RRepoGEO

REPOGEO REPORT · LITE

cnitlrt/AutoTeam

Default branch dev · commit 91eb6ad8 · scanned 6/26/2026, 11:21:58 AM

GitHub: 1,237 stars · 277 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 cnitlrt/AutoTeam, 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
    Clarify the README's opening to explicitly state the tool's purpose for ChatGPT Team

    Why:

    CURRENT
    # AutoTeam
**面向 ChatGPT Team 的账号轮转与认证同步工具**
    COPY-PASTE FIX
    # AutoTeam: ChatGPT Team Account Rotation & Credential Synchronization Tool
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    chatgpt, openai, team-accounts, account-management, api-automation, credential-management, ai-tools, quota-management
  • mediumabout#3
    Provide a concise English description for the repository's 'About' section

    Why:

    CURRENT
    ChatGPT Team 账号自动轮转管理 - Codex 额度监控、自动换号、邮箱注册、CPA/Sub2API 认证同步
    COPY-PASTE FIX
    Automates ChatGPT Team account rotation, manages Codex quota, registers new accounts, and synchronizes CPA/Sub2API credentials.

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 cnitlrt/AutoTeam
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS Cost Explorer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS Cost Explorer · recommended 1×
  2. Google Cloud Billing · recommended 1×
  3. Azure Cost Management · recommended 1×
  4. AWS Tags · recommended 1×
  5. Google Cloud Labels · recommended 1×
  • CATEGORY QUERY
    How can I automate managing multiple AI service accounts to optimize credit usage?
    you: not recommended
    AI recommended (in order):
    1. AWS Cost Explorer
    2. Google Cloud Billing
    3. Azure Cost Management
    4. AWS Tags
    5. Google Cloud Labels
    6. Azure Tags
    7. CloudHealth by VMware
    8. Apptio Cloudability
    9. Harness Cloud Cost Management
    10. Boto3
    11. Google Cloud Client Libraries
    12. Azure SDKs
    13. OpenAI API
    14. Anthropic API
    15. Slack
    16. Kong Gateway
    17. Apigee
    18. NGINX Plus
    19. Snowflake
    20. Google BigQuery
    21. AWS Redshift
    22. Fivetran
    23. Stitch
    24. Tableau
    25. Power BI
    26. Looker Studio
    27. OpenAI's Usage Dashboard

    AI recommended 27 alternatives but never named cnitlrt/AutoTeam. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to automate AI service account registration and synchronize API credentials.
    you: not recommended
    AI recommended (in order):
    1. HashiCorp Vault
    2. AWS Secrets Manager
    3. Azure Key Vault
    4. Google Secret Manager
    5. CyberArk Conjur
    6. Akeyless Platform
    7. Doppler

    AI recommended 7 alternatives but never named cnitlrt/AutoTeam. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 cnitlrt/AutoTeam?
    pass
    AI named cnitlrt/AutoTeam explicitly

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

  • If a team adopts cnitlrt/AutoTeam in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cnitlrt/AutoTeam 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 cnitlrt/AutoTeam solve, and who is the primary audience?
    pass
    AI named cnitlrt/AutoTeam 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 cnitlrt/AutoTeam. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/cnitlrt/AutoTeam.svg)](https://repogeo.com/en/r/cnitlrt/AutoTeam)
HTML
<a href="https://repogeo.com/en/r/cnitlrt/AutoTeam"><img src="https://repogeo.com/badge/cnitlrt/AutoTeam.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

cnitlrt/AutoTeam — 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
cnitlrt/AutoTeam — RepoGEO report