Spreadsheet Upload
Upload and analyze CSV or Excel files with AI assistance. Agent M intelligently processes your spreadsheets, validates data quality, and imports them into MongoDB with optimal structure.
Supported File Formats
Agent M supports the most common spreadsheet and data formats, with intelligent parsing that handles various encoding types, delimiters, and data structures.
Excel Files
.xlsx, .xls
Microsoft Excel workbooks with multiple sheets supported
CSV Files
.csv
Comma-separated values with custom delimiter support
TSV Files
.tsv
Tab-separated values for structured data import
AI-Powered Analysis
Agent M's AI analyzes your spreadsheet data to automatically detect column types, identify potential issues, and suggest the best MongoDB structure for your data. This intelligent processing saves time and prevents common import errors.
Smart Column Detection
AI automatically identifies data types and suggests appropriate MongoDB field types
Data Validation
Intelligent validation catches common data issues before import
Mapping Suggestions
AI suggests optimal field mappings and collection structure
Schema Generation
Automatic MongoDB schema creation based on your data patterns
Import Process
The spreadsheet import process is designed to be intuitive while giving you full control over how your data is structured in MongoDB. Each step includes validation and preview capabilities.
Upload File
Drag and drop or select your spreadsheet file
Review Data
Preview your data and check AI-detected column types
Map Fields
Confirm or adjust field mappings and data transformations
Import Data
Execute the import with progress tracking and error reporting
Data Validation & Quality
Automatic Quality Checks
- • Duplicate record detection and handling options
- • Missing value identification and fill strategies
- • Data type consistency validation
- • Format standardization for dates, numbers, and text
- • Encoding issue detection and correction
Large Dataset Handling
Agent M is optimized for large spreadsheets and datasets, with streaming import capabilities, progress tracking, and memory-efficient processing that can handle files with millions of rows.
Performance Features
- • Streaming import for large files
- • Batch processing with progress tracking
- • Memory-efficient data handling
- • Resume capability for interrupted imports
Supported Limits
- • File size: Up to 1GB
- • Rows: Millions of records
- • Columns: Up to 1,000 fields
- • Multiple sheets supported