RRepoGEO

REPOGEO REPORT · LITE

GoogleCloudPlatform/scion

Default branch main · commit 1761f4cf · scanned 6/21/2026, 1:12:19 AM

GitHub: 1,606 stars · 242 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 GoogleCloudPlatform/scion, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 to clarify project identity and avoid SCION internet architecture confusion

    Why:

    CURRENT
    # Scion

Run multiple agents in parallel — each in its own container, with its own workspace, collaborating on your code or project files simultaneously.
    COPY-PASTE FIX
    # Scion: Multi-Agent Orchestration Testbed

Scion is an experimental multi-agent orchestration testbed for AI agents, designed to manage "deep agents" running in containers. It allows multiple AI agents to run in parallel...
  • highabout#2
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    An experimental multi-agent orchestration testbed for AI agents, enabling them to run in isolated containers with their own workspaces and collaborate on projects.

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 GoogleCloudPlatform/scion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Docker Compose · recommended 1×
  3. OpenShift · recommended 1×
  4. AWS Step Functions · recommended 1×
  5. Azure Logic Apps · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI agents to collaboratively work on a software project with isolated environments?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Docker Compose
    3. OpenShift
    4. AWS Step Functions
    5. Azure Logic Apps
    6. Azure Durable Functions
    7. Prefect
    8. Apache Airflow
    9. LangChain
    10. AutoGen

    AI recommended 10 alternatives but never named GoogleCloudPlatform/scion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage and experiment with concurrent deep learning agents in containerized, independent workspaces?
    you: not recommended
    AI recommended (in order):
    1. Kubeflow (kubeflow/kubeflow)
    2. MLflow (mlflow/mlflow)
    3. Ray (ray-project/ray)
    4. Metaflow (Netflix/metaflow)
    5. Pachyderm (pachyderm/pachyderm)
    6. Weights & Biases (wandb/wandb)

    AI recommended 6 alternatives but never named GoogleCloudPlatform/scion. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 GoogleCloudPlatform/scion?
    pass
    AI named GoogleCloudPlatform/scion explicitly

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

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

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

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GoogleCloudPlatform/scion — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite