RRepoGEO

REPOGEO REPORT · LITE

GoogleCloudPlatform/scion

Default branch main · commit c4e9e4f5 · scanned 5/10/2026, 11:32:34 PM

GitHub: 1,495 stars · 206 forks

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

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 specify category

    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 designed to manage "deep agents" running in containers. It allows you to run multiple agents in parallel — each in its own container, with its own workspace, collaborating on your code or project files simultaneously.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    multi-agent, ai-agents, orchestration, containerization, testbed, deep-learning, llm, generative-ai
  • mediumabout#3
    Add a concise description to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    An experimental multi-agent orchestration testbed for running "deep agents" in isolated, concurrent containers with their own workspaces.

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
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. AutoGen · recommended 1×
  3. CrewAI · recommended 1×
  4. GPTPilot · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI agents to work on a single codebase concurrently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. GPTPilot
    5. BabyAGI
    6. SuperAGI
    7. RabbitMQ
    8. Apache Kafka
    9. Celery
    10. Apache Airflow
    11. Temporal

    AI recommended 11 alternatives but never named GoogleCloudPlatform/scion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps prototype multi-agent systems with isolated, containerized workspaces?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. Anylogic
    3. GAMA Platform
    4. Ray
    5. Akka
    6. OpenSpiel

    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?

Embed your GEO score

Drop this badge into the README of GoogleCloudPlatform/scion. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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