🤖 AI-Powered Natural Language Operations

• Conversational Interface – Query business data using plain English instead of navigating screens
• Document Creation – Create invoices, orders, and records through simple commands
• Complex Operations – Execute multi-step workflows with a single conversational request
• Context Awareness – AI understands your business context and provides relevant responses
• Multi-Assistant Support – Works with Claude and other AI assistants

🔌 Plug & Play via MCP

• Zero-Config Setup – Install and start interacting immediately with no complex configuration
• Standard Protocol – Built on the open MCP protocol for broad AI assistant compatibility
• Seamless Connection – Direct integration between AI assistants and your ES ERP data
• Real-Time Sync – Live access to current ERP data with no batch delays
• Multiple Endpoints – Connect to production, staging, or demo environments

🔒 Enterprise-Grade Security

• Native Permissions – Every operation respects ES ERP's built-in role-based access control
• Audit Logging – Comprehensive logging of all AI-initiated actions and queries
• Secure Authentication – Token-based authentication with session management
• Data Isolation – Users only access data they are authorised to see
• Sandboxed Execution – Code runs in isolated environments for complete safety

📄 Intelligent Document Operations

• Full CRUD – Create, Read, Update, Delete, and Search any DocType via natural language
• Auto-Validation – Automatic field validation and required-field enforcement
• Workflow Integration – Respects document workflow states and transition rules
• Child Table Support – Handle complex documents with line items and sub-tables
• Bulk Operations – Process multiple records efficiently in a single session

📊 Advanced Analytics & Visualisation

• Statistical Analysis – Mean, median, standard deviation, quartiles, and trend analysis
• 30+ Python Libraries – pandas, matplotlib, scikit-learn, seaborn, numpy, and more
• Chart Generation – Create bar, line, pie, heatmap, and scatter charts from live data
• Business Intelligence – AI-powered insights automatically streamed to visual artefacts
• Report Execution – Run any pre-built ES ERP report with natural language filters

🐍 Secure Python Code Execution

• Sandboxed Runtime – Execute custom Python scripts within a secure, isolated environment
• Full Framework Access – Access the complete ES ERP / ES ERP framework API
• Pre-loaded Libraries – pandas, numpy, matplotlib, seaborn, and more ready to use
• Read-Only Database – SELECT-only access prevents accidental data modification
• Timeout Protection – Configurable execution timeouts prevent runaway processes

🧩 Modular Plugin Architecture

• Custom Tools – Developers can create new AI capabilities as plugins
• External App Support – Build tools in separate ES ERP apps for clean separation
• Atomic Operations – Each tool operation is self-contained and transactional
• State Persistence – Thread-safe state management across tool invocations
• Hot Reload – Deploy new tools without system restart

🔍 Real-Time Global Search & Discovery

• Cross-DocType Search – Search across all accessible document types instantly
• Permission-Aware – Results filtered by user's role and permissions
• Semantic Understanding – AI interprets search intent, not just keyword matching
• Link Field Search – Find and validate linked records for form completion
• Vector Search – OpenAI-powered vector store search for document discovery

📋 Profile

Data overview with nulls, types, unique counts, and field statistics. Provides a complete data summary and field analysis.

📈 Statistics

Business metrics including mean, median, standard deviation, and quartiles. Delivers detailed statistical breakdowns.

📉 Trends

Time-series patterns with daily/monthly growth rates. Generates growth charts and trend lines for forecasting.

✅ Quality

Data health score assessing duplicates, nulls, and consistency. Produces quality scores and issues reports.

🔗 Correlations

Relationships and dependencies between fields. Outputs correlation matrices and actionable insights.

🔧 Technical Requirements

• ✓ ES ERP Framework v15+
• ✓ ES ERP v15+
• ✓ Python 3.10+
• ✓ MariaDB 10.6+ or PostgreSQL 13+
• ✓ Node.js 18+
• ✓ ES ERP Assistant Core app installed

🔌 ES ERP Integration

• ✓ Full access to all DocTypes via document operations
• ✓ User permission context support
• ✓ Multi-company support via Company links
• ✓ Script, Query & Custom Report execution
• ✓ Dashboard Chart document creation
• ✓ Workflow actions on submittable documents

🌐 API & Protocol Access

• ✓ Model Context Protocol (MCP)
• ✓ Full REST API for all DocTypes
• ✓ Webhook support for external integrations
• ✓ Standard ES ERP API endpoints
• ✓ Bulk import/export capabilities

Platform

• ✓ ES ERP Framework v15+
• ✓ ES ERP v15+
• ✓ Python 3.10, 3.11, 3.12

Database

• ✓ MariaDB 10.6+
• ✓ PostgreSQL 13+

AI & Protocol

• ✓ Claude AI (Anthropic)
• ✓ Model Context Protocol
• ✓ REST API

Dependencies

• ✓ Node.js 18+
• ✓ ES ERP Assistant Core