RealTimeX.AI Manifest - Document Analysis & Validation

📁 Directory Structure

manifest-ai/
├── src/
│   └── realtimex_manifest_ai/     # Main package source
│       ├── main.py                 # MCP tools and server entry
│       ├── batch.py                # Batch ID generation
│       ├── registry.py             # Document registry
│       ├── master_records.py       # Master records extraction
│       ├── template_filler.py      # Template filling utility
│       ├── utils.py                # Utility functions
│       ├── schemas/                # JSON schemas
│       └── batch_data/             # Runtime batch data (git-ignored)
├── examples/                       # Sample data (not installed)
│   ├── README.md                   # Examples documentation
│   ├── setup_samples.py            # Script to copy samples to cache
│   └── sample_batch_data/          # Pre-generated sample batches
│       └── {batch_id}/             # Sample batch
│           ├── registry.json       # Document registry
│           ├── summary.json        # Batch summary
│           ├── data/               # Extracted structured data
│           ├── enhanced_data/      # AI-enhanced data
│           ├── images/             # Page images
│           ├── ocr_data/           # OCR results
│           ├── outputs/            # Generated outputs
│           └── documents/          # Original documents
├── templates/                      # Web UI templates
│   ├── index.html                  # Main dashboard
│   ├── summary.html                # Summary view
│   ├── css/                        # Stylesheets
│   └── js/                         # JavaScript modules
├── plannings/                      # Implementation plans
└── README.md

🚀 Quick Start

Installation

pip install realtimex-manifest-ai

Setup Sample Data

To test the package with pre-generated sample data:

python examples/setup_samples.py

This copies sample batches to ~/.realtimex.ai/Resources/agent-resources/manifest-ai/batch_data/

See examples/README.md for more details.

📋 MCP Tools

Document Analysis

• get_document_batch_id(file_path) - Generate batch ID for document
• get_document_registry(batch_id, file_path) - Get document registry

Master Records

• get_master_records(batch_id) - Map which document contains which field
• extract_master_records_data(batch_id) - Extract actual data values
• export_payment_order(batch_id) - Generate filled payment order

Dashboard & Analysis

• show_manifest_dashboard(batch_id) - Show dashboard UI
• analyze_with_bank_flow(batch_id) - Analyze with banking context

📁 Batch Data Structure

Runtime batch data is stored in cache:

~/.realtimex.ai/Resources/agent-resources/manifest-ai/batch_data/
└── {batch_id}/             # Each batch has its own folder
    ├── registry.json       # Document registry for this batch
    ├── summary.json        # Batch summary
    ├── data/               # OCR JSON payloads
    │   └── bank/           # Banking-specific data
    │       └── master_records.json  # Final extracted data
    ├── enhanced_data/      # AI-enhanced data (optional)
    ├── images/             # Rendered page images
    ├── ocr_data/           # OCR results per document
    ├── outputs/            # Generated outputs (payment orders, etc.)
    ├── documents/          # Original documents
    └── master_records.json # Document-to-field mapping

🌐 Web Dashboard

Start the Server

# From project root
python -m realtimex_manifest_ai.server

Or:

python src/realtimex_manifest_ai/server.py

Expected Output:

================================================================================
🚀 Manifest AI Server Starting
================================================================================

📁 Batch Data Directory: ~/.realtimex.ai/Resources/agent-resources/manifest-ai/batch_data
🎨 Templates Directory: /path/to/src/realtimex_manifest_ai/templates

✓ Found 1 batch(es) in cache:
  - c45cd2fbfa40c4663862ec723ef17a5fd17635dd

🌐 Server URL: http://localhost:8000
📊 Dashboard: http://localhost:8000/templates?batch_id=<BATCH_ID>

================================================================================

The server:

• Serves templates from package directory
• Reads/writes batch data from cache directory
• Provides API endpoints for user data (overrides, verifications, etc.)
• Auto-creates user_data folder for modifications

Access the Dashboard

http://localhost:8000/templates?batch_id={BATCH_ID}&theme=light

Example with Sample Data:

http://localhost:8000/templates?batch_id=c45cd2fbfa40c4663862ec723ef17a5fd17635dd&theme=light

