Crewai sql agent.
The Complete Platform for Multi-Agent Automation 1.
Crewai sql agent. This tutorial simplifies building intelligent agents that use Jun 6, 2024 · CrewAI is an open-source AI Agent framework made to expand the capabilities of an LLM into doing things that it wouldn’t be capable of doing otherwise. Feb 6, 2025 · The SQL Developer Agent constructs and executes queries based on user input, and the pipeline then provides a detailed analysis and an executive summary report. Dec 3, 2024 · 本文将指导你如何使用LangChain和CrewAI构建一个由人工智能驱动的SQL工作流程。 通过集成强大的Llama 3模型、SQL数据库工具和基于代理的自动化，你将学习如何创建一个无缝的管道来处理数据库查询、分析结果并生成高管报告——所有这些都只需极少的手动干预。 Jul 1, 2024 · 什么是 CrewAI？ 船员人工智能 是一个 开放源码 协作多代理框架。它允许您构建一个具有各种任务、工具、角色和动机的 AI 代理团队，类似于现实世界中的团队。CrewAI 管理从一个代理到另一个代理的信息流，让您可以构建自主高效的代理工作流程。 CrewAI主要由五大核心功能组成：代理、任务、工具 Oct 31, 2024 · I am using a csv file with tabular data; I have a column called ‘product_name’ which I pass as part of the inputs to the crew. schema. An AI-powered system designed to translate natural language questions into SQL queries and provide data analysis and business insights. My requirement is to perform NPL (Natural Language Processing) to SQL conversions. May 22, 2025 · Empower teamwork with CrewAI: Creating collaborative AI agents for seamless cooperation and enhanced productivity. CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you to create AI teams where each agent has specific roles, tools, and goals. Utilizing the Crew AI and Langchain frameworks integrated with Google Gemini Pro model, an agent has been developed to streamline database querying and result summarization processes. 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. Sep 24, 2024 · 然而，面对海量且复杂的数据，传统的数据分析和处理方法显得力不从心。 为此，结合CrewAI的协作式智能代理框架与Groq的高效计算平台，我们探索了一种创新的解决方案——构建SQL Agent，以实现更加灵活、高效的数据分析和处理。 Dec 7, 2024 · 本文介绍了如何使用LangChain和CrewAI构建一个AI驱动的SQL数据分析代理。通过集成Llama 3模型、SQL数据库工具和基于代理的自动化，用户可以创建一个高效的数据处理管道，实现数据库查询、结果分析和高管报告的自动生成。文章详细说明了环境设置、库安装、数据库创建及代理和任务的定义，旨在提升 What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. This system is built using Gradio, CrewAI, LangChain, and Python REPL, making data analysis more accessible and intuitive. Build Quickly 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. e. 🔧 With this integration, your Crew can: 💾 Store and fetch structured data via auto-generated REST APIs 🧠 Run SQL queries using a universal /query endpoint ⚙ Skip I built an SQL Agent with CrewAI - My Insights Ease of Building Defining the actions an agent must take is straightforward when provided with clear goals and a backstory. 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. - Mohit2497/CrewAI-SQL-Agent Mar 18, 2025 · Using LangChain Tools - CrewAI Learn how to integrate LangChain tools with CrewAI agents to enhance search-based queries and more. CrewAI Agent This component represents an Agent of CrewAI, allowing for the creation of specialized AI agents with defined roles, goals, and capabilities within a crew. Step-by-step tutorial for developers to create task-oriented agents. 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. CrewAI Crews: Optimize for autonomy and collaborative intelligence. Contribute to Varun988/SqlAgent_CrewAi development by creating an account on GitHub. Oct 12, 2024 · I created an agent and a task, but the task hallucinates, I tried it with more than 1 LLM and the task shows similar hallucination. Jul 19, 2024 · By leveraging CrewAI’s advanced AI capabilities and Groq’s high-performance hardware, the SQL Agent efficiently manages and analyzes data, ensuring quick and accurate query execution. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Contribute to imanoop7/SQL-Agent-using-CrewAI-and-Groq development by creating an account on GitHub. Welcome to the SqlProject Crew project, powered by crewAI. A comparison agent could specialize in analyzing and comparing laptop specifications. Within the context of a team, an agent can be envisioned as an individual Jul 1, 2024 · Learn to build an AI agent for SQL queries and data visualization using CrewAI and Composio in this step-by-step guide. This blog post outlines the architecture of an AI Agent App utilizing: Python + Django: Backend and API layer CrewAI: Multi-agent orchestration LangChain: LLM interaction and toolchains PostgreSQL: Structured data storage Vector DB (e. In this POC, I explored how to add a human-in-loop element to maintain control and transparency throughout the workflow. This project is the 3rd version in a series of similar projects Sep 24, 2024 · 使用CrewAI和Groq构建SQL Agent是一种创新且高效的数据分析和处理解决方案。 通过模拟人类专家团队的协作模式并结合先进的计算平台和技术，SQL Agent能够为企业提供更加精确、灵活和可扩展的数据支持。 CrewAI provides an extensive library of pre-built tools to enhance your agents’ capabilities. Jul 7, 2024 · Integrating CrewAI with Ollama for local AI agents offers a powerful, customizable solution for those seeking privacy and control. output import LLMResult from langchain_community. In our tests, the CrewAI-based agentic pipeline performed excellently. 130. It enables users to interact with databases using natural language, returning structured responses along with dynamic visualizations. This video is a step-by-step tutorial to build SQL Agent with Composio and CrewAI locally on your own data. We got to do do some initial setting up in order to use CrewAI. