Crewai sql agent. Along with that provides the .

Crewai sql agent. Oct 17, 2024 · By integrating CrewAI’s multi-agent system with Ollama’s open-source LLMs, John completely transformed his approach to financial analysis. Jan 5, 2025 · Hey everyone, This is happening because the LLM is generating a response using the query key instead of sql_query, which is what's required by the Tool. Jun 18, 2025 · In this post, I’ll walk you through how I used CrewAI & Streamlit to build a Multi-Agent SQL Assistant. This system is built using Gradio, CrewAI, LangChain, and Python REPL, making data analysis more accessible and intuitive. Along with that provides the Apr 1, 2025 · My current approach involves using the SQL agent with Langraph. Behaviour Differs Between Standalone and FastAPI: The same agent, prompt, and code work perfectly when 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. ) LLM: OpenAI gpt-3. Jul 7, 2024 · The agent parameter assigns the respective task to each agent. From file processing to web scraping, database queries to AI services - we’ve got you covered. I’m looking for guidance on how to structure this flow effectively, ensuring smooth communication between the In this post, I’ll walk you through how I used CrewAI & Streamlit to build a Multi-Agent SQL Assistant. sql_database. This project is the 3rd version in a series of similar projects Learn how to create powerful multi-agent applications using CrewAI, a framework that enables AI agents to collaborate and solve complex problems together. This tool extracts the table names and database metadata given the context, but the generated query isn’t always accurate. Nov 29, 2024 · Learn to build a custom AI agent using LangGraph with RAG, NL2SQL, and Web Search. In our tests, the CrewAI-based agentic pipeline performed excellently. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing Contribute to imanoop7/SQL-Agent-using-CrewAI-and-Groq development by creating an account on GitHub. By employing agents and initiating the tasks, we can perform complex analyses to solve our problems automatically. Special Mention Special mention goes to the CrewAI custom GPT. 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 May 30, 2025 · Hi, I am building a crew AI agent for converting Natural language question to SQL (BigQuery). 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 Overview This tool is used to convert natural language to SQL queries. This agent is capable of handling SQL queries and performing database operations efficiently. I have provided two documents i. This system transforms user queries into SQL statements, retrieves the data, analyzes 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 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。 Mar 11, 2025 · In today’s data-driven world, the ability to query databases without writing complex SQL is becoming increasingly valuable. (Chroma also supports default built-in text embedding model which is SentenceTransformer all-MiniLM-L6-v2 model. Tools Building custom tools is relatively easy, though it requires some reading and effort. tool import ( InfoSQLDatabaseTool, ListSQLDatabaseTool, QuerySQLCheckerTool 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. Chroma is used as a vector database. Mar 18, 2025 · 文章浏览阅读971次，点赞10次，收藏9次。在当今数据驱动的世界中，无需编写复杂 SQL 即可查询数据库的能力变得越来越有价值。想象一下，用简单的英语向数据库提问，然后获得格式化的结果。这正是我们将在本文中探讨的内容：使用 CrewAI 构建一个自然语言到 SQL 查询工具。CrewAI 是一个用于编排 Apr 9, 2025 · This previous article explored the fundamental differences between three leading AI agent frameworks: CrewAI, LangGraph, and BeeAI. This project demonstrates how to build an advanced SQL Agent System using open-source technologies including CrewAI, Groq, and Llama 3 (8B). Spider dataset is used to test the pipeline. A comprehensive guide to configuring and using Large Language Models (LLMs) in your CrewAI projects 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. 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 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. 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. It covered their architectural approaches, strengths, and limitations at a conceptual level. 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. CrewAI Crews: Optimize for autonomy and collaborative intelligence. CrewAI 中文文档. This means we can use the Langchain tools and LLM integrations with CrewAI. Welcome to the SqlProject Crew project, powered by crewAI. Self-paced bootcamp on Generative AI. A comparison agent could specialize in analyzing and comparing laptop specifications. The experiment leverage CrewAI, AutoGen and LangChain - LangGraph frameworks to build the agentic RAG pipeline. In this video, you'll learn how to use Llama 3 with CrewAI What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. 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. schema. Use a charting framwework to interpret the chart recommendation results and use the native feature to display the charts. e. In this article, I demonstrate how to implement the same AI agent in each of these frameworks. What is CrewAI? CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. 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. Jul 17, 2024 · In this article I would like to present an example of how we can use the CrewAI framework to create a solution for writing SQL queries from a natural language prompt. It enables users to interact with databases using natural language, returning structured responses along with dynamic visualizations. 