RRepoGEO

REPOGEO REPORT · LITE

Kylsky/chatgpt-team-helper

Default branch main · commit fdede19b · scanned 7/1/2026, 7:46:17 PM

GitHub: 1,120 stars · 321 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
22 /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
1 / 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 Kylsky/chatgpt-team-helper, 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
    Clarify the README's opening sentence to emphasize ChatGPT Team focus

    Why:

    CURRENT
    一个多渠道 Team 账号管理与兑换平台，支持多种订单渠道接入、自动发货、积分体系和权限管理。使用 Vue 3、Node.js、shadcn-vue 和 SQLite 构建。
    COPY-PASTE FIX
    一个专为 ChatGPT Team 账号设计的全生命周期管理与兑换平台，旨在帮助团队自动化账号创建、销售、兑换、续费和权限管理。它支持多种订单渠道接入、自动发货、积分体系和精细化权限控制。使用 Vue 3、Node.js、shadcn-vue 和 SQLite 构建。
  • mediumabout#2
    Update the repository description for clarity

    Why:

    CURRENT
    一站式Team账号管理
    COPY-PASTE FIX
    专为 ChatGPT Team 账号设计的全生命周期管理与兑换平台，自动化销售、兑换、续费与权限控制。

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 Kylsky/chatgpt-team-helper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chargebee
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Chargebee · recommended 1×
  2. Stripe Billing · recommended 1×
  3. Recurly · recommended 1×
  4. Zuora · recommended 1×
  5. Paddle · recommended 1×
  • CATEGORY QUERY
    Need a system to automate sales, redemption, and lifecycle management for shared subscription accounts.
    you: not recommended
    AI recommended (in order):
    1. Chargebee
    2. Stripe Billing
    3. Recurly
    4. Zuora
    5. Paddle

    AI recommended 5 alternatives but never named Kylsky/chatgpt-team-helper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open-source solutions for building a multi-channel digital product vending and user management platform.
    you: not recommended
    AI recommended (in order):
    1. Medusa.js
    2. Keycloak
    3. Strapi
    4. Next.js
    5. Hasura
    6. PostgreSQL

    AI recommended 6 alternatives but never named Kylsky/chatgpt-team-helper. 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 Kylsky/chatgpt-team-helper?
    pass
    AI did not name Kylsky/chatgpt-team-helper — likely talking about a different project

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

  • If a team adopts Kylsky/chatgpt-team-helper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Kylsky/chatgpt-team-helper 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 Kylsky/chatgpt-team-helper solve, and who is the primary audience?
    pass
    AI did not name Kylsky/chatgpt-team-helper — likely talking about a different project

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

Embed your GEO score

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Kylsky/chatgpt-team-helper — 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