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Nov 29, 2024 · Learn to build a custom AI agent using LangGraph with RAG, NL2SQL, and Web Search. By @joaomdmoura. tool import ( InfoSQLDatabaseTool, ListSQLDatabaseTool, QuerySQLCheckerTool Jun 3, 2024 · Trigger Agent Crew (a CrewAI construct) that orchestrates and does the handoff of intermediate data between Agents and finally return the results. From file processing to web scraping, database queries to AI services - we’ve got you covered. Tools Building custom tools is relatively easy, though it requires some reading and effort. 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. colab import userdata from langchain. The agent could flexibly choose when and how to use these tools while attempting to solve a task. This is a collection of examples of different ways to use the crewAI framework to automate the processes. 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. The Complete Platform for Multi-Agent Automation 1. Understanding and leveraging tools within the CrewAI framework for agent collaboration and task execution. ’, ‘backstory’: ‘A skilled Aug 1, 2025 · Hey CrewAI builders 👋 I just published a new guide on how to connect CrewAI agents with GibsonAI — a serverless database layer that turns your database schema into an instant API (with full CRUD + SQL support). A writer agent would be responsible for composing coherent and user-friendly responses based on the information gathered by other agents. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Aug 20, 2024 · KNIME and CrewAI - use an AI-Agent system to scan your CSV files and let Ollama / Llama3 write the SQL code The agents will 'discuss' among themselvesm use the documents provided and come back with a (hopefully) perfect soltion to your task based on the instructions you gave --- Adapted from: What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. Jul 9, 2024 · 使用 CrewAI 和 Composio 创建 SQL 代理的综合教程 在当今数据驱动的世界中，有效的数据库管理和查询是必不可少的技能 SQL 代理是自动化工具，可以简化诸如运行计划查询、执行备份和监控数据库性能等任务。 I'm building a multi-agent workflow using crewAi that consists of two main parts: SQL Query Generation: I have one agent that uses custom SQL tools (based on crewAi) to generate SQL queries. Jun 18, 2025 · Demo of the App — Example 2 (by Author) CrewAI is incredibly powerful for building multi-agent systems. CrewAI made setting up the test pipeline straightforward, simplifying the creation of agentic flows. Jul 14, 2024 · Here we are about to create a build a team of agents that will answer complex questions using data from a SQL database. Along with that provides the Oct 9, 2024 · Text-to-SQL Agents in Relational Databases with CrewAI I am participating in a challenge where we have to create a system of agents capable of answering users’ questions about the PIRLS database , which provides data to monitor progress in students’ reading skills. My code: from crewai import Agent, Task, Crew from langchain_community. Welcome to the MySQL Query Generation Project with CrewAI and GroqAI! This project serves as a comprehensive guide, offering testing and implementation insights for efficiently generating MySQL queries using CrewAI and GroqAI. 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). Is there documentation or examples that show how to use CSV files or structured data and how SQL Assistant Crew is a Streamlit-powered, CrewAI-orchestrated multi-agent assistant that allows users to interact with a SQLite database using natural language. This agent The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Feb 4, 2025 · Photo by Kaleidico on Unsplash Why Use OpenAI in This Solution? OpenAI plays a key role in enhancing the intelligence of CrewAI agents by providing: Generating SQL-Based Data Quality (DQ) Rules: The Rule Generator Agent utilizes OpenAI’s GPT models to analyze the PostgreSQL schema and suggest best-practice DQ rules automatically. That's what happens when you connect agents to a SQL database. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. CrewAI: Easy development if you're good at defining goals and writing backstories for each agent. Mar 24, 2025 · This Agent SDK, vs LangChain vs CrewAI guide explores when to use each framework to maximize the efficiency and performance of your AI agents What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. Sql agent using crew AI. CrewAI Flows: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively. Behaviour Differs Between Standalone and FastAPI: The same agent, prompt, and code work perfectly when Nov 21, 2024 · Returns the result""" return QuerySQLDataBaseTool (db=db). Dec 1, 2024 · How to build an AI-Powered SQL Data Analysis Agent with LangChain and CrewAI What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. Here’s the agent and task definition agents_yaml = { ‘intent_agent’: { ‘role’: ‘Intent Recognition Agent’, ‘goal’: ‘Interpret user queries and select the appropriate domain or workspace for the request. , Chroma or These tools enable your agents to interact with various database systems, from traditional SQL databases to modern vector stores and data warehouses. Along with that provides the 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. