RRepoGEO

REPOGEO REPORT · LITE

TNT-Likely/BeeCount

Default branch main · commit 30336cf2 · scanned 6/29/2026, 3:52:05 AM

GitHub: 1,839 stars · 253 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
33 /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
2 / 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
    Add a concise English summary to the top of README.md

    Why:

    CURRENT
    The README.md starts with `# 蜜蜂记账(BeeCount)   [English](README_EN.md)` followed by Chinese text.
    COPY-PASTE FIX
    Insert the following text immediately after the H1 in `README.md`:
    ```
    > **BeeCount is an open-source, local-first personal finance and expense tracking app for iOS, Android, and Web.** It offers self-hosted cloud, iCloud, WebDAV, and S3 sync, along with AI-powered transaction capture.
    ```
  • highlicense#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section to the `README.md` (e.g., near the bottom or in a 'Getting Started' section) stating:
    ```
    ## License
    
    BeeCount is released under [**insert specific license name(s) here, e.g., "a custom license combining Apache 2.0 and MIT"**]. Please refer to the [LICENSE file](LICENSE) for the complete terms and conditions.
    ```
  • mediumcomparison#3
    Add an English 'Why Choose BeeCount' section to the README

    Why:

    CURRENT
    The `README.md` contains a comparison table in Chinese under '💡 为什么选择蜜蜂记账'.
    COPY-PASTE FIX
    Add a new section to `README.md` (or `README_EN.md` if the main README is kept Chinese-first) titled `## Why Choose BeeCount?` with the following content:
    ```
    BeeCount stands out as a lightweight, open-source, and privacy-controlled personal finance and expense tracking app. Unlike many traditional apps, BeeCount offers complete data sovereignty with five sync options (including self-hosted cloud, iCloud, WebDAV, S3), ensures privacy with an offline-first design and auditable open-source code, and provides all advanced features—including AI, OCR, and voice accounting—completely free, with zero ads, tracking, or data collection.
    ```

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
simonmichael/hledger
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. simonmichael/hledger · recommended 2×
  2. actualbudget/actual · recommended 1×
  3. firefly-iii/firefly-iii · recommended 1×
  4. budgetbakers/wallet-community · recommended 1×
  5. HomeBank/HomeBank · recommended 1×
  • CATEGORY QUERY
    What open-source personal finance apps offer AI-powered expense tracking across mobile and web?
    you: not recommended
    AI recommended (in order):
    1. Actual Budget (actualbudget/actual)
    2. Firefly III (firefly-iii/firefly-iii)
    3. BudgetBakers Wallet (Community Edition) (budgetbakers/wallet-community)
    4. HomeBank (HomeBank/HomeBank)
    5. Ledger (ledger/ledger)
    6. Beancount (beancount/beancount)
    7. hledger (simonmichael/hledger)
    8. Fava (beancount/fava)
    9. hledger-web (simonmichael/hledger)

    AI recommended 9 alternatives but never named TNT-Likely/BeeCount. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hosted, privacy-focused expense tracker with offline capabilities and data sync options.
    you: not recommended
    AI recommended (in order):
    1. Actual Budget
    2. Firefly III
    3. HomeBank
    4. Nextcloud
    5. Syncthing
    6. Dropbox
    7. BudgetBakers Wallet
    8. Ledger
    9. hledger
    10. beancount
    11. Fava

    AI recommended 11 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 did not name TNT-Likely/BeeCount — 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 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