- Budget model with Weekly/Monthly/Yearly periods - BudgetService for CRUD and spending calculations - New /Budgets page for managing budgets - Dashboard integration with progress bars - Support for category-specific or total spending budgets - Period boundaries calculated from budget start date 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
58 KiB
MoneyMap Architecture Documentation
Project Overview
MoneyMap is an ASP.NET Core 8.0 Razor Pages application designed for personal finance tracking. It allows users to import bank transaction CSV files, categorize expenses, attach receipt images/PDFs, and parse receipts using AI (OpenAI GPT-4o-mini Vision API).
Technology Stack
- Framework: ASP.NET Core 8.0 (Razor Pages)
- Database: SQL Server with Entity Framework Core 9.0
- Libraries:
- CsvHelper (33.1.0) - CSV parsing
- Magick.NET (14.8.2) - PDF to image conversion
- PdfPig (0.1.11) - PDF processing
- OpenAI API - Receipt OCR and parsing
Architecture
MoneyMap follows a clean, service-oriented architecture:
┌─────────────────────────────────────────────┐
│ Razor Pages (UI Layer) │
│ Index, Upload, Transactions, ViewReceipt │
│ EditTransaction, CategoryMappings, etc. │
└────────────────┬────────────────────────────┘
│
┌────────────────┴────────────────────────────┐
│ Service Layer (Business Logic) │
│ Core Transaction Services: │
│ - TransactionImporter │
│ - CardResolver │
│ - TransactionCategorizer │
│ - TransactionService (NEW) │
│ - TransactionStatisticsService (NEW) │
│ Entity Management Services: │
│ - AccountService (NEW) │
│ - CardService (NEW) │
│ - MerchantService (EXPANDED) │
│ Receipt Services: │
│ - ReceiptMatchingService (NEW) │
│ - ReceiptManager │
│ - AIReceiptParser │
│ Reference & Dashboard: │
│ - ReferenceDataService (NEW) │
│ - DashboardService │
└────────────────┬────────────────────────────┘
│
┌────────────────┴────────────────────────────┐
│ Data Access Layer (EF Core) │
│ MoneyMapContext │
└────────────────┬────────────────────────────┘
│
┌────────────────┴────────────────────────────┐
│ SQL Server Database │
│ Cards, Accounts, Transactions, Receipts, │
│ ReceiptLineItems, ReceiptParseLogs, │
│ CategoryMappings, Merchants, Budgets │
└─────────────────────────────────────────────┘
Core Domain Models
Account (Models/Account.cs)
Represents a bank account (checking, savings, credit card account).
Properties:
Id(int) - Primary keyIssuer(string, 100) - Institution nameLast4(string, 4) - Last 4 digits of account numberOwner(string, 100) - Account owner name (optional)DisplayLabel(string, computed) - Formatted label for displayCards- Collection of cards linked to this accountTransactions- Collection of transactions for this account
Card (Models/Card.cs)
Represents a payment card (credit/debit) linked to an account.
Properties:
Id(int) - Primary keyAccountId(int) - Foreign key to AccountIssuer(string, 100) - Card issuer (VISA, MC, etc.)Last4(string, 4) - Last 4 digits of card numberOwner(string, 100) - Cardholder name (optional)DisplayLabel(string, computed) - Formatted label for displayTransactions- Navigation property to transactions
Merchant (Models/Merchant.cs)
Represents a merchant/vendor where transactions occur.
Properties:
Id(int) - Primary keyName(string, 100) - Merchant nameTransactions- Collection of transactions with this merchantCategoryMappings- Collection of category mapping rules
Transaction (Models/Transaction.cs)
Core entity representing a bank transaction.
Properties:
Id(long) - Primary keyDate(DateTime) - Transaction dateTransactionType(string, 20) - "DEBIT"/"CREDIT"Name(string, 200) - Transaction name from CSVMemo(string, 500) - Transaction descriptionAmount(decimal) - Amount (negative = debit, positive = credit)Category(string, 100) - Expense categoryMerchantId(int?) - Foreign key to MerchantNotes(string) - User notesAccountId(int) - Foreign key to Account (required)CardId(int?) - Foreign key to Card (optional)TransferToAccountId(int?) - Foreign key for transfersLast4(string, 4) - Cached last 4 digits from memoReceipts- Collection of attached receipts
Unique Index: Date + Amount + Name + Memo + AccountId + CardId (prevents duplicates)
Computed Properties:
IsCredit- Returns true if Amount > 0IsDebit- Returns true if Amount < 0IsTransfer- Returns true if TransferToAccountId is setPaymentMethodLabel- Formatted payment method string
Receipt (Models/Receipt.cs)
Stores uploaded receipt files (images/PDFs) linked to transactions.
Properties:
Id(long) - Primary keyTransactionId(long?) - Foreign key to Transaction (nullable to support unmapped receipts)FileName(string, 260) - Original file name (sanitized)ContentType(string, 100) - MIME typeStoragePath(string, 1024) - Relative path in wwwrootFileSizeBytes(long) - File sizeFileHashSha256(string, 64) - SHA256 hash for deduplicationUploadedAtUtc(DateTime) - Upload timestamp
Parsed Fields (populated by AI parser):
Merchant(string, 200) - Merchant name extracted from receiptReceiptDate(DateTime?) - Date on receiptDueDate(DateTime?) - Payment due date (for bills only)Subtotal,Tax,Total(decimal?) - Monetary amountsCurrency(string, 8) - Currency code
Navigation Properties:
ParseLogs- Collection of parse attemptsLineItems- Collection of receipt line items
Unique Index: TransactionId + FileHashSha256 (prevents duplicate uploads, filtered WHERE TransactionId IS NOT NULL)
ReceiptLineItem (Models/ReceiptLineItem.cs)
Individual line items extracted from receipts.
Properties:
Id(long) - Primary keyReceiptId(long) - Foreign key to ReceiptLineNumber(int) - Sequential line numberDescription(string, 300) - Item descriptionQuantity(decimal?) - Quantity purchased (null for services/fees)UnitPrice(decimal?) - Price per unitLineTotal(decimal) - Total for this line
ReceiptParseLog (Models/ReceiptParseLog.cs)
Logs each receipt parsing attempt for auditing.
Properties:
Id(long) - Primary keyReceiptId(long) - Foreign key to ReceiptProvider(string, 50) - "OpenAI"Model(string, 100) - Model used (e.g., "gpt-4o-mini")StartedAtUtc,CompletedAtUtc(DateTime)Success(bool) - Parse success statusConfidence(decimal?) - AI confidence scoreError(string?) - Error message if failedRawProviderPayloadJson(string?) - Full API response
CategoryMapping (Services/TransactionCategorizer.cs)
Pattern-based rules for auto-categorization with merchant linking.
Properties:
Id(int) - Primary keyCategory(string) - Category namePattern(string) - Merchant name pattern to matchMerchantId(int?) - Foreign key to Merchant (optional)Priority(int) - Higher priority checked first (default 0)
Budget (Models/Budget.cs)
Represents a spending budget for a category or total spending.