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. ’, ‘backstory’: ‘A skilled The Agent can be used for retrieving data from a database (sqlite) using SQL queries. The key characteristics of CrewAI are role assignment for Agents, integration of tools for task completion, and delegation of tasks between agents. 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. 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 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. The system allows multiple agents to collaborate, each focusing on a specialized task, making the entire process more efficient, accurate, and comprehensive. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI) - curiousily/AI-Bootcamp 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. async_execution=True allows the tasks to be run concurrently. 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。 Sql agent using crew AI. Text embedding model: gte-large-en-v1. CrewAI Flows: Enable granular 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. 5. CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely independent of LangChain or other agent frameworks. I know there are already Understanding and leveraging tools within the CrewAI framework for agent collaboration and task execution. This makes CrewAI an important frame for erecting sophisticated,multi-agent AI systems. Oct 9, 2024 · How to use crewai to create a agentic system to query a relational database. 本期视频主要实现使用FastAPI后端框架+CrewAI实现AI Agent复杂工作流项目案例 (1)本次分享内容主要为: (a)分享的项目案例是在“营销战略协作智能体”项目的基础之上进行迭代，那本期视频也会从零进行操作演示 (无需看以往相关视频) (b)代码实现CrewAI的Flows功能，并支持Flow运行中间结果进行持久化存储 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. Built with CrewAI, Streamlit, and Plotly Feb 18, 2024 · One of the LLM-based agent frameworks that are easy to use is the CrewAI. Learn how to build AI agents with tools, memory, and planning. This… Agent vs Crew Knowledge: Complete Guide Understanding Knowledge Levels: CrewAI supports knowledge at both agent and crew levels. Building a Collaborative AI Crew To understand CrewAI better, let’s build collaborative AI agents for creative content writing. 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 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。 The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses. 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. The agent could flexibly choose when and how to use these tools while attempting to solve a task. 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. colab import userdata from langchain. TrueFoundry automates infrastructure management, scaling, and monitoring, allowing you to focus on deriving insights rather than handling deployment complexities. 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 The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses. output import LLMResult from langchain_community. Explore AI-powered solutions for better data insights and optimization. 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. Jun 12, 2024 · It is to be noted that, the CrewAI platform is task-specific, not agent-specific. 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 1, 2024 · 2. Within the context of a team, an agent can be envisioned as an Detailed guide on creating and managing agents within the CrewAI framework. Along with that provides the Feb 20, 2025 · In this blog post, we will walk through the creation of an AI-powered SQL query agent using Crew AI. This can likely be fixed with prompt engineering. Meaning, the goal of running a crew is executing all the tasks (sequentially or not, depending on the process 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. 🔥 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. That's what happens when you connect agents to a SQL database. We will cover everything from the initial setup and database preparation to the implementation of SQL tools, defining agents, creating tasks, and executing the entire process. 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. 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. CrewAI provides an extensive library of pre-built tools to enhance your agents’ capabilities. 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. CrewAI: Easy development if you're good at defining goals and writing backstories for each agent. A writer agent would be responsible for composing coherent and user-friendly responses based on the information gathered by other agents. CrewAI made setting up the test pipeline straightforward, simplifying the creation of agentic flows. tools. Jul 17, 2024 · import pandas as pd from crewai import Agent, Crew, Process, Task from crewai_tools import tool from google. Jul 17, 2024 · This article will take you on a detailed journey to create a sophisticated SQL agent using CrewAI and Ollama. Mar 18, 2025 · Using LangChain Tools - CrewAI Learn how to integrate LangChain tools with CrewAI agents to enhance search-based queries and more. 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: 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. Let's take a look at some of the key features that make CrewAI a powerful tool for building multi-agent systems. 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。 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。 