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
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Add a concise English summary to the top of README.md
Why:
CURRENTThe README.md starts with `# 蜜蜂记账(BeeCount) [English](README_EN.md)` followed by Chinese text.
COPY-PASTE FIXInsert 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#2Clarify the project's license in the README
Why:
COPY-PASTE FIXAdd 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#3Add an English 'Why Choose BeeCount' section to the README
Why:
CURRENTThe `README.md` contains a comparison table in Chinese under '💡 为什么选择蜜蜂记账'.
COPY-PASTE FIXAdd 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.
- simonmichael/hledger · recommended 2×
- actualbudget/actual · recommended 1×
- firefly-iii/firefly-iii · recommended 1×
- budgetbakers/wallet-community · recommended 1×
- HomeBank/HomeBank · recommended 1×
- CATEGORY QUERYWhat open-source personal finance apps offer AI-powered expense tracking across mobile and web?you: not recommendedAI recommended (in order):
- Actual Budget (actualbudget/actual)
- Firefly III (firefly-iii/firefly-iii)
- BudgetBakers Wallet (Community Edition) (budgetbakers/wallet-community)
- HomeBank (HomeBank/HomeBank)
- Ledger (ledger/ledger)
- Beancount (beancount/beancount)
- hledger (simonmichael/hledger)
- Fava (beancount/fava)
- 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 QUERYSeeking a self-hosted, privacy-focused expense tracker with offline capabilities and data sync options.you: not recommendedAI recommended (in order):
- Actual Budget
- Firefly III
- HomeBank
- Nextcloud
- Syncthing
- Dropbox
- BudgetBakers Wallet
- Ledger
- hledger
- beancount
- 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 completenesspass
- README presencepass
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?passAI 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?passAI 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?passAI named TNT-Likely/BeeCount explicitly
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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[](https://repogeo.com/en/r/TNT-Likely/BeeCount)<a href="https://repogeo.com/en/r/TNT-Likely/BeeCount"><img src="https://repogeo.com/badge/TNT-Likely/BeeCount.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
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