UI overhaul - Modern fintech bento design system (LedgaText, Space, Radius, Motion). - Inter font via Google Fonts. - New PillTabBar + LedgaTopBar; 4-tab IA: Home / Activity / Insights / You. - Home rewritten as bento cards; new AccountChip leading slot. - Activity wraps Transactions + Trends behind a segmented control. - Trends gains a GitHub-style heatmap calendar. - You consolidates Settings into grouped bento cards. Insights (Phase C) - Rule engine + 6 rules: anomaly (z-score), recurring detection, fee tips, Fuliza outstanding, Fuliza auto-pay pairing, positive nudges. - Daily InsightWorker (3 AM); generates on screen entry for first-time users. - Natural-key dedup so dismiss/snooze state survives re-runs. - Home teaser surfaces the top active insight. Goals (Phase D) - New Goal entity + GoalContribution table. - 3 contribution rules: AllSavingsDeposits, ToRecipient, Manual. - Rule-based contributions compute live via SQL aggregation (no duplicate rows). Manual rule uses goal_contributions table. - GoalsScreen with progress rings + status badges; AddGoalSheet; GoalDetailScreen with contributing-transactions list. - "Add to goal" entry in TransactionDetailSheet for Manual goals. Multi-SIM (Phase E) - MpesaAccount entity captured per-subscription on SMS receive (SubscriptionManager.EXTRA_SUBSCRIPTION_INDEX with legacy fallback). - READ_PHONE_STATE permission (optional; falls back to "Line N" labels). - Every screen-facing query is account-scoped via TransactionRepository composing with the selected-account flow. - AccountSwitcherSheet on Home; AccountsScreen with rename / recolor / set-primary; BackfillScreen with 3-prong attribution (SMS-inbox auto, date range, per-transaction manual via TransactionDetailSheet). In-app updates (Phase F + G) - Chunked APK download with progress reporting. - UpdateRepository state machine (Idle → Downloading → Ready → Failed). - Full-screen UpdateScreen with parsed What's new / Fixes sections. - "Remind me later" persists dismissed version. - Background UpdateCheckWorker pre-fetches APK on unmetered network. - Home banner: "available" vs "ready to install" copy variants. - Proactive REQUEST_INSTALL_PACKAGES permission prompt with settings deep-link before firing the installer intent. Parser quality - Hustler Fund "sent KshX to NAME" amount-first phrasing now matches. - "Give cash to AGENT" agent-deposit format recognized as DEPOSIT. - Fuliza auto-pay recipient labels rewritten as "Fuliza overdraft (auto-cleared / auto-partial)" for clearer transaction lists. - 8 new real-world regression fixtures from sanitized export. - Audit: 0 UNKNOWN against 6,565-transaction real history (was 838). Database - v3 schema: mpesa_accounts, goals, goal_contributions, insights tables. - transactions gains accountId (FK), note. - Explicit MIGRATION_1_2 + MIGRATION_2_3. Tests - 65 unit tests across parser (33), rule engine (14), goal rules (8), update logic (8), parser audit (1), insights dry-run (1). - Two test suites (audit, dry-run) read the local export when present, skip cleanly in CI. Design spec - LEDGA_REDESIGN.md captures the full direction + tokens + per-screen wireframes + phased PR plan. versionCode 3, versionName 1.3.0.
32 KiB
Ledga — M-Pesa Spending Tracker
Overview
A native Android app that automatically tracks M-Pesa spending by reading SMS confirmations. Zero manual entry — install, grant SMS permission, done. Built for non-technical users with a clean, Canva-like UI.
Target users: Family members (all Android), non-technical Distribution: Direct APK install + in-app self-updates via GitHub Releases (no Play Store) Data model: Fully offline, local-only per device. No accounts, no server.