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. The Complete Platform for Multi-Agent Automation 1. May 22, 2025 · The CrewAI seamlessly integrates with the Langchain ecosystem. Imagine asking your database questions in plain English and getting Imagine giving your AI the power to work directly with your private data. This section clarifies exactly how each works, when they’re initialized, and addresses common misconceptions about dependencies. erecting AI Agents with CrewAI ( Hands on Guide Mar 25, 2025 · Learn how to implement SQL AI agents for conversational analytics in database management. When passed to the agent it will generate queries and then use them to interact with the database. 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. It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario. Contribute to Varun988/SqlAgent_CrewAi development by creating an account on GitHub. For e crewAI is designed to facilitate the collaboration of role-playing AI agents. Note: All examples have been standardized to use CrewAI version 0. 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. CrewAI Flows: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively. 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. 130. Apr 3, 2025 · In this guide, we’ll show you how to deploy a CrewAI agent on TrueFoundry, a platform designed to simplify AI deployment with minimal DevOps or MLOps expertise. For more information, please refer to CrewAI’s documentation here. document_dictionary and business logic for this purpose. With just a few clicks, you can transform natural language requests Jul 7, 2025 · Discover the top LLM agent frameworks of 2025, including LangChain, AutoGen, and LiveChatAI. It lets users query a SQLite database using natural language. CrewAI seamlessly integrates with the LangChain ecosystem, allowing druggies to work LangChain’s tools and LLM integrations. Jun 16, 2024 · Here we will build reliable RAG agents using CrewAI, Groq-Llama-3 and CrewAI PDFSearchTool. A quick comparison of the three AI agent frameworks Before diving into May 15, 2025 · Learn about Agentic Workflow and Autonomous Agents, and follow our 7-step guide to create a Content Creator Agent using Groq and CrewAI. 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. For ex Multi-Agent SQL Query & Visualization Engine is an AI-powered chatbot system that seamlessly generates, executes, and visualizes SQL queries. 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. I am using 2 agents, a data explorer that list_tables and get_schema with the mentioned CrewAI Crews: Optimize for autonomy and collaborative intelligence, enabling you to create AI teams where each agent has specific roles, tools, and goals. AI agents are emerging as game-changers, quickly becoming partners in problem-solving, creativity, and…. Contribute to hypier/crewAI_docs_cn development by creating an account on GitHub. May 3, 2025 · The illustration above represents the CrewAI process, illustrating how agents inclusively interact, manage tasks, and achieve issues. This video is a step-by-step tutorial to build SQL Agent with Composio and CrewAI locally on your own data. A report about my experience developing this solution. 0 for consistency and compatibility. This agent 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. 5-turbo The experiment runs Apr 25, 2024 · Imagine crafting an intelligent agent that can hold conversations, access information, and even utilize various tools at your command. This is an interesting prospect, especially for a data scientist who requires complex analysis to develop their model. Step-by-step tutorial for developers to create task-oriented agents. You can update your agent or task description to instruct the model to pass the input as: A CrewAI é uma plataforma que permite aos desenvolvedores criar e implementar fluxos de trabalho automatizados usando vários agentes de IA que colaboram para executar tarefas complexas. 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 Sep 12, 2024 · The design and scalability of CrewAI make it perfect for developing both basic and complex multi-agent applications, encouraging a collaborative method for tackling challenges and making decisions within AI systems. In the CrewAI framework, an Agent is an autonomous unit that can: Think of an agent as a specialized team member with specific skills, expertise, and responsibilities. schema import AgentFinish from langchain. By @joaomdmoura. I need the agent to understand my BigQuery Dataset and Business Logic so that it can cater specific business jargons. 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. We create a Crew object containing both the researcher and researcher 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 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. This is a collection of examples of different ways to use the crewAI framework to automate the processes. For this workflow, we shall use CrewAI to orchestrate agents and Agents Fortune for tooling support. 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 A powerful AI agent that transforms natural language questions into SQL queries, executes them against a database, and generates interactive visualizations. 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 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 this, we will define agents, tools, and the respective tasks for each agent. 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. As it is a team for content writing, we will These tools enable your agents to interact with various database systems, from traditional SQL databases to modern vector stores and data warehouses. 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. hmud obdggqs bsvgkf uawiboq rgvaabkq wncfth stqtap ignjfk mciyn fxzh