Properties:
Id(int) - Primary keyCategory(string?, 100) - Category name (null = total spending budget)Amount(decimal) - Budget limit amountPeriod(BudgetPeriod) - Weekly, Monthly, or YearlyStartDate(DateTime) - When budget becomes effective (used for period boundaries)IsActive(bool) - Whether budget is currently activeNotes(string?, 500) - Optional notes
Computed Properties:
IsTotalBudget- Returns true if Category is nullDisplayName- Returns Category or "Total Spending"
Unique Index: Category + Period (filtered WHERE IsActive = 1, prevents duplicate active budgets)
BudgetPeriod Enum:
Weekly(0) - 7-day periods from StartDateMonthly(1) - Monthly periods based on StartDate day-of-monthYearly(2) - Annual periods from StartDate anniversary
Service Layer
TransactionImporter (Pages/Upload.cshtml.cs)
Interface: ITransactionImporter
Responsibility: Import transactions from CSV files.
Key Methods:
ImportAsync(Stream csvStream, ImportContext context)- Parses CSV using CsvHelper
- Resolves card for each transaction (auto or manual)
- Deduplicates against database and current batch
- Returns
ImportOperationResultwith stats
Workflow:
- Read CSV with flexible header mapping
- For each row:
- Resolve card using CardResolver
- Map CSV row to Transaction entity
- Check for duplicates (database + in-memory batch)
- Add non-duplicates to batch
- Bulk save to database
- Return import statistics
Location: Pages/Upload.cshtml.cs:92-180
CardResolver (Pages/Upload.cshtml.cs)
Interface: ICardResolver
Responsibility: Determine which card a transaction belongs to.
Key Methods:
ResolveCardAsync(string? memo, ImportContext context)- Auto mode: Extract last 4 digits from memo or filename
- Manual mode: Use user-selected card
- Auto-creates cards if not found
- Returns
CardResolutionResult
Card Extraction Logic:
- From memo: Regex pattern
\b(?:\.|\s)(\d{4,6})\bextracts last 4 digits - From filename: Split by
-,_, or space; find 4-digit numeric segment - Auto-create: If card doesn't exist, creates new Card with Owner="Unknown"
Location: Pages/Upload.cshtml.cs:190-248
TransactionCategorizer (Services/TransactionCategorizer.cs)
Interface: ITransactionCategorizer
Responsibility: Auto-categorize transactions based on merchant name patterns.
Key Methods:
CategorizeAsync(string merchantName, decimal? amount = null)- Matches merchant name against CategoryMapping patterns (case-insensitive)
- Special logic: Gas stations with small purchases (<-$20) → "Convenience Store"
- Assigns merchant to transaction if mapping has MerchantId
- Returns category string or empty if no match
GetAllMappingsAsync()- Retrieve all mappings for management UISeedDefaultMappingsAsync()- One-time seed of default category rules
Default Categories (200+ patterns):
- Online shopping (Amazon, Sephora, Kohls, etc.)
- Walmart (separate: Online, Pickup/Grocery)
- Pizza chains (Domino's, Papa John's, etc.)
- Brick/mortar stores (Dollar General, Kroger, Target, etc.)
- Restaurants (McDonald's, Starbucks, Olive Garden, etc.)
- School expenses
- Health (pharmacies, clinics, dental)
- Gas & Auto (high priority, 100)
- Utilities/Services (Verizon, Comcast, etc.)
- Entertainment (Netflix, Hulu, Steam, etc.)
- Banking fees (highest priority, 200)
- Mortgage, Car Payment, Insurance
- Credit Card payments
- Ice Cream/Treats
- Government/DMV
- Home Improvement
- Software/Subscriptions
Location: Services/TransactionCategorizer.cs:31-231
TransactionService (Services/TransactionService.cs)
Interface: ITransactionService
Responsibility: Core transaction operations including duplicate detection, retrieval, and deletion.
Key Methods:
-
IsDuplicateAsync(Transaction transaction)- Checks if a transaction already exists in the database
- Matches on: Date, Amount, Name, Memo, AccountId, and CardId
- Used during CSV import to prevent duplicate entries
- Returns boolean indicating if duplicate exists
-
GetTransactionByIdAsync(long id, bool includeRelated = false)- Retrieves a transaction by ID
- Optional parameter to include related entities (Card, Account, Merchant, Receipts, etc.)
- Returns Transaction entity or null if not found
-
DeleteTransactionAsync(long id)- Deletes a transaction and all related data
- Cascades to Receipts, ParseLogs, and LineItems
- Returns boolean indicating success
Design Pattern:
- Consolidates duplicate detection logic previously scattered across multiple PageModels
- Single source of truth for transaction CRUD operations
- Improves testability by separating business logic from UI layer
Location: Services/TransactionService.cs
ReceiptMatchingService (Services/ReceiptMatchingService.cs)
Interface: IReceiptMatchingService
Responsibility: Match receipts to transactions using intelligent scoring based on date, merchant, and amount.
Key Methods:
-
FindMatchingTransactionsAsync(ReceiptMatchCriteria criteria)- Finds candidate transactions that match receipt criteria
- Uses multi-stage filtering and scoring algorithm
- Returns sorted list of
TransactionMatchobjects with relevance scores
-
GetTransactionIdsWithReceiptsAsync()- Returns set of transaction IDs that already have receipts
- Used to exclude already-mapped transactions from matching
Matching Algorithm:
-
Date Filtering:
- Regular receipts: ±3 days from receipt date
- Bills with due dates: From receipt date to due date + 5 days (for auto-pay delays)
- No date: Skip date filter
-
Merchant Matching (Word-Based Scoring):
- Exact match: Score = 1000
- Word overlap: Count matching words between receipt merchant and transaction name/merchant
- Splits on spaces, hyphens, underscores, periods
- Uses case-insensitive comparison
- Prioritizes merchant name over transaction description
-
Amount Tolerance:
- ±10% tolerance from receipt total
- Marks exact matches and close matches separately
- Filters out transactions outside tolerance range
-
Fallback:
- If no matches found and no receipt date: Returns 50 most recent unmapped transactions
DTOs:
ReceiptMatchCriteria- Input criteria (receipt date, due date, total, merchant, exclusions)TransactionMatch- Output with transaction details and match quality flags (IsExactAmount, IsCloseAmount)
Design Pattern:
- Extracts complex 140+ line matching algorithm from Receipts PageModel
- Enables unit testing of matching logic
- Centralizes receipt-to-transaction correlation rules
Location: Services/ReceiptMatchingService.cs
AccountService (Services/AccountService.cs)
Interface: IAccountService
Responsibility: Account management including retrieval, validation, and deletion.