Tech Stack
| Component | Technology |
|---|---|
| Language | Kotlin |
| UI Framework | Jetpack Compose + Material 3 |
| Local Database | Room (SQLite) |
| Background SMS | BroadcastReceiver + WorkManager |
| DI | Hilt (dependency injection) |
| Settings Storage | Jetpack DataStore (Preferences) |
| Charts | Vico (Compose-native charting library) |
| Notifications | Android NotificationManager + AlarmManager |
| Backup | Google Drive API (auto), manual file export |
| Self-Update | GitHub Releases API |
| Min SDK | API 26 (Android 8.0) |
| Build | Gradle (Kotlin DSL) |
Architecture
┌─────────────────────────────────────────────┐
│ UI Layer │
│ Jetpack Compose + Material 3 │
│ ┌──────┐ ┌──────────┐ ┌──────┐ ┌────────┐ │
│ │ Home │ │Transactions│ │Trends│ │Settings│ │
│ └──────┘ └──────────┘ └──────┘ └────────┘ │
├─────────────────────────────────────────────┤
│ ViewModel Layer │
│ StateFlow + Coroutines │
├─────────────────────────────────────────────┤
│ Repository Layer │
│ TransactionRepo │ CategoryRepo │ │
│ SettingsRepo │ BackupRepo │ │
├─────────────────────────────────────────────┤
│ Data Layer │
│ ┌──────┐ ┌───────────┐ ┌─────────────┐ │
│ │ Room │ │SMS Parser │ │Google Drive │ │
│ │ DB │ │ │ │ Backup │ │
│ └──────┘ └───────────┘ └─────────────┘ │
├─────────────────────────────────────────────┤
│ System Services │
│ SMS BroadcastReceiver │ WorkManager │
│ NotificationManager │ AlarmManager │
└─────────────────────────────────────────────┘
SMS Parsing
Sender Filter
Only process SMS from sender: MPESA
Transaction Types & Patterns
1. Send Money
RK31B7X4ZQ Confirmed. Ksh500.00 sent to JOHN DOE 0712345678 on 21/3/26 at 1:30 PM. New M-PESA balance is Ksh1,200.00. Transaction cost, Ksh0.00.
→ Extract: code, amount, recipient name, recipient phone, date/time, balance, cost
2. Buy Goods (Till)
RK31B7X4ZQ Confirmed. Ksh1,200.00 paid to NAIVAS SUPERMARKET. on 21/3/26 at 2:15 PM.New M-PESA balance is Ksh3,500.00. Transaction cost, Ksh0.00.
→ Extract: code, amount, merchant name, date/time, balance, cost
3. Pay Bill
RK31B7X4ZQ Confirmed. Ksh2,500.00 paid to KPLC PREPAID. Account Number 12345678. on 21/3/26 at 3:00 PM. New M-PESA balance is Ksh1,000.00. Transaction cost, Ksh0.00.
→ Extract: code, amount, business name, account number, date/time, balance, cost
4. Withdraw (Agent)
RK31B7X4ZQ Confirmed.You have withdrawn Ksh1,000.00 from JAMES AGENT 543210 on 21/3/26 at 4:00 PM.New M-PESA balance is Ksh500.00. Transaction cost, Ksh28.00.
→ Extract: code, amount, agent name, agent number, date/time, balance, cost
5. Withdraw (ATM)
RK31B7X4ZQ Confirmed. You have withdrawn Ksh5,000.00 from an ATM on 21/3/26 at 4:30 PM. New M-PESA balance is Ksh2,000.00. Transaction cost, Ksh34.00.
→ Extract: code, amount, date/time, balance, cost → Note: No agent name/number — just "from an ATM"
6. Deposit
RK31B7X4ZQ Confirmed.You have deposited Ksh5,000.00 to your M-PESA account on 21/3/26 at 10:00 AM.New M-PESA balance is Ksh5,500.00.
→ Extract: code, amount, date/time, balance
7. Received Money
RK31B7X4ZQ Confirmed.You have received Ksh2,000.00 from JANE DOE 0798765432 on 21/3/26 at 11:00 AM.New M-PESA balance is Ksh7,500.00.
→ Extract: code, amount, sender name, sender phone, date/time, balance
8. Airtime Purchase (Self)
RK31B7X4ZQ Confirmed. Ksh100.00 of airtime purchased on 21/3/26 at 12:00 PM.New M-PESA balance is Ksh7,400.00. Transaction cost, Ksh0.00.
→ Extract: code, amount, date/time, balance, cost
9. Airtime Purchase (For Others)
RK31B7X4ZQ Confirmed. You bought Ksh100.00 of airtime for 0712345678 on 21/3/26 at 12:30 PM.New M-PESA balance is Ksh7,300.00. Transaction cost, Ksh0.00.
