RRepoGEO

REPOGEO REPORT · LITE

TNT-Likely/BeeCount

Default branch main · commit fa657210 · scanned 5/17/2026, 10:38:01 PM

GitHub: 1,576 stars · 222 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 TNT-Likely/BeeCount, 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's opening to immediately clarify it's a financial app

    Why:

    CURRENT
    The current README starts with a title, then a tagline about data ownership, followed by links and then a 'Why choose BeeCount' section that defines the app.
    COPY-PASTE FIX
    For the Chinese README, add this line right after the initial tagline:
    `# 蜜蜂记账(BeeCount)   [English](README_EN.md)`
    `<div align="center">`
    `**你的数据,你做主的开源记账应用**`
    `一款轻量、开源、隐私可控的**个人财务管理**和**支出追踪** App。`
    
    For the English README (assuming a similar structure), add a corresponding line:
    `# BeeCount &nbsp; [中文](README.md)`
    `<div align="center">`
    `**Your data, your control: an open-source bookkeeping app.**`
    `A lightweight, open-source, privacy-first **personal finance management** and **expense tracking** app.`
  • mediumreadme#2
    Elevate key features like self-hosting and AI capture to the top-level README

    Why:

    CURRENT
    Key features like AI smart bookkeeping and 5 sync solutions are detailed within a `<details>` block or further down the README.
    COPY-PASTE FIX
    Move the summary of '🤖 AI 智能记账' and the list of '5 种同步方案' (BeeCount Cloud 自建云端 / iCloud / Supabase / WebDAV / S3) to a prominent, non-collapsed section near the top of the README, perhaps right after the initial definition. For example:
    
    `A lightweight, open-source, privacy-first **personal finance management** and **expense tracking** app.`
    
    `**Key Features:**`
    `*   **AI-Powered Bookkeeping:** Natural language, OCR, voice, and screenshot recognition for effortless transaction capture.`
    `*   **Data Sovereignty:** Choose from 5 sync options: BeeCount Cloud (self-hosted), iCloud, Supabase, WebDAV, or S3.`
    `*   **Cross-Platform:** Available on Android, iOS, and Web.`
  • lowreadme#3
    Add a clear statement about the project's license(s) in the README

    Why:

    CURRENT
    The README does not explicitly state the license type(s).
    COPY-PASTE FIX
    Add a section or line in the README, for example:
    
    `## License`
    `This project is licensed under [Specify License Name(s) here, e.g., a custom license combining MIT and Apache-2.0 terms]. Please see the `LICENSE` file for full details.`

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 TNT-Likely/BeeCount
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Actual Budget
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Actual Budget · recommended 1×
  2. Firefly III · recommended 1×
  3. HomeBank · recommended 1×
  4. Nextcloud · recommended 1×
  5. Syncthing · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source cross-platform expense tracker with self-hosted data synchronization capabilities.
    you: not recommended
    AI recommended (in order):
    1. Actual Budget
    2. Firefly III
    3. HomeBank
    4. Nextcloud
    5. Syncthing
    6. Dropbox
    7. BudgetBakers Wallet (Self-Hosted Edition)
    8. KMyMoney
    9. Quicken
    10. GnuCash

    AI recommended 10 alternatives but never named TNT-Likely/BeeCount. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some privacy-focused mobile accounting applications offering AI-powered transaction capture?
    you: not recommended
    AI recommended (in order):
    1. Fyle
    2. Expensify
    3. Zoho Expense
    4. Rydoo
    5. SAP Concur

    AI recommended 5 alternatives but never named TNT-Likely/BeeCount. 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 TNT-Likely/BeeCount?
    pass
    AI named TNT-Likely/BeeCount explicitly

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

  • If a team adopts TNT-Likely/BeeCount in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TNT-Likely/BeeCount 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 TNT-Likely/BeeCount solve, and who is the primary audience?
    pass
    AI named TNT-Likely/BeeCount explicitly

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

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TNT-Likely/BeeCount — 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