Key Methods:
-
GetAccountByIdAsync(int id, bool includeRelated = false)- Retrieves account by ID with optional related data (cards, transactions)
- Returns Account entity or null
-
GetAllAccountsWithStatsAsync()- Gets all accounts with transaction counts
- Returns list of
AccountWithStatsDTOs - Sorted by owner, institution, last4
-
GetAccountDetailsAsync(int id)- Gets comprehensive account details including linked cards and stats
- Returns
AccountDetailsDTO with cards and transaction counts
-
CanDeleteAccountAsync(int id)- Validates if account can be deleted (no transactions)
- Returns
DeleteValidationResult
-
DeleteAccountAsync(int id)- Deletes account after validation
- Returns
DeleteResultwith success/failure message
DTOs:
AccountWithStats- Account with transaction countAccountDetails- Full account details with cards and statisticsDeleteValidationResult- Validation result with reason if cannot deleteDeleteResult- Operation result with success status and message
Design Pattern:
- Consolidates account deletion validation logic from multiple PageModels
- Provides single source of truth for account operations
- Improves testability
Location: Services/AccountService.cs
CardService (Services/CardService.cs)
Interface: ICardService
Responsibility: Card management including retrieval, validation, and deletion.
Key Methods:
-
GetCardByIdAsync(int id, bool includeRelated = false)- Retrieves card by ID with optional related data (account, transactions)
- Returns Card entity or null
-
GetAllCardsWithStatsAsync()- Gets all cards with transaction counts
- Returns list of
CardWithStatsDTOs - Sorted by owner, last4
-
CanDeleteCardAsync(int id)- Validates if card can be deleted (no transactions)
- Returns
DeleteValidationResult
-
DeleteCardAsync(int id)- Deletes card after validation
- Returns
DeleteResultwith success/failure message
DTOs:
CardWithStats- Card with transaction count
Design Pattern:
- Consolidates card deletion validation logic from Cards and AccountDetails pages
- Mirrors AccountService for consistency
- Enables reusable card management operations
Location: Services/CardService.cs
MerchantService (Services/MerchantService.cs) - EXPANDED
Interface: IMerchantService
Responsibility: Merchant management including creation, retrieval, update, and deletion.
Existing Methods:
FindByNameAsync(string name)- Find merchant by exact name matchGetOrCreateAsync(string name)- Get existing or create new merchantGetOrCreateIdAsync(string? name)- Get or create merchant and return ID
New Methods:
-
GetMerchantByIdAsync(int id, bool includeRelated = false)- Retrieves merchant by ID with optional related data (transactions, category mappings)
-
GetAllMerchantsWithStatsAsync()- Gets all merchants with transaction and mapping counts
- Returns list of
MerchantWithStatsDTOs - Sorted alphabetically by name
-
UpdateMerchantAsync(int id, string newName)- Updates merchant name with duplicate checking
- Returns
MerchantUpdateResult
-
DeleteMerchantAsync(int id)- Deletes merchant and reports unlinked transactions/mappings
- Returns
MerchantDeleteResultwith counts
DTOs:
MerchantWithStats- Merchant with transaction and mapping countsMerchantUpdateResult- Update operation resultMerchantDeleteResult- Delete operation result with impact statistics
Design Pattern:
- Expands existing service with full CRUD operations
- Used by EditTransaction for merchant creation
- Used by Merchants page for management UI
Location: Services/MerchantService.cs
BudgetService (Services/BudgetService.cs)
Interface: IBudgetService
Responsibility: Budget management including CRUD operations and spending calculations.
Key Methods:
-
GetAllBudgetsAsync(bool activeOnly = true)- Get all budgets, optionally filtered to active only -
GetBudgetByIdAsync(int id)- Get budget by ID -
CreateBudgetAsync(Budget budget)- Create new budget with duplicate validation -
UpdateBudgetAsync(Budget budget)- Update existing budget -
DeleteBudgetAsync(int id)- Delete budget -
GetAllBudgetStatusesAsync(DateTime? asOfDate = null)- Get spending status for all active budgets -
GetBudgetStatusAsync(int budgetId, DateTime? asOfDate = null)- Get spending status for specific budget -
GetAvailableCategoriesAsync()- Get list of categories for budget creation -
GetPeriodBoundaries(BudgetPeriod period, DateTime startDate, DateTime asOfDate)- Calculate period start/end dates
Period Boundary Logic:
- Weekly: 7-day periods starting from StartDate
- Monthly: Periods run from StartDate's day-of-month (e.g., 15th to 14th)
- Yearly: Annual periods from StartDate anniversary
DTOs:
BudgetOperationResult- CRUD operation result with success/messageBudgetStatus- Budget with calculated spending data:Budget- The budget entityPeriodStart,PeriodEnd- Current period boundariesSpent- Total spending in periodRemaining- Budget amount minus spentPercentUsed- Percentage of budget consumedIsOverBudget- Whether spending exceeds budgetStatusClass- CSS class (success/warning/danger)
Design Pattern:
- Follows service layer pattern with interface
- Uses DTOs for complex return types
- Calculates spending by querying transactions within period boundaries
- Excludes transfers from spending calculations
Location: Services/BudgetService.cs
TransactionStatisticsService (Services/TransactionStatisticsService.cs)
Interface: ITransactionStatisticsService
Responsibility: Calculate transaction statistics and aggregates.
Key Methods:
-
CalculateStatsAsync(IQueryable<Transaction> query)- Calculates statistics for any filtered set of transactions
- Returns
TransactionStatsDTO with counts and totals - Computes: total count, total debits, total credits, net amount
-
GetCategorizationStatsAsync()- Gets categorization statistics for entire database
- Returns
CategorizationStatswith categorized/uncategorized counts
-
GetCardStatsForAccountAsync(int accountId)- Gets transaction counts for all cards linked to an account
- Returns list of
CardStatsDTOs
DTOs:
TransactionStats- Aggregate statistics (count, debits, credits, net)CategorizationStats- Categorization summaryCardStats- Card with transaction count
Design Pattern:
- Consolidates statistics calculation from Transactions, Recategorize, and AccountDetails pages
- Enables consistent statistics across the application
- Improves performance by centralizing query logic
Location: Services/TransactionStatisticsService.cs
ReferenceDataService (Services/ReferenceDataService.cs)
Interface: IReferenceDataService
Responsibility: Provide reference/lookup data for dropdowns and filters.
Key Methods:
-
GetAvailableCategoriesAsync()- Gets all distinct categories from transactions
- Returns sorted list of category names
- Excludes empty/whitespace categories
-
GetAvailableMerchantsAsync()- Gets all merchants sorted by name
- Returns list of Merchant entities
-
GetAvailableCardsAsync(bool includeAccount = true)- Gets all cards with optional account information
- Returns sorted list of Card entities
- Sorted by owner, last4
-
GetAvailableAccountsAsync()- Gets all accounts sorted by institution and last4
- Returns list of Account entities
Design Pattern:
- Centralizes repetitive reference data queries used across multiple pages
- Reduces code duplication in Transactions, EditTransaction, Upload pages
- Provides consistent sorting and filtering
Location: Services/ReferenceDataService.cs
DashboardService (Pages/Index.cshtml.cs)
Interface: IDashboardService
Responsibility: Aggregate dashboard statistics and data.
