RRepoGEO

REPOGEO REPORT · LITE

google/agents-cli

Default branch main · commit c8a2341d · scanned 5/23/2026, 12:22:14 AM

GitHub: 2,531 stars · 290 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 google/agents-cli, 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 H1 subtitle to emphasize coding assistant integration

    Why:

    CURRENT
    <p>The CLI and skills for building agents on Gemini Enterprise Agent Platform.</p>
    COPY-PASTE FIX
    <p>The CLI and skills that empower coding assistants to build, evaluate, and deploy AI agents on Google Cloud.</p>
  • mediumtopics#2
    Add more specific topics to clarify CLI and coding assistant role

    Why:

    CURRENT
    adk, agent-development-kit, agents, coding-agent, gemini, gemini-enterprise-agent-platform, generative-ai, google-cloud
    COPY-PASTE FIX
    adk, agent-development-kit, agents, coding-agent, gemini, gemini-enterprise-agent-platform, generative-ai, google-cloud, ai-agent-cli, coding-assistant-tool, agent-orchestration-cli
  • lowreadme#3
    Add a 'Who is this for?' section to the README for explicit differentiation

    Why:

    COPY-PASTE FIX
    ## Who is this for?

`agents-cli` is specifically designed for developers who use coding assistants (such as Gemini CLI, Claude Code, or Codex) and want to streamline the creation, evaluation, and deployment of AI agents on Google Cloud. It provides the specialized commands and skills to extend your assistant's capabilities, rather than being a standalone agent framework or a general-purpose cloud CLI.

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 google/agents-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
aws/aws-cli
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. aws/aws-cli · recommended 1×
  2. Azure/azure-cli · recommended 1×
  3. Google Cloud CLI · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. mlflow/mlflow · recommended 1×
  • CATEGORY QUERY
    What CLI tools help develop, evaluate, and deploy generative AI agents on cloud platforms?
    you: not recommended
    AI recommended (in order):
    1. AWS CLI (aws/aws-cli)
    2. Azure CLI (Azure/azure-cli)
    3. Google Cloud CLI
    4. Hugging Face CLI (huggingface/transformers)
    5. MLflow CLI (mlflow/mlflow)
    6. Docker CLI (moby/moby)
    7. Kubectl (kubernetes/kubernetes)

    AI recommended 7 alternatives but never named google/agents-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I equip my coding assistant with capabilities for creating and managing AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Microsoft Semantic Kernel
    6. Haystack (deepset.ai)
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named google/agents-cli. 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 google/agents-cli?
    pass
    AI named google/agents-cli explicitly

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

  • If a team adopts google/agents-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named google/agents-cli 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 google/agents-cli solve, and who is the primary audience?
    pass
    AI named google/agents-cli 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 google/agents-cli. 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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google/agents-cli — 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