→ Extract: code, amount, recipient phone, date/time, balance, cost
10. M-Pesa Global (International Transfer)
RK31B7X4ZQ Confirmed. Ksh5,000.00 sent to JOHN DOE +44712345678 (United Kingdom) via M-PESA Global on 21/3/26 at 1:30 PM. New M-PESA balance is Ksh10,000.00. Transaction cost, Ksh150.00.
→ Extract: code, amount, recipient name, recipient phone (international), destination country, date/time, balance, cost
11. Fuliza (Borrow)
RK31B7X4ZQ Confirmed. Ksh500.00 sent to JOHN DOE 0712345678 on 21/3/26 at 1:30 PM. New M-PESA balance is Ksh0.00. Fuliza M-PESA amount is Ksh500.00. Fuliza M-PESA outstanding amount is Ksh500.00.
→ Extract: all standard fields + fuliza amount, fuliza outstanding
12. Fuliza Repayment
RK31B7X4ZQ Confirmed. You have paid Ksh200.00 to Fuliza M-PESA on 21/3/26 at 2:00 PM. Fuliza M-PESA outstanding amount is Ksh300.00.
→ Extract: code, amount, date/time, fuliza outstanding
13. Fuliza Reversal
RK31B7X4ZQ Confirmed. Fuliza M-PESA of Ksh500.00 has been reversed on 21/3/26 at 3:00 PM. Fuliza M-PESA outstanding amount is Ksh0.00.
→ Extract: code, amount, date/time, fuliza outstanding
14. Reversal
RK31B7X4ZQ Confirmed. Transaction RJ12345678 has been reversed. Your account balance is Ksh2,000.00.
→ Extract: code, reversed transaction code, balance
M-Shwari & KCB M-Pesa (Acknowledged, Not Parsed)
These services send SMS from the MPESA sender but are savings/loan products, not spending transactions:
- M-Shwari:
Confirmed. Ksh1,000.00 transferred to M-Shwari account.../Ksh1,000.00 transferred from M-Shwari... - KCB M-Pesa:
Confirmed. Ksh2,000.00 transferred to KCB M-Pesa account.../ loan disbursements
Strategy: Detect these by keywords ("M-Shwari", "KCB M-Pesa") and store with type MSHWARI or KCB_MPESA. Show them in the transaction list but don't count them as spending. They're internal transfers between M-Pesa wallet and savings/loan products.
Parser Strategy
- Regex-based pattern matching per transaction type
- Keyword detection: "sent to", "paid to", "withdrawn.*from.*AGENT" (agent), "withdrawn.*from an ATM" (ATM), "deposited", "received", "airtime purchased", "bought.*airtime for", "M-PESA Global", "reversed", "Fuliza M-PESA amount", "paid to Fuliza", "Fuliza M-PESA of", "M-Shwari", "KCB M-Pesa"
- Amount extraction:
Ksh[\d,]+\.\d{2}pattern - Date extraction:
\d{1,2}/\d{1,2}/\d{2,4} at \d{1,2}:\d{2} [AP]M - International phone detection:
\+\d{7,15}pattern (for M-Pesa Global) - Country extraction: text in parentheses after international phone number
- Fallback: store unparsed M-Pesa SMS with type
UNKNOWNfor later parsing improvements
Database Schema (Room)
transactions
| Column | Type | Description |
|---|---|---|
| id | Long (PK, auto) | Primary key |
| transactionCode | String (unique) | M-Pesa transaction code |
| type | Enum | SEND, BUY_GOODS, PAY_BILL, WITHDRAW_AGENT, WITHDRAW_ATM, DEPOSIT, RECEIVED, AIRTIME_SELF, AIRTIME_OTHER, MPESA_GLOBAL, FULIZA, FULIZA_REPAYMENT, FULIZA_REVERSAL, MSHWARI, KCB_MPESA, REVERSAL, UNKNOWN |
| amount | Double | Transaction amount in Ksh |
| transactionCost | Double | M-Pesa fee |
| recipientName | String? | Name of recipient/merchant |
| recipientPhone | String? | Phone number (if person) |
| accountNumber | String? | Account number (paybill) |
| destinationCountry | String? | Country name for M-Pesa Global transfers |
| balance | Double | M-Pesa balance after transaction |