Key Methods:
GetDashboardDataAsync(int topCategoriesCount, int recentTransactionsCount)- Orchestrates calls to specialized providers
- Returns
DashboardDataDTO
Sub-Services:
IDashboardStatsCalculator
CalculateAsync()- Compute aggregate stats:- Total transactions, credits, debits, uncategorized count
- Total receipts, total cards
ITopCategoriesProvider
GetTopCategoriesAsync(int count, int lastDays)- Aggregates spending by category for last N days (default 90)
- Returns top N categories by total spend
- Includes transaction count and average per transaction
- Excludes transfers
IRecentTransactionsProvider
GetRecentTransactionsAsync(int count)- Fetches most recent N transactions (default 20)
- Includes card label, receipt count
- Sorted by date descending, then ID descending
Location: Pages/Index.cshtml.cs:63-250
ReceiptManager (Services/ReceiptManager.cs)
Interface: IReceiptManager
Responsibility: Handle receipt file uploads, storage, and transaction mapping.
Key Methods:
-
UploadReceiptAsync(long transactionId, IFormFile file)- Validates file (10MB max, allowed extensions: jpg, jpeg, png, pdf, gif, heic)
- Computes SHA256 hash for deduplication
- Checks for duplicates (same hash or same filename + size)
- Saves file to
wwwroot/receipts/{transactionId}_{guid}{ext} - Sanitizes filename (removes non-ASCII like ®, ™, ©)
- Creates Receipt entity in database
- Returns
ReceiptUploadResultwith duplicate warnings
-
UploadUnmappedReceiptAsync(IFormFile file)- Same as UploadReceiptAsync but for receipts without initial transaction mapping
- TransactionId is null until later mapped
-
MapReceiptToTransactionAsync(long receiptId, long transactionId)- Links an unmapped receipt to a transaction
- Returns success boolean
-
DeleteReceiptAsync(long receiptId)- Deletes physical file from disk
- Removes database record (cascades to ParseLogs and LineItems)
-
GetReceiptPhysicalPath(Receipt receipt)- Resolves storage path -
GetReceiptAsync(long receiptId)- Retrieves receipt with transaction
Duplicate Detection:
- SHA256 hash matching (identical files)
- Filename + size matching (possible duplicates)
- Returns
DuplicateWarninglist with existing receipts - User can confirm upload anyway via modal dialog
Security Features:
- File size validation (10MB limit)
- Extension whitelist
- Filename sanitization
- SHA256 deduplication
Location: Services/ReceiptManager.cs:23-199
OpenAIReceiptParser (Services/OpenAIReceiptParser.cs)
Interface: IReceiptParser
Responsibility: Parse receipts using OpenAI GPT-4o-mini Vision API.
Key Methods:
ParseReceiptAsync(long receiptId)- Loads receipt file from disk
- Converts PDFs to PNG images using ImageMagick (220 DPI)
- Calls OpenAI Vision API with structured prompt
- Parses JSON response (merchant, date, due date, amounts, line items)
- Updates Receipt entity with extracted data
- Replaces existing line items
- Logs parse attempt in ReceiptParseLog
- Attempts auto-mapping if receipt is unmapped
- Returns
ReceiptParseResult
API Configuration:
- Model:
gpt-4o-mini - Temperature: 0.1 (deterministic)
- Max tokens: 2000
- API key: Environment variable
OPENAI_API_KEYor configOpenAI:ApiKey
Prompt Strategy:
- Structured JSON request with schema example
- Extracts: merchant, date, dueDate (for bills), subtotal, tax, total, confidence
- Line items with: description, quantity, unitPrice, lineTotal
- Special handling: Services/fees have null quantity (not products)
- Due date extraction: For bills (utility, credit card, etc.), extracts payment due date
PDF Handling:
- ImageMagick converts first page to PNG at 220 DPI
- Flattens alpha channel (white background)
- TrueColor 8-bit RGB output
Auto-Mapping Integration:
- After successful parse of unmapped receipts, triggers ReceiptAutoMapper
- Attempts to automatically link receipt to matching transaction
- Silently fails if auto-mapping unsuccessful (parsing still successful)
Location: Services/OpenAIReceiptParser.cs:23-342
ReceiptAutoMapper (Services/ReceiptAutoMapper.cs)
Interface: IReceiptAutoMapper
Responsibility: Automatically map parsed receipts to matching transactions using smart matching rules.
Key Methods:
-
AutoMapReceiptAsync(long receiptId)- Attempts to match a single receipt to a transaction
- Uses date range, merchant name, and amount matching
- Returns
ReceiptAutoMapResultwith status (Success, NoMatch, MultipleMatches, AlreadyMapped, NotParsed, Failed)
-
AutoMapUnmappedReceiptsAsync()- Bulk processes all unmapped parsed receipts
- Returns
BulkAutoMapResultwith counts (total, mapped, no match, multiple matches)
Matching Algorithm:
-
Date Range Filtering:
- For bills with due dates:
billDatetodueDate + 5 days(accounts for auto-pay delays, weekends, bank processing) - For regular receipts:
receiptDate ± 3 days(accounts for transaction posting delays) - No date = no match (can't narrow down effectively)
- For bills with due dates:
-
Merchant Filtering (optional):
- Matches if merchant name or transaction name contains receipt merchant
- Case-insensitive contains matching
-
Amount Matching (optional):
- If receipt has total: matches transactions within ±$0.10 tolerance
- Accounts for rounding differences and tips
-
Receipt Exclusion:
- Excludes transactions that already have receipts attached
- Uses HashSet for performance
Auto-Mapping Triggers:
- Automatically triggered after successful receipt parsing (if receipt is unmapped)
- Can be manually triggered via "Auto-Map Unmapped Receipts" button on Receipts page
Result Status Types:
Success- Single match found, receipt mapped automaticallyNoMatch- No matching transactions foundMultipleMatches- Multiple potential matches found (requires manual selection)AlreadyMapped- Receipt already linked to a transactionNotParsed- Receipt has no parsed data (merchant, date, or total missing)Failed- Error during mapping process
Location: Services/ReceiptAutoMapper.cs
TransactionAICategorizer (Services/TransactionAICategorizer.cs)
Interface: ITransactionAICategorizer
Responsibility: AI-powered categorization for uncategorized transactions.
Key Methods:
-
ProposeCategorizationAsync(Transaction transaction)- Analyzes transaction details (name, memo, amount, date)
- Calls OpenAI GPT-4o-mini with categorization prompt
- Returns
AICategoryProposalwith category, merchant, pattern, and confidence - Auto-suggests rule creation for high confidence (≥70%)
-
ProposeBatchCategorizationAsync(List<Transaction> transactions)- Processes transactions in batches of 5 to avoid rate limits
- Returns list of proposals for review
-
ApplyProposalAsync(long transactionId, AICategoryProposal proposal, bool createRule)- Updates transaction category and merchant
- Optionally creates CategoryMapping rule for future auto-categorization
- Returns
ApplyProposalResultwith success status
API Configuration:
- Model:
gpt-4o-mini - Temperature: 0.1 (deterministic)
- Max tokens: 300
- API key: Environment variable
OPENAI_API_KEYor configOpenAI:ApiKey - Cost:
$0.00015 per transaction ($0.015 per 100 transactions)
Prompt Strategy:
- Provides transaction details (name, memo, amount, date)
- Requests JSON response with category, canonical_merchant, pattern, confidence, reasoning
- Includes common category examples for context
- High confidence threshold (≥70%) suggests automatic rule creation
CategoryMapping Enhancements:
Confidence(decimal?) - AI confidence score (0.0-1.0)CreatedBy(string?) - "AI" or "User"CreatedAt(DateTime?) - Rule creation timestamp
Location: Services/TransactionAICategorizer.cs
Data Access Layer
MoneyMapContext (Data/MoneyMapContext.cs)
EF Core DbContext managing all database entities.
