRENT
    agent, agents, ai, claude-code, copilot, gemini, kubernetes, opencode, orchestration
    COPY-PASTE FIX
    ai-agents, agent-orchestration, self-hosted, devops, github-automation, pull-requests, workflow-automation, kubernetes, llm-ops
  • mediumabout#3
    Enhance the 'About' description for clearer differentiation

    Why:

    CURRENT
    Workflow orchestration for AI coding agents swarms, from task to merged PR.
    COPY-PASTE FIX
    Self-hosted platform for end-to-end AI coding agent orchestration, automating development workflows from initial task creation to merged pull requests on your own infrastructure.

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 jonwiggins/optio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. GitHub Actions · recommended 1×
  3. OpenAI's GPT-4 · recommended 1×
  4. Anthropic's Claude · recommended 1×
  5. Google's Gemini · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate AI coding agents to automate development from issue to merged pull request?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Actions
    3. OpenAI's GPT-4
    4. Anthropic's Claude
    5. Google's Gemini
    6. ESLint
    7. Black
    8. SonarQube
    9. Bandit
    10. Snyk
    11. Dependabot
    12. openai Python library
    13. anthropic Python library
    14. Auto-GPT
    15. BabyAGI
    16. LangChain
    17. LlamaIndex
    18. CodiumAI
    19. Sweatpants.ai

    AI recommended 19 alternatives but never named jonwiggins/optio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source platforms exist for self-hosting and managing AI agent workflows on my own infrastructure?
    you: not recommended
    AI recommended (in order):
    1. Kubeflow
    2. MLflow
    3. Apache Airflow
    4. Prefect
    5. Argo Workflows
    6. Metaflow
    7. Cortex

    AI recommended 7 alternatives but never named jonwiggins/optio. 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 jonwiggins/optio?
    pass
    AI named jonwiggins/optio explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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