| direction | Enum | INFLOW, OUTFLOW (derived at parse time — simplifies totals/chart queries) |
| categoryId | Long? (FK) | Assigned category |
| fulizaAmount | Double? | Fuliza amount (if applicable) |
| fulizaOutstanding | Double? | Fuliza outstanding (if applicable) |
| rawSms | String | Original SMS text (for re-parsing) |
| timestamp | Long | Transaction timestamp (epoch ms) |
| createdAt | Long | Record creation time |
categories
| Column | Type | Description |
|---|---|---|
| id | Long (PK, auto) | Primary key |
| name | String | Category name |
| icon | String | Material icon name |
| color | String | Hex color code |
| isDefault | Boolean | System default vs user-created |
budgets
| Column | Type | Description |
|---|---|---|
| id | Long (PK, auto) | Primary key |
| categoryId | Long? (FK) | Null = overall budget |
| monthlyLimit | Double | Budget limit in Ksh |
| isActive | Boolean | Whether alerts are enabled |
category_rules
| Column | Type | Description |
|---|---|---|
| id | Long (PK, auto) | Primary key |
| categoryId | Long (FK) | Target category |
| matchType | Enum | RECIPIENT_NAME, PHONE, TILL, PAYBILL |
| matchValue | String | Value to match |
Default Categories
| Category | Icon | Color | Auto-match examples |
|---|---|---|---|
| Groceries | shopping_cart | #4CAF50 | NAIVAS, QUICKMART, CARREFOUR |
| Transport | directions_car | #2196F3 | Uber, Bolt, matatu paybills |
| Bills & Utilities | receipt | #FF9800 | KPLC, NAIROBI WATER, DSTV |
| Airtime & Data | phone_android | #9C27B0 | Airtime purchases |
| Food & Dining | restaurant | #E91E63 | Restaurants, fast food |
| Send Money | person | #607D8B | Person-to-person transfers |
| Received | account_balance_wallet | #00BCD4 | Money received |
| Withdrawal | atm | #795548 | Agent withdrawals |
| Deposit | savings | #8BC34A | Cash deposits |
| Shopping | shopping_bag | #FF5722 | General merchants |
| International | public | #3F51B5 | M-Pesa Global transfers |
| Savings & Loans | account_balance | #009688 | M-Shwari, KCB M-Pesa |
| Other | category | #9E9E9E | Uncategorized |
Screens & UI
Design System
- Color palette: M-Pesa green (#4CAF50) as primary, warm neutrals, category-specific accent colors
- Typography: System font, scalable (Small/Medium/Large/Extra Large + System Default)
- Cards: Rounded corners (16dp), subtle elevation, clean spacing
- Animations: Smooth transitions between screens, animated chart loading
- Dark mode: Full dark theme, follows system by default with manual override
1. Home Dashboard
┌─────────────────────────────────┐
│ Good morning 👋 │
│ │
│ M-PESA Balance │
│ Ksh 12,500.00 │
│ (from last transaction) │
│ │
│ ┌─────────────────────────┐ │
│ │ March 2026 │ │
│ │ Spent: Ksh 45,200 │ │
│ │ ▼ 12% vs last month │ │
│ │ Fees: Ksh 320 │ │
│ └─────────────────────────┘ │
│ │
│ [Today] [This Week] [Month] │
│ │
│ ┌─────────────────────────┐ │
│ │ 🍩 Donut Chart │ │
│ │ Category Breakdown │ │
│ └─────────────────────────┘ │
│ │
│ Recent Transactions │
│ ┌─────────────────────────┐ │
│ │ 🛒 Naivas -Ksh 1,200 │ │
│ │ 📱 Airtime -Ksh 100 │ │
│ │ 💰 Received +Ksh 5,000 │ │
│ └─────────────────────────┘ │
│ │
│ ┌────┐┌────┐┌────┐┌────┐ │
│ │Home││List││Stats││ ⚙️ │ │
│ └────┘└────┘└────┘└────┘ │
└─────────────────────────────────┘
Balance display: Shows the
balancefield from the most recent transaction. This is the last known M-Pesa balance — not a live query. Labeled "from last transaction" so users don't confuse it with a real-time check.