DbSets:
Accounts- Bank accountsCards- Payment cardsMerchants- Merchants/vendorsTransactions- Bank transactionsReceipts- Receipt filesReceiptParseLogs- Parse attempt logsReceiptLineItems- Receipt line itemsCategoryMappings- Categorization rules
Key Configuration:
- Transactions ↔ Cards: Restrict delete (can't delete card with transactions)
- Transactions ↔ Accounts: Restrict delete (can't delete account with transactions)
- Receipts ↔ Transactions: Cascade delete (deleting transaction removes receipts)
- ReceiptParseLogs ↔ Receipts: Cascade delete
- ReceiptLineItems ↔ Receipts: Cascade delete
Performance Indexes:
- Transaction.Date, Transaction.Amount, Transaction.Category (filtering)
- Card: (Issuer, Last4, Owner) composite
- Transaction: (Date, Amount, Name, Memo, AccountId, CardId) unique constraint
- Receipt: (TransactionId, FileHashSha256) unique constraint
Location: Data/MoneyMapContext.cs:9-107
Razor Pages (UI Layer)
Index.cshtml / IndexModel (Dashboard)
Route: /
Purpose: Main dashboard showing financial overview.
Displays:
- Aggregate stats (total transactions, credits, debits, uncategorized, receipts, cards)
- Top 8 spending categories (last 90 days) with average per transaction
- Recent 20 transactions with card labels and receipt counts
Dependencies: IDashboardService
Location: Pages/Index.cshtml.cs:12-250
Upload.cshtml / UploadModel (CSV Import)
Route: /Upload
Purpose: Import bank transactions from CSV files.
Features:
- Card selection mode: Auto (extract from memo/filename) or Manual (user selects)
- Duplicate detection (unique constraint on Date+Amount+Name+Memo+AccountId+CardId)
- Auto-creates cards if not found in Auto mode
- Displays import stats (total, inserted, skipped)
Form Inputs:
- CSV file
- Card mode (radio: Auto/Manual)
- Card dropdown (if Manual mode)
Dependencies: ITransactionImporter
Location: Pages/Upload.cshtml.cs:17-333
Transactions.cshtml / TransactionsModel
Route: /Transactions
Purpose: View and search all transactions with advanced filtering.
Features:
- Search by name, memo, category, notes, or merchant
- Filter by card, category, merchant, date range
- Quick date range selectors (30/60/90 days, last year, this month, last month)
- Sort by date, amount, name, category
- Pagination with preserved filters
- Transaction ID display for easy reference
- Receipt count indicator with badge
- Upload CSV button in header
- Edit transaction link
Stats Display:
- Total transaction count
- Current page showing count
- Total spent (debits sum)
- Total income (credits sum)
- Net amount with color coding
Location: Pages/Transactions.cshtml.cs
Receipts.cshtml / ReceiptsModel
Route: /Receipts
Purpose: Manage receipts with upload, mapping, and auto-mapping capabilities.
Features:
- Upload receipts without initial transaction mapping (unmapped receipts)
- Duplicate detection with blocking modal dialog
- SHA256 hash matching (identical files)
- Filename + size matching (possible duplicates)
- User confirmation required to proceed
- View all receipts (mapped and unmapped) with status badges
- Manual receipt-to-transaction mapping via modal selector
- Auto-map unmapped receipts button (bulk operation)
- Smart transaction matching with filters
- Receipt info display: merchant, date, due date (for bills), total
- Delete receipts
- View receipt details
Transaction Selector Modal:
- Displays up to 50 matching transactions in scrollable table
- Date range filtering:
- Bills with due dates: bill date to due date + 5 days
- Regular receipts: receipt date ± 3 days
- Merchant-based relevance sorting (exact match > contains > no match)
- Amount matching with green highlighting (±$0.10 tolerance)
- Auto-scroll to first amount match when modal opens
- Manual transaction ID entry option
- Link to open Transactions page for searching
Receipt List Columns:
- Uploaded timestamp
- File name with icon (image/PDF)
- Receipt info (merchant, date, due date, total)
- Mapped transaction details or "Unmapped" badge
- Actions: View, Map (if unmapped), Delete
Dependencies: IReceiptManager, IReceiptAutoMapper
Location: Pages/Receipts.cshtml.cs
EditTransaction.cshtml / EditTransactionModel
Route: /EditTransaction/{id}
Purpose: Edit transaction details.
Features:
- Update category (select existing or create new)
- Update merchant (select existing or create new)
- Update notes
- Upload/delete receipts
- View receipt thumbnails with parsed data
- Trigger AI receipt parsing
Location: Pages/EditTransaction.cshtml.cs:27-202
ViewReceipt.cshtml / ViewReceiptModel
Route: /ViewReceipt/{id}
Purpose: View receipt details and parsed data.
Displays:
- Receipt image/PDF preview
- File metadata (name, size, upload date)
- Parsed merchant, date, amounts
- Line items table (description, quantity, unit price, total)
- Parse logs (provider, model, confidence, timestamp, errors)
- Actions: Re-parse, Delete
Dependencies: IReceiptManager, IReceiptParser
Location: Pages/ViewReceipt.cshtml.cs:16-126
CategoryMappings.cshtml / CategoryMappingsModel
Route: /CategoryMappings
Purpose: Manage category mapping rules.
Features:
- View all category patterns grouped by category
- Add/edit/delete mappings
- Assign merchant to mapping (creates normalized merchant name)
- Priority management (higher = checked first)
- Seed default mappings
- Export/import mappings as JSON
Dependencies: ITransactionCategorizer
Location: Pages/CategoryMappings.cshtml.cs:16-91
Merchants.cshtml / MerchantsModel
Route: /Merchants
Purpose: Manage merchant entities.
Features:
- View all merchants
- Edit merchant names
- Delete merchants (with confirmation)
- See transaction count per merchant
Location: Pages/Merchants.cshtml.cs
Budgets.cshtml / BudgetsModel
Route: /Budgets
Purpose: Manage spending budgets and track budget status.
Features:
- Create budgets for specific categories or total spending
- Support for Weekly, Monthly, and Yearly periods
- Real-time spending vs budget tracking with progress bars
- Color-coded status (green/yellow/red based on % used)
- Pause/resume budgets without deleting
- Edit budget amounts and periods
- View active and inactive budgets separately
Budget Types:
- Category Budget: Track spending for a specific category (e.g., "Dining Out")
- Total Budget: Track all spending combined (Category = null)
Period Boundaries:
- Periods are calculated relative to the budget's StartDate
- Monthly budgets run from the StartDate's day (e.g., if StartDate is Jan 15, periods run 15th to 14th)
- Weekly budgets run in 7-day increments from StartDate
- Yearly budgets run from the StartDate anniversary
Dependencies: IBudgetService
Location: Pages/Budgets.cshtml.cs
Recategorize.cshtml / RecategorizeModel
Route: /Recategorize
Purpose: Bulk recategorize uncategorized transactions.
