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
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#1Reposition the README's opening to immediately clarify it's a financial app
Why:
CURRENTThe 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 FIXFor 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 [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#2Elevate key features like self-hosting and AI capture to the top-level README
Why:
CURRENTKey features like AI smart bookkeeping and 5 sync solutions are detailed within a `<details>` block or further down the README.
COPY-PASTE FIXMove 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#3Add a clear statement about the project's license(s) in the README
Why:
CURRENTThe README does not explicitly state the license type(s).
COPY-PASTE FIXAdd 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.
- Actual Budget · recommended 1×
- Firefly III · recommended 1×
- HomeBank · recommended 1×
- Nextcloud · recommended 1×
- Syncthing · recommended 1×
- CATEGORY QUERYSeeking an open-source cross-platform expense tracker with self-hosted data synchronization capabilities.you: not recommendedAI recommended (in order):
- Actual Budget
- Firefly III
- HomeBank
- Nextcloud
- Syncthing
- Dropbox
- BudgetBakers Wallet (Self-Hosted Edition)
- KMyMoney
- Quicken
- GnuCash
AI recommended 10 alternatives but never named TNT-Likely/BeeCount. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are some privacy-focused mobile accounting applications offering AI-powered transaction capture?you: not recommendedAI recommended (in order):
- Fyle
- Expensify
- Zoho Expense
- Rydoo
- 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 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 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?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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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