mega-smart

byNency Chovatiya

i want to build smart expense analyzer Smart Expense Analyzer is an AI-powered personal finance application that analyzes a user's expenses and provides meaningful spending insights. It automatically categorizes transactions, tracks budgets, identifies unusual spending using Machine Learning (Isolation Forest), and generates simple AI-based recommendations. The system uses Python, FastAPI, SQLite, Streamlit, Pandas, Plotly, and LLMs to provide an interactive and intelligent expense-management experience.

LandingSign UpLoginDashboardExpensesExpense DetailsInsightsBudgetsUnusual SpendingRecommendations
Landing

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Project Tasks

100 planning tasks
#1

Generate system requirement document

0m 29s0.1 cr used
Done
#2

Generate personas & user flows

0m 26s0.1 cr used
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#7

Create flow for Expense Manager

0m 7sCredits in parent
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#8

Landing

2m 49sCredits in subtasks
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#18

Landing / Header

0m 19s0.8 cr used
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#19

Landing / Hero

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#20

Landing / Capabilities

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#21

Landing / Footer

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#22

Mega Smart Shared Header

0m 19sCredits in parent
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#23

Mega Smart Shared Footer

0m 13sCredits in parent
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#62

Landing

Credits in subtasks
Backlog
#9

Sign Up

9m 18sCredits in subtasks
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#58

Repair Sign Up JSX

0m 45s0.2 cr used
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#31

Sign Up / Shared Header

0.8 cr needed
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#52

Sign Up / Mega Smart Shared Header

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#32

Sign Up / Enrollment

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#33

Sign Up / Shared Footer

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#10

Login

9m 49sCredits in subtasks
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#59

Repair Login JSX

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#57

Repair Login JSX

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#38

Login / Shared Header

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#53

Login / Mega Smart Shared Header

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#39

Login / Authentication

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#40

Login / Shared Footer

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#11

Dashboard

9m 48sCredits in subtasks
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#36

Dashboard / Mega Smart Shared Header

0.8 cr needed
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#34

Dashboard / Financial Snapshot

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#35

Dashboard / Route Navigator

0.8 cr needed
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#37

Dashboard / Mega Smart Shared Footer

0.8 cr needed
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#12

Expenses

9m 46sCredits in subtasks
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#29

Expenses / Mega Smart Shared Header

0.8 cr needed
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#27

Expenses / Page Banner

0.8 cr needed
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#28

Expenses / Transaction Workspace

0.8 cr needed
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#30

Expenses / Mega Smart Shared Footer

0.8 cr needed
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#13

Expense Details

9m 45sCredits in subtasks
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#25

Expense Details / Mega Smart Shared Header

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#24

Expense Details / Editor

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#26

Expense Details / Mega Smart Shared Footer

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#14

Insights

9m 43sCredits in subtasks
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#42

Insights / Mega Smart Shared Header

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#41

Insights / Spending Pattern Canvas

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#43

Insights / Mega Smart Shared Footer

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#15

Budgets

9m 41sCredits in subtasks
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#54

Budgets / Mega Smart Shared Header

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#51

Budgets / Content

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#55

Budgets / Mega Smart Shared Footer

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#16

Unusual Spending

9m 40sCredits in subtasks
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#56

Unusual Spending / Mega Smart Shared Header

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#44

Unusual Spending / Orientation

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#45

Unusual Spending / Flagged Transaction Review

0.8 cr needed
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#46

Unusual Spending / Mega Smart Shared Footer

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#17

Recommendations

9m 38sCredits in subtasks
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#49

Recommendations / Mega Smart Shared Header

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#47

Recommendations / Masthead

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#48

Recommendations / Review Board

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#50

Recommendations / Mega Smart Shared Footer

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#63

Sign Up

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#64

Login

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#65

Dashboard

5m 47sCredits in subtasks
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#97

Repair Dashboard JSX

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#72

Dashboard / Mega Smart Shared Header

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#73

Dashboard / Financial Snapshot

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#74

Dashboard / Route Navigator

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#75

Dashboard / Mega Smart Shared Footer

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#66

Expenses

7m 26sCredits in subtasks
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#103

Repair Expenses JSX

1m 4s0.2 cr used
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#100

Repair Expenses JSX

0m 34s0.2 cr used
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#76

Expenses / Mega Smart Shared Header

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#77

Expenses / Page Banner

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#78

Expenses / Transaction Workspace

1m 46s0.8 cr used
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#79

Expenses / Mega Smart Shared Footer

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#67

Expense Details

6m 50sCredits in subtasks
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#102

Repair Expense Details JSX

1m 8s0.2 cr used
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#98

Repair Expense Details JSX

1m 7s0.2 cr used
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#80

Expense Details / Mega Smart Shared Header

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#81

Expense Details / Editor

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#82

Expense Details / Mega Smart Shared Footer

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#68

Budgets

4m 25sCredits in subtasks
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#83

Budgets / Mega Smart Shared Header

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#84

Budgets / Content

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#85

Budgets / Mega Smart Shared Footer

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#69

Insights

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#104

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#99

Repair Insights JSX

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#86

Insights / Mega Smart Shared Header

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#87

Insights / Spending Pattern Canvas

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#88

Insights / Mega Smart Shared Footer

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#70

Unusual Spending

6m 56sCredits in subtasks
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#101

Repair Unusual Spending JSX

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#89

Unusual Spending / Mega Smart Shared Header

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#90

Unusual Spending / Orientation

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#91

Unusual Spending / Flagged Transaction Review

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#92

Unusual Spending / Mega Smart Shared Footer

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#71

Recommendations

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#93

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#94

Recommendations / Masthead

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#95

Recommendations / Review Board

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#96

Recommendations / Mega Smart Shared Footer

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#5

Architecture

0.1 cr needed
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#6

Workspace task plan

0.1 cr needed
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Preview dataChanges stay in this preview.
Landing design preview
Landing: View app overview
Sign Up: Register new account
Login: Verify identity
Dashboard: 1. View financial summary
Expenses: 2. Browse transactions
Expenses: Add new expense
Expense Details: 3. Edit expense record
Budgets: Create budget target
Budgets: Track budget progress
Insights: Review spending patterns
Unusual Spending: Examine flagged transactions
Recommendations: Review AI recommendations
Preview dataChanges stay in this preview.
Landing design preview
Landing: View app overview
Sign Up: Register new account
Login: Verify identity
Dashboard: 1. View financial summary
Expenses: 2. Browse transactions
Expenses: Add new expense
Expense Details: 3. Edit expense record
Budgets: Create budget target
Budgets: Track budget progress
Insights: Review spending patterns
Unusual Spending: Examine flagged transactions
Recommendations: Review AI recommendations