Crewai sql agent. Along with that provides the .

Crewai sql agent. Jun 19, 2025 · CrewAI is an open-source Python framework that organizes multiple AI agents into collaborative teams with specialized roles, making it more effective for complex tasks than single-agent approaches. A collection of examples that show how to use CrewAI framework to automate workflows. e. Multi-Agent SQL Assistant System A sophisticated multi-agent system for secure SQL query generation, review, and compliance checking using LLM-powered agents with CrewAI framework. It lets users query a SQLite database using natural language. The system uses intelligent agents capable of generating SQL queries from natural language inputs, executing them against a SQLite database, and providing human-readable insights. The Visual Agent Builder enables: Intuitive agent configuration with form-based interfaces Real-time testing and validation Template library with pre-configured agent types Easy customization of agent attributes and Aug 9, 2024 · Designing an AI-Powered SQL Agent Workflow In this project, we will create an agentic system that takes a user query regarding the data stored in a database, fetches the relevant data using an SQL agent, and creates nice plots to visualize the data. It allows different AI agents to take on specialized roles such as researchers, writers, coder or analyst each contributing with their expertise. Jul 23, 2025 · CrewAI is an open-source framework designed to create and manage teams of AI agents that collaborate to complete complex tasks efficiently. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI is a powerful framework for orchestrating multi-agent systems, and when combined with Zep’s memory layer, your agents can maintain persistent context, learn from past interactions, and provide more personalized responses. Jun 18, 2025 · In this post, I’ll walk you through how I used CrewAI & Streamlit to build a Multi-Agent SQL Assistant. When passed to the agent it will generate queries and then use them to interact with the database. A curated list of open-source projects built by the CrewAI community. These roles involve designing intelligent applications that automate complex workflows, collaborate across agents, and integrate with external Framework for orchestrating role-playing, autonomous AI agents. The end user asks simple questions in English, and the system should create an SQL query based on the table names and column names in the database Welcome to the SQL-Powered AI Analyst project! This project leverages the CrewAI framework to create a team of collaborative AI agents that can directly interact with SQL databases to answer complex data questions. Design your agents visually and test them in real-time. This enables multiple workflows like having an Agent to access the database fetch information based on the goal and then use the information to generate a response, report or any other output. document_dictionary and business logic for this purpose. It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario. . Along with that provides the This project demonstrates how to build an advanced SQL Agent System using open-source technologies including CrewAI, Groq, and Llama 3 (8B). I have provided two documents i. This Python-based framework leverages artificial intelligence (AI) collaboration by orchestrating role-playing autonomous AI agents that work together as a cohesive assembly or “crew” to complete tasks. CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. In this video, you'll learn how to use Llama 3 with CrewAI Self-paced bootcamp on Generative AI. Nov 19, 2024 · CrewAI is a tool designed to enhance team collaboration through artificial intelligence. Along with that provides the Overview This tool is used to convert natural language to SQL queries. By combining large language models (LLMs) with modular, role-based AI Apr 1, 2025 · I have a database with over 40 tables, but the table and column names are not meaningful names and a large data size, here’s how to handle the SQL agent flow. Powered by Azure OpenAI, CrewAI allows for the creation of virtual assistants that collaborate with team members on tasks such as project planning, idea generation, and communication management. My requirement is to perform NPL (Natural Language Processing) to SQL conversions. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. I am using 2 agents, a data explorer that list_tables and get_schema with the mentioned CrewAI Enterprise includes a Visual Agent Builder that simplifies agent creation and configuration without writing code. Feb 20, 2025 · In this blog post, we will walk through the creation of an AI-powered SQL query agent using Crew AI. By mastering agentic design patterns and multi-agent frameworks like CrewAI, LangGraph, AG2, and BeeAI, you’ll be well-equipped for roles such as AI Workflow Engineer, Multi-Agent Systems Developer, Automation Architect, or Technical Product Manager. Imagine asking your database questions in plain English and getting May 30, 2025 · Hi, I am building a crew AI agent for converting Natural language question to SQL (BigQuery). I need the agent to understand my BigQuery Dataset and Business Logic so that it can cater specific business jargons. That's what happens when you connect agents to a SQL database. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI) - curiousily/AI-Bootcamp Mar 11, 2025 · In today’s data-driven world, the ability to query databases without writing complex SQL is becoming increasingly valuable. crewAI is an open source multiagent orchestration framework created by João Moura. This blog demonstrates how to dynamically execute database queries based on user input and get Overview This tool is used to convert natural language to SQL queries. This system transforms user queries into SQL statements, retrieves the data, analyzes Imagine giving your AI the power to work directly with your private data. For this workflow, we shall use CrewAI to orchestrate agents and Agents Fortune for tooling support. Start by using CrewAI’s framework or UI Studio to build your multi-agent automations—whether coding from scratch or leveraging our no-code tools and templates. gbydb zwdxve ytkov ouoe zjl qkx gwmngv vuvhev hxtij ipo