Note: If you see a warning about no batch data, run:

python examples/setup_samples.py

📚 Documentation

For detailed documentation:

• Documentation Index
• Implementation Guides
• Architecture Docs
• Example Usage
• Test Suite
• Utility Scripts

📝 Files

1. index.html

• Basic HTML shell
• Links to CSS and JavaScript modules
• Minimal body placeholder

2. CSS modules (templates/css/...)

• main.css: Global styles and CSS variables
• modal.css: Modal, grid view, and AI enhancement styles
• tree.css: Tree view styles
• components.css: UI components (tabs, badges, buttons)

3. JavaScript modules (templates/js/...)

• state.js: Shared data structures and UI state
• analysis.js: Data loading, validation logic, and batch URL parameter handling
• tree.js: Builds and renders the validation tree + related handlers
• render.js: List/document/table/grid rendering helpers
• canvas.js: Drawing utilities for the viewer and cropped previews
• viewer.js: Modal/viewer controls, zooming, and master evidence logic
• overrides.js: Data override management system for editing field values
• changelog.js: Changelog viewer UI for tracking all data modifications
• verification.js: Field verification system
• ai-enhancements.js: AI enhancement loading and application
• events.js: Global event wiring, search/tabs, resize handling, and document toggles
• icons.js & utils.js: Shared SVG icons + formatting helpers

✨ Features

Batch Data Loading

Load different batches using URL parameter:

?batch_id=BATCH-VN-CN-2021-9982

The app automatically loads from batch_data/{batch_id}/ folder.

Data Override System

The application includes a powerful override system that allows you to edit field values without modifying the original JSON files:

• Edit Values: Click the edit button (✏️) on any field value in the grid view to modify it
• Visual Indicators: Edited fields are highlighted with an "EDITED" badge
• Revert Changes: Use the revert button (↺) to restore original values
• File-based Storage: All overrides are automatically saved to user_data/overrides.json
• Change Log: View all modifications in the change log panel (clock icon in bottom-right)
• Auto-Save: Every change is immediately saved to disk

AI Enhancement System

If a document has AI-enhanced data in enhanced_data/ folder:

• Banner Notification: A banner appears at the top of the document fields panel
• Apply All: Click ✓ to apply all AI suggestions at once
• Dismiss: Click ✕ to hide the banner
• Individual Suggestions: Apply or dismiss suggestions field by field

Verification System

• Mark Fields as Verified: Toggle verification status on any validation
• Verification Statistics: Track verified vs. total fields
• Persistent State: Verifications are saved to user_data/verifications.json

Change Log Features

• Track All Changes: Every edit, revert, and clear action is recorded with timestamp
• Export/Import Backup: Create backups of your overrides or import from a backup file
• Clear All: Remove all overrides at once (with confirmation)
• Real-time Updates: Change count badge updates automatically

Responsive Design

• Desktop (≥1024px): Split-view with validation list and viewer side-by-side
• Mobile (<1024px): Full-screen modal viewer
• Auto-resize: UI automatically updates when resizing browser window

Dark/Light Theme

The application supports dark and light themes controlled via URL parameter:

Main Dashboard (index.html):

http://localhost:8000/templates?batch_id=BATCH-VN-CN-2021-9982&theme=dark
http://localhost:8000/templates?batch_id=BATCH-VN-CN-2021-9982&theme=light

Summary Page (summary.html):

http://localhost:8000/templates/summary.html?batch_id=BATCH-VN-CN-2021-9982&theme=dark

• Default theme is light if no parameter is specified
• Theme parameter: ?theme=dark or ?theme=light
• Summary page is designed for iframe embedding with minimal UI

🔧 Maintenance

Update CSS

Edit the modules under templates/css/

Update JavaScript

Edit the modules under templates/js/

Update HTML shell

Edit templates/index.html

⚠️ Notes

• Use python3 server.py instead of the basic HTTP server — the override system requires API endpoints for saving/loading data.
• JavaScript modules use batch_id URL parameter to determine data paths.
• On XL screens the dashboard/tree view stays on the left (scrollable) and previews render on the right.
• Data overrides are stored in files (in the user_data/ folder) — they persist across sessions and browsers.
• The user_data/ folder is automatically git-ignored to prevent committing user-specific data.