Features:
- Lists all transactions without a category
- Applies TransactionCategorizer rules
- Updates matching transactions
- Reports counts (total, categorized, still uncategorized)
Dependencies: ITransactionCategorizer
Location: Pages/Recategorize.cshtml.cs:16-87
ReviewAISuggestions.cshtml / ReviewAISuggestionsModel
Route: /ReviewAISuggestions
Purpose: AI-powered categorization suggestions for uncategorized transactions.
Features:
- Lists up to 50 most recent uncategorized transactions
- Generate AI suggestions button (processes up to 20 at a time)
- Cost transparency (~$0.00015 per transaction)
- Link to view uncategorized transactions
Dependencies: ITransactionAICategorizer
Location: Pages/ReviewAISuggestions.cshtml.cs
ReviewAISuggestionsWithProposals.cshtml / ReviewAISuggestionsWithProposalsModel
Route: /ReviewAISuggestionsWithProposals
Purpose: Review and apply AI categorization proposals.
Features:
- Display AI proposals with confidence scores
- Color-coded confidence indicators (green ≥80%, yellow 60-79%, red <60%)
- Individual actions: Accept (with/without rule), Reject, Edit Manually
- Bulk action: Apply all high-confidence suggestions (≥80%)
- Shows AI reasoning for each suggestion
- Stores proposals in session for review workflow
Dependencies: ITransactionAICategorizer
Location: Pages/ReviewAISuggestionsWithProposals.cshtml.cs
Configuration
appsettings.json
{
"ConnectionStrings": {
"MoneyMapDb": "Server=...;Database=MoneyMap;..."
},
"OpenAI": {
"ApiKey": "sk-..." // Optional, can use OPENAI_API_KEY env var
},
"Receipts": {
"StoragePath": "receipts" // Relative to wwwroot
}
}
Program.cs Dependency Injection
// Database
builder.Services.AddDbContext<MoneyMapContext>(options =>
options.UseSqlServer(...));
// Transaction Services
builder.Services.AddScoped<ITransactionImporter, TransactionImporter>();
builder.Services.AddScoped<ICardResolver, CardResolver>();
builder.Services.AddScoped<ITransactionCategorizer, TransactionCategorizer>();
// Dashboard Services
builder.Services.AddScoped<IDashboardService, DashboardService>();
builder.Services.AddScoped<IDashboardStatsCalculator, DashboardStatsCalculator>();
builder.Services.AddScoped<ITopCategoriesProvider, TopCategoriesProvider>();
builder.Services.AddScoped<IRecentTransactionsProvider, RecentTransactionsProvider>();
// Receipt Services
builder.Services.AddScoped<IReceiptManager, ReceiptManager>();
builder.Services.AddHttpClient<IReceiptParser, OpenAIReceiptParser>();
builder.Services.AddScoped<IReceiptAutoMapper, ReceiptAutoMapper>();
builder.Services.AddScoped<IMerchantService, MerchantService>();
Location: Program.cs:1-44
Database Schema (SQL Server)
Accounts Table
Id (int, PK)
Issuer (nvarchar(100), NOT NULL)
Last4 (nvarchar(4), NOT NULL)
Owner (nvarchar(100))
INDEX: (Issuer, Last4, Owner)
Cards Table
Id (int, PK)
AccountId (int, FK → Accounts.Id, RESTRICT)
Issuer (nvarchar(100), NOT NULL)
Last4 (nvarchar(4), NOT NULL)
Owner (nvarchar(100))
INDEX: (Issuer, Last4, Owner)
Merchants Table
Id (int, PK)
Name (nvarchar(100), NOT NULL)
Transactions Table
Id (bigint, PK)
Date (datetime2, NOT NULL)
TransactionType (nvarchar(20))
Name (nvarchar(200), NOT NULL)
Memo (nvarchar(500))
Amount (decimal(18,2), NOT NULL)
Category (nvarchar(100))
MerchantId (int, FK → Merchants.Id, SET NULL)
Notes (nvarchar(max))
AccountId (int, FK → Accounts.Id, RESTRICT)
CardId (int, FK → Cards.Id, RESTRICT)
TransferToAccountId (int, FK → Accounts.Id, RESTRICT)
Last4 (nvarchar(4))
UNIQUE INDEX: (Date, Amount, Name, Memo, AccountId, CardId)
INDEX: Date, Amount, Category
Receipts Table
Id (bigint, PK)
TransactionId (bigint, FK → Transactions.Id, CASCADE, NULLABLE)
FileName (nvarchar(260), NOT NULL)
ContentType (nvarchar(100), DEFAULT 'application/octet-stream')
StoragePath (nvarchar(1024), NOT NULL)
FileSizeBytes (bigint, NOT NULL)
FileHashSha256 (nvarchar(64), NOT NULL)
UploadedAtUtc (datetime2, NOT NULL)
Merchant (nvarchar(200))
ReceiptDate (datetime2)
DueDate (datetime2) -- For bills: payment due date
Subtotal (decimal(18,2))
Tax (decimal(18,2))
Total (decimal(18,2))
Currency (nvarchar(8))
UNIQUE INDEX: (TransactionId, FileHashSha256) WHERE TransactionId IS NOT NULL
ReceiptParseLogs Table
Id (bigint, PK)
ReceiptId (bigint, FK → Receipts.Id, CASCADE)
Provider (nvarchar(50), NOT NULL)
Model (nvarchar(100), NOT NULL)
StartedAtUtc (datetime2, NOT NULL)
CompletedAtUtc (datetime2)
Success (bit, NOT NULL)
Confidence (decimal(18,2))
Error (nvarchar(max))
ProviderJobId (nvarchar(100))
ExtractedTextPath (nvarchar(1024))
RawProviderPayloadJson (nvarchar(max))
ReceiptLineItems Table
Id (bigint, PK)
ReceiptId (bigint, FK → Receipts.Id, CASCADE)
LineNumber (int, NOT NULL)
Description (nvarchar(300), NOT NULL)
Quantity (decimal(18,4))
UnitPrice (decimal(18,4))
LineTotal (decimal(18,2), NOT NULL)
Unit (nvarchar(16))
Sku (nvarchar(64))
Category (nvarchar(100))
CategoryMappings Table
Id (int, PK)
Category (nvarchar(max), NOT NULL)
Pattern (nvarchar(max), NOT NULL)
MerchantId (int, FK → Merchants.Id, SET NULL)
Priority (int, NOT NULL, DEFAULT 0)
Confidence (decimal(18,2), NULL) -- AI confidence score
CreatedBy (nvarchar(max), NULL) -- "AI" or "User"
CreatedAt (datetime2, NULL) -- Rule creation timestamp
Budgets Table
Id (int, PK)
Category (nvarchar(100), NULL) -- NULL = total spending budget
Amount (decimal(18,2), NOT NULL)
Period (int, NOT NULL) -- 0=Weekly, 1=Monthly, 2=Yearly
StartDate (datetime2, NOT NULL)
IsActive (bit, NOT NULL)
Notes (nvarchar(500), NULL)
UNIQUE INDEX: (Category, Period) WHERE IsActive = 1
Key Workflows
1. Import Transactions from CSV
User uploads CSV file
↓
UploadModel.OnPostAsync()
↓
TransactionImporter.ImportAsync()
↓
For each CSV row:
CardResolver.ResolveCardAsync() → Get/Create Card
Check for duplicates (DB + batch)
Add to batch if unique
↓
DbContext.SaveChangesAsync()
↓
Display import stats (inserted, skipped)
2. Auto-Categorize Transaction
Transaction inserted with Name="KROGER #123"
↓
TransactionCategorizer.CategorizeAsync("KROGER #123")
↓
Load CategoryMappings (ordered by Priority DESC)
↓
Check special case: Gas station with small purchase?