2. Transactions List
- Grouped by day with day totals
- Each item: category icon + recipient/merchant + amount (red spent, green received)
- Search bar at top
- Filter chips: All, Sent, Received, Bills, Goods, Withdraw
- Tap → transaction detail bottom sheet
- Long press → change category
3. Trends / Analytics
- Bar chart: daily spending for current month
- Line chart: monthly spending over time
- Top 5 recipients/merchants list
- Category comparison vs previous period
- Transaction fees summary — total fees paid this period (most people don't realize how much they spend on M-Pesa fees)
- Period selector: 7D / 30D / 90D / 1Y
4. Settings
Appearance
├── Theme: System / Light / Dark
└── Font Size: System Default / Small / Medium / Large / Extra Large
Notifications
├── Daily Summary: ON/OFF + time picker
├── Weekly Summary: ON/OFF
├── Budget Alerts: ON/OFF
└── Large Transaction Alert: ON/OFF + threshold (Ksh)
Budgets
├── Overall Monthly Budget: Ksh ___
└── Per Category: [list of categories with limits]
Data
├── Import SMS History
├── Export Data (CSV/JSON)
├── Unparsed Messages (X) — view SMS that failed to parse
└── Clear All Data (with confirmation)
Backup
├── Auto Backup: ON/OFF
├── Backup Frequency: Daily / Weekly
├── Google Account: shown
├── Last Backup: date
├── Back Up Now
└── Restore from Backup
About
├── Version: 1.0.0
├── Check for Updates
└── What's New
Notification System
| Notification | Trigger | Default |
|---|---|---|
| Daily Summary | Scheduled (user picks time, default 8 PM) | ON |
| Weekly Summary | Every Sunday evening | ON |
| Budget Warning | 80% of budget reached | ON |
| Budget Exceeded | 100% of budget reached | ON |
| Large Transaction | Single transaction > threshold | OFF (default Ksh 5,000) |
Implementation:
- WorkManager for periodic summary jobs
- Immediate check on each new transaction for budget/large amount alerts
- NotificationChannel: "Spending Summaries", "Budget Alerts"
Backup System
Google Drive Auto-Backup
- Uses Google Sign-In (already on every Android phone)
- Backs up Room database + settings to app-specific Google Drive folder
- No extra permissions needed (app data folder is automatic)
- Frequency: daily or weekly (user choice)
- On fresh install: detect existing backup → prompt restore
Manual Export/Import
- Export: generates a ZIP file containing:
transactions.csv— human-readable, can open in Exceldata.json— full database export for app restore
- Import: select ZIP file → restore all data
- Share via WhatsApp, Bluetooth, email, etc.
SMS Re-import (Fallback)
- Scan all existing SMS from "MPESA" sender
- Parse and import, skipping duplicates (by transaction code)
- Progress indicator during import
Self-Update System
Flow
- App checks GitHub Releases API on launch (max once per day)
- Compares current version with latest release tag
- If newer version exists:
- Shows non-intrusive banner: "Update available (v1.2.0)"
- Tap → shows changelog (from release notes)
- "Download & Install" button
- Downloads APK to app cache
- Triggers Android package installer intent
- User confirms install (standard Android prompt)
GitHub Release Format
Tag: v1.0.0
Title: Version 1.0.0
Body: Changelog in markdown
Asset: ledga-v1.0.0.apk
Endpoint
GET https://api.github.com/repos/{owner}/{repo}/releases/latest
Auto-Categorization
Rule Engine (Priority Order)
- User rules — if user manually categorized a merchant before, remember it
- Category rules table — pattern matching on recipient name, till number, paybill
- Transaction type fallback — airtime → Airtime, withdrawal → Withdrawal, etc.
