RRepoGEO

REPOGEO REPORT · LITE

GoogleCloudPlatform/agent-starter-pack

Default branch main · commit 659f0477 · scanned 5/23/2026, 4:06:52 AM

GitHub: 6,428 stars · 1,476 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 GoogleCloudPlatform/agent-starter-pack, 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
  • highabout#1
    Update the repository description to reflect maintenance mode

    Why:

    CURRENT
    Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.
    COPY-PASTE FIX
    This repository is in maintenance mode. For active development of AI agents on Google Cloud, please use agents-cli.
  • highreadme#2
    Reposition the README H1 to immediately state maintenance mode and redirect

    Why:

    CURRENT
    # 🚀 Agent Starter Pack
    COPY-PASTE FIX
    # ⚠️ Agent Starter Pack (Maintenance Mode) — Use agents-cli for new projects
  • mediumtopics#3
    Add 'deprecated' and 'maintenance-mode' topics

    Why:

    CURRENT
    agents, gcp, gemini, genai-agents, generative-ai, llmops, mlops, observability
    COPY-PASTE FIX
    agents, gcp, gemini, genai-agents, generative-ai, llmops, mlops, observability, deprecated, maintenance-mode

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/agent-starter-pack
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
vercel/ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. vercel/ai · recommended 1×
  2. vercel/next.js · recommended 1×
  3. Vercel · recommended 1×
  4. Google Cloud Run · recommended 1×
  5. tiangolo/fastapi · recommended 1×
  • CATEGORY QUERY
    How to quickly deploy generative AI agents to a cloud platform?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. Next.js (vercel/next.js)
    3. Vercel
    4. Google Cloud Run
    5. FastAPI (tiangolo/fastapi)
    6. Hugging Face Spaces
    7. Hugging Face Transformers (huggingface/transformers)
    8. Hugging Face Diffusers (huggingface/diffusers)
    9. Gradio (gradio-app/gradio)
    10. Streamlit (streamlit/streamlit)
    11. AWS Lambda
    12. API Gateway
    13. Boto3 (boto/boto3)
    14. Amazon Bedrock
    15. AWS SAM (aws/aws-sam-cli)
    16. Serverless Framework (serverless/serverless)
    17. Render
    18. Azure Container Apps

    AI recommended 18 alternatives but never named GoogleCloudPlatform/agent-starter-pack. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution for CI/CD, evaluation, and observability for large language model agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Phoenix (Arize-AI/phoenix)
    3. Weights & Biases
    4. MLflow (mlflow/mlflow)
    5. OpenReplay (openreplay/openreplay)
    6. Deepchecks (deepchecks/deepchecks)

    AI recommended 6 alternatives but never named GoogleCloudPlatform/agent-starter-pack. 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 GoogleCloudPlatform/agent-starter-pack?
    pass
    AI named GoogleCloudPlatform/agent-starter-pack 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/agent-starter-pack in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GoogleCloudPlatform/agent-starter-pack 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/agent-starter-pack solve, and who is the primary audience?
    pass
    AI named GoogleCloudPlatform/agent-starter-pack 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/agent-starter-pack — 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