↓
Iterate mappings:
If "KROGER".Contains(pattern.ToUpper()) → Match!
Return "Brick/mortar store"
If mapping has MerchantId → Assign to transaction
↓
Update Transaction.Category and Transaction.MerchantId
3. Upload and Parse Receipt (Traditional Flow - From Transaction)
User attaches receipt to transaction
↓
EditTransactionModel.OnPostUploadReceiptAsync()
↓
ReceiptManager.UploadReceiptAsync()
- Validate file (size, extension)
- Compute SHA256 hash
- Check for duplicate (TransactionId + Hash)
- Save to wwwroot/receipts/
- Create Receipt entity
↓
User clicks "Parse Receipt"
↓
ViewReceiptModel.OnPostParseAsync()
↓
OpenAIReceiptParser.ParseReceiptAsync()
- Load receipt file
- If PDF: Convert to PNG with ImageMagick
- Encode as base64
- Call OpenAI Vision API with structured prompt
- Parse JSON response
- Update Receipt (merchant, date, due date, amounts)
- Replace ReceiptLineItems
- Create ReceiptParseLog
↓
Display parsed data
3a. Upload, Parse, and Auto-Map Receipt (New Unmapped Flow)
User visits /Receipts page
↓
User uploads receipt without transaction
↓
ReceiptsModel.OnPostUploadAsync()
↓
ReceiptManager.UploadUnmappedReceiptAsync()
- Validate file (size, extension)
- Compute SHA256 hash
- Check for duplicates (hash, filename+size)
↓
IF duplicates found:
- Delete uploaded file temporarily
- Store duplicate warnings in TempData
- Redirect to GET with modal
↓
User sees blocking modal:
Option A: Cancel (don't upload)
Option B: Upload Anyway (re-upload with confirmation)
↓
IF no duplicates OR confirmed:
- Save to wwwroot/receipts/
- Create Receipt entity (TransactionId = null)
↓
User clicks "Parse Receipt"
↓
OpenAIReceiptParser.ParseReceiptAsync()
- Parse receipt (merchant, date, due date, total, line items)
- Update Receipt entity
- Trigger ReceiptAutoMapper.AutoMapReceiptAsync()
↓
ReceiptAutoMapper.AutoMapReceiptAsync()
- Find matching transactions:
* Date filter (bill date to due date+5 OR receipt date ±3)
* Merchant filter (contains, case-insensitive)
* Amount filter (±$0.10 tolerance)
* Exclude transactions with existing receipts
↓
IF single match found:
- Auto-map receipt to transaction
- Return Success
ELSE IF multiple matches:
- Return MultipleMatches (requires manual selection)
ELSE:
- Return NoMatch
↓
IF auto-mapping failed (no match or multiple matches):
User clicks "Map" button on receipt row
↓
ReceiptsModel.FindMatchingTransactionsForReceipt()
- Apply same filtering logic
- Sort by merchant relevance (exact > contains > none)
- Return up to 50 matches
↓
Modal displays transactions in table:
- Green highlighting for amount matches
- Auto-scroll to first amount match
- Radio button selection
- Manual ID entry option
↓
User selects transaction
↓
ReceiptsModel.OnPostMapToTransactionAsync()
- Links receipt to transaction
- Redirect to receipts page
4. Dashboard Aggregation
User visits homepage (/)
↓
IndexModel.OnGet()
↓
DashboardService.GetDashboardDataAsync()
↓
Parallel data fetching:
- DashboardStatsCalculator → Total txns, credits, debits, uncategorized, receipts, cards
- TopCategoriesProvider → Top 8 categories by spend (last 90 days) with average per transaction
- RecentTransactionsProvider → Latest 20 transactions
↓
Return DashboardData DTO
↓
Render dashboard view
5. AI-Powered Categorization (Phase 1 - Manual Review)
User visits /ReviewAISuggestions
↓
ReviewAISuggestionsModel.OnGetAsync()
- Loads up to 50 recent uncategorized transactions
↓
User clicks "Generate AI Suggestions"
↓
ReviewAISuggestionsModel.OnPostGenerateSuggestionsAsync()
- Fetches up to 20 uncategorized transactions
- Calls TransactionAICategorizer.ProposeBatchCategorizationAsync()
↓
For each transaction (batches of 5):
TransactionAICategorizer.ProposeCategorizationAsync()
- Builds prompt with transaction details
- Calls OpenAI GPT-4o-mini API
- Parses JSON response
- Returns AICategoryProposal
↓
Store proposals in session
Redirect to /ReviewAISuggestionsWithProposals
↓
User reviews proposals with confidence scores
↓
User actions:
Option A: Apply + Create Rule
- Updates transaction category and merchant
- Creates CategoryMapping rule (CreatedBy="AI")
- Future similar transactions auto-categorized
Option B: Apply (No Rule)
- Updates transaction only
- No rule created
Option C: Reject
- Removes proposal from session
Option D: Edit Manually
- Redirects to EditTransaction page
↓
Proposal applied
Remove from session
Display success message
Design Patterns
1. Service Layer Pattern
All business logic isolated in service interfaces/implementations:
- Testable (mock services in unit tests)
- Reusable across pages
- Single Responsibility Principle
2. Repository Pattern (via EF Core DbContext)
- MoneyMapContext encapsulates data access
- LINQ queries in service layer
- Change tracking and unit of work handled by EF Core
3. Result Pattern
Services return result objects instead of throwing exceptions:
ImportOperationResult(success/failure with data or error message)CardResolutionResultReceiptUploadResultReceiptParseResult
Benefits: Explicit error handling, no try-catch clutter, clear success/failure paths
4. Dependency Injection
All services registered in Program.cs:
- Scoped lifetime for per-request services
- HttpClient factory for IReceiptParser
- Testability via interface injection
5. Data Transfer Objects (DTOs)
Separate DTOs for data transfer between layers:
DashboardData(aggregates stats + categories + recent transactions)ImportContext(encapsulates import parameters)TransactionKey(value object for deduplication)- Page model record types (TopCategoryRow, RecentTxnRow, etc.)
