
Agent
Smart Database Powered by Hierarchical Multi-Agent Workflow
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About this agent
Smart Database Powered by Hierarchical Multi-Agent Workflow
This module implements a fully autonomous database management system using a hierarchical multi-agent architecture. The system includes specialized agents for different database operations coordinated by a Database Director agent.
Features
| Feature | Description |
|---|---|
| Autonomous Database Management | Complete database lifecycle management, including setup and ongoing management of databases. |
| Intelligent Task Distribution | Automatic assignment of tasks to appropriate specialist agents. |
| Table Creation with Schema Validation | Ensures tables are created with correct structure, schema enforcement, and data integrity. |
| Data Insertion and Updates | Handles adding new data and updating existing records efficiently, supporting JSON input. |
| Complex Query Execution | Executes advanced and optimized queries for data retrieval and analysis. |
| Schema Modifications | Supports altering table structures and database schemas as needed. |
| Hierarchical Agent Coordination | Utilizes a multi-agent system for orchestrated, intelligent task execution. |
| Security | Built-in SQL injection prevention and query validation for data protection. |
| Performance Optimization | Query optimization and efficient data operations for high performance. |
| Comprehensive Error Handling | Robust error management and reporting throughout all operations. |
| Multi-format Data Support | Flexible query parameters and support for JSON-based data insertion. |
Architecture
Multi-Agent Architecture
Database Director (Coordinator)
├── Database Creator (Creates databases)
├── Table Manager (Manages table schemas)
├── Data Operations (Handles data insertion/updates)
└── Query Specialist (Executes queries and retrieval)
Agent Specializations
| Agent | Description |
|---|---|
| Database Director | Orchestrates all database operations and coordinates specialist agents |
| Database Creator | Specializes in creating and initializing databases |
| Table Manager | Expert in table creation, schema design, and structure management |
| Data Operations | Handles data insertion, updates, and manipulation |
| Query Specialist | Manages database queries, data retrieval, and optimization |
Agent Tools
| Function | Description |
|---|---|
create_database(database_name, database_path) | Creates new SQLite databases |
create_table(database_path, table_name, schema) | Creates tables with specified schemas |
insert_data(database_path, table_name, data) | Inserts data into tables |
query_database(database_path, query, params) | Executes SELECT queries |
update_table_data(database_path, table_name, update_data, where_clause) | Updates existing data |
get_database_schema(database_path) | Retrieves comprehensive schema information |
Install
BASHpip install -U swarms sqlite3 loguru
ENV
WORKSPACE_DIR="agent_workspace"
ANTHROPIC_API_KEY=""
OPENAI_API_KEY=""
Code
- Make a file called
smart_database_swarm.py
Requirements
| Package | Installation |
|---|---|
| swarms | pip3 install swarms |
| loguru | pip3 install loguru |
| sqlite3 | pip3 install sqlite3 |
Agent Code
The main implementation code for this agent
Comments & Discussion
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Tags
Database Agent
Autonomous Database
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