- Default — "Other" category
Pre-loaded Rules
| Pattern | Match Type | Category |
|---|---|---|
| NAIVAS, QUICKMART, CARREFOUR, CLEANSHELF | Recipient | Groceries |
| KPLC, KENYA POWER | Recipient | Bills |
| 888880 (KPLC Prepaid), 888888 (KPLC Postpaid) | Paybill | Bills |
| NAIROBI WATER, ELDORET WATER | Recipient | Bills |
| 444400 (Nairobi Water) | Paybill | Bills |
| DSTV, GOTV, SHOWMAX | Recipient | Bills |
| UBER, BOLT, LITTLE | Recipient | Transport |
| JAVA, KFC, CHICKEN INN, PIZZA INN | Recipient | Food & Dining |
| (any self airtime) | Type | Airtime |
| (any airtime for others) | Type | Airtime |
| (any withdrawal) | Type | Withdrawal |
| (any deposit) | Type | Deposit |
| (any received) | Type | Received |
| (any send money) | Type | Send Money |
| (any M-Pesa Global) | Type | International |
| (any M-Shwari) | Type | Savings & Loans |
| (any KCB M-Pesa) | Type | Savings & Loans |
Users can add/edit rules from the category settings.
Permissions Required
| Permission | Purpose | When Requested |
|---|---|---|
| RECEIVE_SMS | Listen for new M-Pesa SMS in real-time | On first launch |
| READ_SMS | Import existing M-Pesa SMS history | When user taps "Import History" |
| POST_NOTIFICATIONS | Daily summaries, budget alerts | On first launch (Android 13+) |
| INTERNET | Google Drive backup, update checks | Automatic |
| REQUEST_INSTALL_PACKAGES | Self-update APK installation | When user taps "Install Update" |
Project Structure
ledga/
├── app/
│ ├── src/
│ │ ├── main/
│ │ │ ├── java/com/ledga/app/
│ │ │ │ ├── MainActivity.kt
│ │ │ │ ├── LedgaApp.kt
│ │ │ │ ├── di/
│ │ │ │ │ ├── AppModule.kt
│ │ │ │ │ └── DatabaseModule.kt
│ │ │ │ ├── data/
│ │ │ │ │ ├── db/
│ │ │ │ │ │ ├── AppDatabase.kt
│ │ │ │ │ │ ├── Migrations.kt
│ │ │ │ │ │ ├── dao/
│ │ │ │ │ │ │ ├── TransactionDao.kt
│ │ │ │ │ │ │ ├── CategoryDao.kt
│ │ │ │ │ │ │ └── BudgetDao.kt
│ │ │ │ │ │ └── entity/
│ │ │ │ │ │ ├── Transaction.kt
│ │ │ │ │ │ ├── Category.kt
│ │ │ │ │ │ ├── Budget.kt
│ │ │ │ │ │ └── CategoryRule.kt
│ │ │ │ │ ├── repository/
│ │ │ │ │ │ ├── TransactionRepository.kt
│ │ │ │ │ │ ├── CategoryRepository.kt
│ │ │ │ │ │ └── SettingsRepository.kt
│ │ │ │ │ └── parser/
│ │ │ │ │ └── MpesaSmsParser.kt
│ │ │ │ ├── receiver/
│ │ │ │ │ └── SmsReceiver.kt
│ │ │ │ ├── worker/
│ │ │ │ │ ├── NotificationWorker.kt
│ │ │ │ │ ├── BackupWorker.kt
│ │ │ │ │ └── UpdateCheckWorker.kt
│ │ │ │ ├── ui/
│ │ │ │ │ ├── theme/
│ │ │ │ │ │ ├── Theme.kt
│ │ │ │ │ │ ├── Color.kt
│ │ │ │ │ │ └── Type.kt
│ │ │ │ │ ├── navigation/
│ │ │ │ │ │ └── AppNavigation.kt
│ │ │ │ │ ├── onboarding/
│ │ │ │ │ │ ├── OnboardingScreen.kt
│ │ │ │ │ │ └── OnboardingViewModel.kt
│ │ │ │ │ ├── home/
│ │ │ │ │ │ ├── HomeScreen.kt
│ │ │ │ │ │ └── HomeViewModel.kt
│ │ │ │ │ ├── transactions/
│ │ │ │ │ │ ├── TransactionsScreen.kt
│ │ │ │ │ │ ├── TransactionDetailSheet.kt