6. Strategy Pattern
CardResolver uses strategy based on CardSelectMode:
- Auto strategy: Extract from memo/filename
- Manual strategy: Use user selection
Security Considerations
1. File Upload Security
- File size limit: 10MB
- Extension whitelist: jpg, jpeg, png, pdf, gif, heic
- Filename sanitization: Remove non-ASCII characters (®, ™, ©)
- SHA256 hash validation for deduplication
- Files stored outside database (wwwroot/receipts/)
2. SQL Injection Prevention
- Parameterized queries via EF Core
- LINQ expressions compile to safe SQL
3. API Key Management
- OpenAI API key from environment variable (preferred) or config
- Not hardcoded in source
4. Delete Constraints
- Restrict delete on Cards (can't delete if transactions exist)
- Restrict delete on Accounts (can't delete if transactions exist)
- Cascade delete on Receipts (deleting transaction removes receipts)
Performance Optimizations
1. Database Indexes
- Transactions: Date, Amount, Category (for filtering/sorting)
- Unique indexes on duplicate detection columns
- Composite index on Cards (Issuer, Last4, Owner)
2. Batch Processing
- CSV import: Bulk insert with single SaveChangesAsync()
- In-memory duplicate checking (HashSet) avoids N+1 queries
3. Pagination
- Transactions list uses pagination to limit result sets
- Dashboard limits top categories (8) and recent transactions (20)
4. AsNoTracking
- Read-only queries use
.AsNoTracking()to reduce EF overhead - TopCategoriesProvider, RecentTransactionsProvider
5. PDF Conversion
- ImageMagick runs on ThreadPool (Task.Run) to avoid blocking
- First page only for multi-page PDFs
Testing Considerations
Unit Testing Strategy
All service interfaces are mockable:
// Example: Test TransactionImporter
var mockCardResolver = new Mock<ICardResolver>();
var mockDb = new Mock<MoneyMapContext>();
var importer = new TransactionImporter(mockDb.Object, mockCardResolver.Object);
Integration Testing
- In-memory database for DbContext tests
- Test CSV import end-to-end
- Validate categorization rules
External Dependencies
- OpenAI API: Mock IReceiptParser for tests
- File system: Mock IWebHostEnvironment
Future Enhancements
Potential Features
- Multi-user support: Add authentication/authorization
- Recurring transactions: Auto-detect and predict recurring expenses
- Data export: Export transactions to Excel/CSV
- Charts/graphs: Spending trends over time
- Mobile app: React Native or .NET MAUI
- Bank API integration: Direct import from bank APIs (Plaid, Yodlee)
- Receipt search: Full-text search on parsed line items
- Split transactions: Divide single transaction across categories
- Tags: Tag transactions with multiple labels
Technical Debt
- Move inline service implementations to separate files (Upload.cshtml.cs is 333 lines)
- Add logging (ILogger) to all services
- Add retry logic for OpenAI API calls (Polly)
- Implement background job processing for receipt parsing (Hangfire)
- Add integration tests for critical workflows
- Implement caching for CategoryMappings (IMemoryCache)
Troubleshooting
Common Issues
1. Duplicate Transaction Errors
- Cause: Unique constraint violation (Date + Amount + Name + Memo + AccountId + CardId)
- Solution: Transactions are skipped automatically during import
2. Receipt Parsing Failures
- Cause: OpenAI API key missing or invalid
- Solution: Set
OPENAI_API_KEYenvironment variable orOpenAI:ApiKeyin appsettings.json - Cause: PDF conversion error
- Solution: Ensure Magick.NET is properly installed
3. Card Not Found
- Cause: Auto mode can't extract last 4 digits from memo or filename
- Solution: Use Manual mode and select card from dropdown, or rename CSV file to include card digits (e.g.,
transactions-1234.csv)
4. Slow Dashboard Load
- Cause: Large transaction dataset without indexes
- Solution: Ensure migrations have run (indexes on Date, Amount, Category)
5. File Upload Fails
- Cause: File exceeds 10MB or unsupported format
- Solution: Resize/compress image, or use supported format
Deployment
Database Migration
# Create migration
dotnet ef migrations add MigrationName
# Update database
dotnet ef database update
Production Configuration
- Update connection string in appsettings.json (Azure SQL, AWS RDS, etc.)
- Set
OPENAI_API_KEYenvironment variable - Configure
Receipts:StoragePath(consider Azure Blob Storage) - Enable HTTPS and HSTS
- Set
ASPNETCORE_ENVIRONMENT=Production
File Storage Considerations
- Local: wwwroot/receipts (current implementation)
- Production: Azure Blob Storage, AWS S3, or network share
- Modify ReceiptManager to use cloud storage SDK
- Update StoragePath format (blob URL instead of relative path)
Conclusion
MoneyMap demonstrates a well-architected ASP.NET Core application with clear separation of concerns, testable services, and modern AI integration. The service layer pattern allows for easy maintenance and extension, while the Result pattern provides explicit error handling. The OpenAI receipt parsing feature showcases practical LLM integration for automating tedious data entry tasks.
Last Updated: 2025-12-11 Version: 1.3 Framework: ASP.NET Core 8.0 / EF Core 9.0
Recent Changes (v1.3)
Budget Tracking Feature
- Budget Model: New
Budgetentity with support for Weekly, Monthly, and Yearly periods - Category & Total Budgets: Create budgets for specific categories or track total spending
- Period Boundaries: Smart calculation of period start/end dates based on budget start date
- Budget Service: Full CRUD operations plus spending calculations via
IBudgetService - Budgets Page: New
/Budgetspage for managing budgets with progress bars - Dashboard Integration: Budget status displayed on dashboard with color-coded progress
- Pause/Resume: Deactivate budgets without deleting them
Technical Details
- Added
Budgetstable with filtered unique index on (Category, Period) WHERE IsActive = 1 BudgetPeriodenum: Weekly (0), Monthly (1), Yearly (2)- Period boundary calculations handle edge cases (month boundaries, leap years)
- Spending calculated by summing debits within period, excluding transfers
Recent Changes (v1.2)
Receipt Management Enhancements
- Unmapped Receipts: Receipts can now be uploaded without initial transaction mapping
- Duplicate Detection: SHA256 hash and filename+size matching with blocking modal confirmation
- Auto-Mapping: Smart automatic receipt-to-transaction matching using date, merchant, and amount
- Due Date Support: Bills (utility, credit card) can have due dates for expanded matching windows
- Manual Mapping UI: Enhanced modal with transaction table, relevance sorting, amount highlighting, and auto-scroll
- Date Range Intelligence:
- Bills: bill date to due date + 5 days (accounts for auto-pay processing)
- Regular receipts: receipt date ± 3 days
UI Improvements
- Transactions Page: Added search, quick date filters, transaction ID column, Upload CSV button in header
- Navigation: Moved Upload CSV from menu to Transactions page header
- Receipts Page: New dedicated page for receipt management with mapping workflow
- Transaction Selector: Scrollable table with green amount match highlighting and auto-scroll to best match
Technical Improvements
- Made
Receipt.TransactionIdnullable with filtered unique index - Added
Receipt.DueDatecolumn for bill payment tracking - Enhanced OpenAI prompt to extract due dates from bills
- Implemented
ReceiptAutoMapperservice with intelligent matching algorithm - Updated
ReceiptManagerwith unmapped receipt support and duplicate detection - Added
MerchantServicefor merchant management