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. This eliminates the need for manually defining SQL queries Jun 23, 2023 · SQLAgent 是一个 开源的（Open source）、大模型驱动的（LLM-Powered）、专注于私有化部署的Text2SQL 智能体（Agent） 项目（Project），我们的目标是提供产品级的Text2SQL解决方案，致力于解决Text2SQL在实际应用中遇到的各种问题如模型私有化部署、面向Text2SQL任务的RAG最佳方案等等。为此，我们将持续探索什么 Learn how to create powerful multi-agent applications using CrewAI, a framework that enables AI agents to collaborate and solve complex problems together. Oct 17, 2024 · By integrating CrewAI’s multi-agent system with Ollama’s open-source LLMs, John completely transformed his approach to financial analysis. Jul 17, 2024 · import pandas as pd from crewai import Agent, Crew, Process, Task from crewai_tools import tool from google. Use a charting framwework to interpret the chart recommendation results and use the native feature to display the charts. Built with CrewAI, Streamlit, and Plotly Multi-Agent SQL Query & Visualization Engine is an AI-powered chatbot system that seamlessly generates, executes, and visualizes SQL queries. invoke (sql_query) sql_dev = Agent ( role="Senior Database Developer", goal="Construct and execute SQL queries based on a request", backstory=dedent ( """ You are an experienced database engineer who is master at creating efficient and complex SQL queries. I have provided two documents i. Mar 25, 2025 · Learn how to implement SQL AI agents for conversational analytics in database management. This article demonstrates how to build an AI agent using CrewAI, Composio, and Gemini to access databases and execute SQL queries to retrieve data. Jun 16, 2024 · Here we will build reliable RAG agents using CrewAI, Groq-Llama-3 and CrewAI PDFSearchTool. Nov 21, 2024 · I can see from verbose log that my agent constructed the expected output as Final Answer, which is a markdown formatted chapter, but the actual output has contents stripped out of the markdown. The key characteristics of CrewAI are role assignment for Agents, integration of tools for task completion, and delegation of tasks between agents. This agent is capable of handling SQL queries and performing database operations efficiently. I need the agent to understand my BigQuery Dataset and Business Logic so that it can cater specific business jargons. This system transforms user queries into SQL statements, retrieves the data, analyzes Self-paced bootcamp on Generative AI. It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario. tool import ( InfoSQLDatabaseTool, ListSQLDatabaseTool, QuerySQLCheckerTool, QuerySQLDataBaseTool Jan 9, 2025 · Hello CrewAI Community, I’m currently working on a project where I need to insert data into a MySQL database using agents and tasks. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Aug 31, 2024 · Say goodbye to manual SQL queries and hello to AI efficiency! In this engaging tutorial, we demonstrate how to build a versatile SQL agent with Composio and CrewAI in less than 70 lines of code Sep 24, 2024 · 想知道如何使用CrewAI和Groq构建SQL Agent吗？本文将详细介绍如何结合CrewAI的协作式智能代理框架与Groq的高效计算平台，探索一种创新的解决方案——构建SQL Agent，以实现更加灵活、高效的数据分析和处理。 Nov 29, 2024 · The CrewAI NL2SQL works with MySQL but does not work with MS SQL which is what would be needed in the real world scenarios. By pairing it with Streamlit, one can easily create a simple interactive UI on top to work with the system. AI agents are emerging as game-changers, quickly becoming partners in problem-solving, creativity, and… Natural language SQL queries with CrewAI and human-in-the-loop checkpoint This is a Streamlit powered, CrewAI orchestrated multi-agent app that allows users to interact with a SQLite database in natural language. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Feb 20, 2025 · In this blog post, we will walk through the creation of an AI-powered SQL query agent using Crew AI. A powerful AI agent that transforms natural language questions into SQL queries, executes them against a database, and generates interactive visualizations. Jul 17, 2024 · Enter the realm of AI-powered automation with CrewAI and Ollama, tools designed to streamline and enhance database operations through intelligent agents. Explore AI-powered solutions for better data insights and optimization. In this video, you'll learn how to use Llama 3 with CrewAI Mar 11, 2025 · In today’s data-driven world, the ability to query databases without writing complex SQL is becoming increasingly valuable. A comprehensive guide to configuring and using Large Language Models (LLMs) in your CrewAI projects The SQL-Agent-using-CrewAI-and-Groq project showcases the creation and deployment of a SQL agent using CrewAI, enhanced with Groq's acceleration capabilities. 🔥 Buy Me a Coffee to support the channel: https:/ This article demonstrates how to build an AI agent using CrewAI, Composio, and Gemini to access databases and execute SQL queries to retrieve data. Overview CrewAI integrates with multiple LLM providers through LiteLLM, giving you the flexibility to choose the right model for your specific use case. For this workflow, we shall use CrewAI to orchestrate agents and Agents Fortune for tooling support. 