│ │ │ │ │ │ └── TransactionsViewModel.kt
│ │ │ │ │ ├── trends/
│ │ │ │ │ │ ├── TrendsScreen.kt
│ │ │ │ │ │ └── TrendsViewModel.kt
│ │ │ │ │ ├── settings/
│ │ │ │ │ │ ├── SettingsScreen.kt
│ │ │ │ │ │ ├── SettingsViewModel.kt
│ │ │ │ │ │ └── UnparsedSmsScreen.kt
│ │ │ │ │ └── components/
│ │ │ │ │ ├── TransactionCard.kt
│ │ │ │ │ ├── CategoryChip.kt
│ │ │ │ │ ├── SpendingChart.kt
│ │ │ │ │ └── BudgetProgressBar.kt
│ │ │ │ └── util/
│ │ │ │ ├── CurrencyFormatter.kt
│ │ │ │ └── DateUtils.kt
│ │ │ ├── res/
│ │ │ └── AndroidManifest.xml
│ │ └── test/
│ │ └── java/com/ledga/app/
│ │ └── parser/
│ │ └── MpesaSmsParserTest.kt
│ └── build.gradle.kts
├── build.gradle.kts
├── settings.gradle.kts
└── README.md
Build Phases
Phase 1 — Core (MVP)
- Project setup (Kotlin, Compose, Room, Hilt, Gradle)
- SMS parser — handle all M-Pesa transaction types (including M-Pesa Global, M-Shwari, KCB M-Pesa)
- SMS parser unit tests — real SMS samples for every transaction type
- Room database — transactions, categories, category rules, migrations setup
- SMS BroadcastReceiver — real-time capture
- SMS history import
- Onboarding flow — welcome screen, SMS permission with plain-language explanation, optional history import
- Home dashboard — current balance, spending total, fees total, donut chart, recent transactions
- Transactions list — grouped by day, search, filter
- Basic auto-categorization with default rules (name + paybill/till matching)
- Bottom navigation (Home, Transactions, Trends, Settings)
- Theme system (System/Light/Dark)
Phase 2 — Polish
- Trends screen — bar charts, line charts, top merchants, fees summary, period comparison
- Font size settings (System/Small/Medium/Large/Extra Large)
- Budget system — set limits, track progress bars
- Category management — add/edit/delete custom categories
- Transaction detail bottom sheet
- Long press to re-categorize
- Category rules editor
- Unparsed SMS viewer (Settings → Data)
Phase 3 — Notifications & Backup
- Daily spending summary notification
- Weekly summary notification
- Budget alert notifications
- Large transaction alerts
- Notification settings (toggles, time pickers)
- Google Drive auto-backup
- Google Drive restore on fresh install
- Manual export (CSV + JSON zip)
- Manual import
Phase 4 — Distribution
- APK signing setup — generate keystore, document secure storage
- GitHub Actions CI/CD — build release APK on push to main
- GitHub Releases self-update system
- Update check on launch
- Changelog display
- APK download + install flow
- App icon and splash screen
- Final UI polish and animations
App Name
Ledga — a play on "ledger". Short, unique, easy to say.
- Package name:
com.ledga.app
Onboarding Flow
First launch experience for non-technical users. Only shown once — a hasCompletedOnboarding flag in DataStore skips it on subsequent launches.
┌─────────────────────────────────┐
│ │
│ Welcome to Ledga │
│ │
│ Track your M-Pesa spending │
│ automatically. No typing, │
│ no manual entry. │
│ │
│ [Get Started →] │
│ │
└─────────────────────────────────┘
↓
┌─────────────────────────────────┐
│ │
│ Ledga reads your M-Pesa SMS │
│ to track your spending. │
│ │
│ Your messages never leave │
│ your phone. Everything stays │
│ private and offline. │
│ │
│ [Allow SMS Access →] │
│ │
└─────────────────────────────────┘
↓
┌─────────────────────────────────┐
│ │
│ Import your M-Pesa history? │
│ │
│ We can scan your existing │
│ M-Pesa messages to build │
│ your spending history. │
│ │
│ [Import History] │
│ [Skip — start fresh] │
│ │
│ ┌─────────────────────┐ │
│ │ ████████░░ 67% │ │
│ │ Found 342 transactions│ │
│ └─────────────────────┘ │
│ │
└─────────────────────────────────┘
↓
┌─────────────────────────────────┐
│ │
│ You're all set! │
│ │
│ Ledga will now track your │
│ M-Pesa spending in the │
│ background. │
│ │
│ [Go to Dashboard →] │
│ │
└─────────────────────────────────┘
Testing Strategy
Unit Tests (Critical)
- SMS Parser — test every transaction type with real M-Pesa SMS samples
- At least 3 variations per type (different amounts, names, edge cases)
- Malformed messages (truncated SMS, missing fields)
- Messages from non-M-Pesa senders (should be ignored)
- Fuliza messages embedded in send/buy goods SMS
- M-Pesa Global with various country formats
- M-Shwari/KCB M-Pesa detection
- Amount parsing edge cases:
Ksh1.00,Ksh100,000.00
- Auto-categorization — rule matching priority, paybill matching, fallback behavior
- CurrencyFormatter — Ksh formatting, large numbers, zero amounts
Integration Tests
- Room database — DAO queries, migrations, duplicate transaction code handling
- SMS import — bulk parsing performance, duplicate skipping
Manual Testing
- Collect real M-Pesa SMS from family members (anonymized) as test fixtures
- Test on low-end Android devices (target audience likely has budget phones)
APK Signing & CI/CD
Keystore
- Path:
mobile/ledga/keystore/ledga-release.jks(gitignored) - Key alias:
ledga - Generate a release keystore and store it securely
- CRITICAL: Back up the keystore — if lost, existing installs can never receive updates (Android requires consistent signing). The VPS backup job does not cover this file; back it up manually to a password manager or offline storage.
- Store keystore password and key alias in a secure location (not in the repo)
Build Commands
cd ~/dev/mobile/ledga
# Debug APK
./gradlew assembleDebug
# -> app/build/outputs/apk/debug/app-debug.apk
# Release APK (signed, requires keystore + secrets)
./gradlew assembleRelease
# -> app/build/outputs/apk/release/app-release.apk
# Tests
./gradlew testDebugUnitTest
Release a Version
git tag v1.0.0 && git push origin v1.0.0
# GitHub Action builds signed APK and creates release automatically
GitHub Actions
# .github/workflows/release.yml
# Triggered on push to main or manual dispatch
# Steps:
# 1. Checkout code
# 2. Set up JDK 17
# 3. Decode keystore from GitHub secret
# 4. Build release APK (assembleRelease)
# 5. Sign APK
# 6. Create GitHub Release with APK asset
GitHub Secrets Required
| Secret | Purpose |
|---|---|
KEYSTORE_BASE64 |
Base64-encoded release keystore |
KEYSTORE_PASSWORD |
Keystore password |
KEY_ALIAS |
Key alias name |
KEY_PASSWORD |
Key password |
Database Migrations
Schema changes are inevitable as the app evolves. Room requires explicit migrations to preserve user data.
Strategy
- Never use
fallbackToDestructiveMigration()— this destroys all user data on schema change - Define all migrations in
Migrations.ktasMigration(oldVersion, newVersion)objects - Test every migration path with Room's
MigrationTestHelper - Keep a version history:
| Version | Changes |
|---|---|
| 1 | Initial schema (transactions, categories, budgets, category_rules) |
Example Migration Pattern
val MIGRATION_1_2 = object : Migration(1, 2) {
override fun migrate(db: SupportSQLiteDatabase) {
db.execSQL("ALTER TABLE transactions ADD COLUMN newField TEXT")
}
}
Notes
- All data stays on device — no external server, no analytics, no tracking
- SMS parsing must be thoroughly tested with real M-Pesa SMS variations
- Fuliza messages have extra fields — parser must handle gracefully
- Fuliza has 3 distinct message types: borrow (Fuliza M-PESA amount), repayment (paid to Fuliza), and reversal — each has a different format
- Some M-Pesa SMS formats may vary slightly — keep raw SMS stored for re-parsing
- Transaction code uniqueness prevents duplicate imports
- Multi-SIM: some users have two M-Pesa lines — consider adding a
simSlotorphoneNumberfield on transactions (extracted from SMS subscription ID) if multi-line tracking is needed later - Google Drive backup uses
appDataFolderscope — backups are invisible to the user in Drive. This is by design (no extra permissions), but users should know they won't find the file browsing Drive manually - The
directioncolumn (INFLOW/OUTFLOW) is set at parse time based on transaction type, avoiding repeated derivation in every query for totals and charts