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. Design your agents visually and test them in real-time. The system allows multiple agents to collaborate, each focusing on a specialized task, making the entire process more efficient, accurate, and comprehensive. CrewAI 中文文档. Contribute to hypier/crewAI_docs_cn development by creating an account on GitHub. pip install 'crewai[tools]' pip install duckduckgo-search The [tools] prefix will May 3, 2025 · One similar frame leading the charge is CrewAI, designed to simplify and enhance AI agent collaboration and task prosecution. This project demonstrates how to build an advanced SQL Agent System using open-source technologies including CrewAI, Groq, and Llama 3 (8B). Note: All examples have been standardized to use CrewAI version 0. 0 for consistency and compatibility. sql_database. schema import AgentFinish from langchain. Special Mention Special mention goes to the CrewAI custom GPT. For e May 17, 2025 · Learn how to create powerful multi-agent systems using CrewAI's role-based architecture to build a functional ChatGPT clone with specialized AI workers. For more information, please refer to CrewAI’s documentation here. Feb 12, 2025 · I'm building a multi-agent workflow using crewAi that consists of two main parts: SQL Query Generation: I have one agent that uses custom SQL tools (based on crewAi) to generate SQL queries. When passed to the agent it will generate queries and then use them to interact with the database. Comprehensive guide on crafting, using, and managing custom tools within the CrewAI framework, including new functionalities and error handling. What are AI Agents? Nov 1, 2024 · Can anyone help out with this error,when executing the code, it has to pass the question to the tool, but it is not passing the user_query to the tool,the tool will take the question and returns the results. document_dictionary and business logic for this purpose. For ex crewAI is designed to facilitate the collaboration of role-playing AI agents. tool import ( InfoSQLDatabaseTool, ListSQLDatabaseTool, QuerySQLCheckerTool The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses. This guide will help you understand how to configure and use different LLM providers in your CrewAI projects. CrewAI empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario: CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you Jul 11, 2025 · In this article, we compare CrewAI, AutoGen, Vertex AI, and LangGraph multi-agent frameworks in the context of enabling natural-language (NL) querying and self-service analytics on data platforms. CrewAI Flows: Enable granular What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. Jun 12, 2024 · CrewAI Initial Setup So, First things first. tools. This article will take you on a detailed journey to create a sophisticated SQL agent using CrewAI and Ollama. 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. Then I ask an Agent to use the CSVSearchTool to retrieve the data for this product, but the data does not match, is as if the Agent retrieves data for other products. Specifically, I want to design a process where an agent executes a task that gathers or generates data, and then inserts that data into the database. Jul 14, 2024 · 2 Listen Share Sql Agent CrewAI workflow Introduction Here we are about to create a build a team of agents that will answer complex questions using data from a SQL database. These tools enable your agents to interact with various database systems, from traditional SQL databases to modern vector stores and data warehouses. g. 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. What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. Sep 23, 2024 · A search agent might have access to tools for querying the SQL database or searching the web for up-to-date information. With a modular agent architecture for generation, review, compliance, and execution, users can safely and intuitively run SQL queries with no manual SQL writing required. The Agent can be used for retrieving data from a database (sqlite) using SQL queries. Mar 18, 2025 · Using LangChain Tools - CrewAI Learn how to integrate LangChain tools with CrewAI agents to enhance search-based queries and more. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI) - curiousily/AI-Bootcamp Imagine giving your AI the power to work directly with your private data. By combining large language models (LLMs) with modular, role-based AI Overview This tool is used to convert natural language to SQL queries. Jun 1, 2024 · 2. Jun 5, 2025 · I am using this crewai’s Nl2SQL tool for a SQL query generation task, sometimes the tool’s behaves like the NL2SQLTool receives the full SQL query as seen in the Tool Input, but the debug log prints only a truncated portion, often stopping at AND date =, leading to execution failure. In this composition, we will explore CrewAI, its crucial features, and how you can work it to make important AI agents that help in Project Management using a JIRA CSV train. . I’m looking for guidance on how to structure this flow effectively, ensuring smooth communication between the Apr 17, 2025 · As AI agents become increasingly sophisticated, integrating multiple technologies is essential for building robust, intelligent applications. icibucxeswwnrkfupgljfgrfclzxgfuvqfslsruuoixdmx