Openai Agents Mcp. MCP-Bench is a comprehensive evaluation framework designed

MCP-Bench is a comprehensive evaluation framework designed to assess Large Language Models' (LLMs) capabilities in tool-use scenarios through the Model Context Protocol (MCP). Master AI Agents in 30 days: build 8 real-world projects with OpenAI Agents SDK, CrewAI, LangGraph, AutoGen and MCP. With this extension, you can seamlessly use MCP servers and their tools with the OpenAI Agents SDK. If you want Codex in your code editor (VS Code, Cursor, Windsurf), install in your IDE. Features Connect OpenAI Agents to MCP servers Access tools from MCP servers alongside native OpenAI Agent SDK Oct 25, 2025 · Building MCP Servers with OpenAI Agents SDK opens up new possibilities for enhancing AI agents with external tools and data sources. This benchmark provides an end-to-end pipeline for evaluating how effectively different LLMs can discover, select, and Your Python application connects to CData Connect AI's MCP server The MCP server exposes tools for data discovery and querying OpenAI's GPT models use these tools to translate natural language into SQL Queries are executed against your live data sources Results are returned and interpreted by the AI Prerequisites This guide requires the following: Learn how to use Azure OpenAI's new stateful Responses API. py 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 MCP Servers MCPServer Bases: ABC Base class for Model Context Protocol servers. 19 hours ago · TLDR: This comprehensive blog post examines how autonomous coding agents—specifically Claude Code and OpenAI Codex—are transforming software development. Nov 25, 2024 · The Model Context Protocol (MCP) is an open standard for connecting AI assistants to the systems where data lives, including content repositories, business tools, and development environments. 🚀 Continuing My Agentic AI Journey Built Another MCP-Powered AI Agent 🤖 As part of my ongoing journey in Agentic AI, I’ve built another AI agent using OpenAI Agents SDK and MCP (Model Learn how to use the OpenAI API to generate human-like responses to natural language prompts, analyze images with computer vision, use powerful built-in tools, and more. May 5, 2025 · Building MCP agents with OpenAI Agents SDK OpenAI introduced the Agents SDK in March, a framework for building multi-agent workflows. middleware import wrap_model_call, ModelRequest, ModelResponse basic_model = ChatOpenAI(model="gpt-4o-mini") advanced_model = ChatOpenAI(model="gpt-4o") @wrap_model_call def dynamic_model_selection(request: ModelRequest, handler Mar 21, 2025 · Playwright MCP server. Choosing an MCP integration Before wiring an MCP server into an agent decide where the tool calls should execute and which transports you can reach. Messy reports, scattered spreadsheets, and dashboards that look busy but hide the real story are slowing your growth. (#9192) Built to make you extraordinarily productive, Cursor is the best way to code with AI. Setup is shared, so you only need to do it once. May 21, 2025 · With MCP, the model interacts directly with the MCP server, reducing latency and eliminating backend coordination. Add the server using 4 days ago · Integrating AI APIs in 2026: learn to build a Python backend that swaps OpenAI/Claude/Gemini, runs RAG on docs, exposes tools safely, and adds DLP, rate limits. Mar 27, 2025 · The examples in the Agents SDK repository do not yet include one that runs multiple MCP servers at a time, so let's walk through a simple code demonstration of how to do that. financial_research_agent: A financial research agent that demonstrates structured research workflows with agents and tools for financial data analysis. Aug 5, 2025 · Agents SDK Integration Want to use gpt-oss with OpenAI’s Agents SDK? Both Agents SDK enable you to override the OpenAI base client to point to vLLM for your self-hosted models. The SDK provides a way to define agent behaviour, connect to external tools, and manage the action flow. The OpenAI Responses API includes basic memory support through built-in state and message chaining with previous_response_id. Codex CLI is a coding agent from OpenAI that runs locally on your computer. Contribute to microsoft/playwright-mcp development by creating an account on GitHub. We describe a term that users can use as a shorthand and a simple rule for when to use planning Enables image generation using OpenAI's DALL-E and GPT-Image models directly through the Model Context Protocol. NET, using OpenAI, with a remote MCP server written in TypeScript. The project is built using the mcp-agent library. musaemotion » a2a-agent-server-mcp-service Apache musaemotion for mcp-agent-server Last Release on Aug 4, 2025 Prev 1 2 Next 4 days ago · OpenAI is planning to bring over more researchers from Thinking Machines Lab after nabbing two cofounders, a source familiar with the situation says. I'll explain MCP in simple terms an Jun 14, 2025 · Many agent frameworks like CrewAI, LangGraph, OpenAI Agent SDK, Autogen are now emerging that let developers build custom AI agents for specific use cases quickly and from scratch. Here’s a Python Agents SDK example: uv pip install openai-agents Oct 7, 2025 · We enable Codex to use these documents by first updating AGENTS. Using ChatGPT developer mode, your organization can build, test, and deploy MCP-powered apps that let ChatGPT securely take action in your tools. COM VAPI CREW LANGRAPH BUILD Hello Most Appreciated Buyer, Welcome To My Gig. Features Connect OpenAI Agents to MCP servers Access tools from MCP servers alongside native OpenAI Agent SDK Oct 29, 2025 · Learn how to use the Model Context Protocol with OpenAI Agents to increase tool integration, streamline workflows, and build capable AI systems. Mar 27, 2025 · A practical walkthrough for building OpenAI Agents that use the Model Context Protocol (MCP) to access tools, files, and trace data via Weave. js-based MCP server that enables AI agents to generate embeddings, index documents, and perform semantic vector searches using OpenAI and Chroma. May 28, 2025 · This guide is for readers already familiar with OpenAI models and LLM agents, and want to see how to orchestrate a team of agents for a r Mar 25, 2025 · OpenAI Agents SDK - MCP Extension This package extends the OpenAI Agents SDK to add support for Model Context Protocol (MCP) servers. May 4, 2025 · The OpenAI Agents SDK recently added support for MCP servers as tools, meaning your OpenAI-powered agent can seamlessly tap into any MCP-based service you build. Mar 27, 2025 · OpenAI MCP Integration enables seamless, standardized links between AI models and data sources. Use cases simplified by the MCP tool MCP significantly reduces the friction of building products that interact with external services, allowing you to tie different services together seamlessly. Learn how Codex connects to MCP servers like Figma and Jira, pulling docs to plan updates Use the OpenAI Agent Builder to start from templates, compose nodes, preview runs, and export workflows to code. The documentation has been updated at https://developers. 4️⃣ Deployment & Validation • Web + Agent running in a single environment • Multi-user context separation tested • JWT authentication preserved across chat • Real Are your agents still carrying the weight of their entire toolset, or are you moving to dynamic discovery? #AINative #ClaudeCode #MCP #n8n #OpenAI #AgenticWorkflows #AIArchitecture # Production-ready monorepo scaffold for building agentic chat applications with OpenAI Agents SDK, streaming UI, MCP memory, and optional Google OAuth - formicag/openai-agent-scaffold-ts Oct 22, 2025 · Awesome LLM Apps - A curated collection of LLM apps with RAG, AI Agents, multi-agent teams, MCP, voice agents, and more. py 25 26 27 28 29 30 31 32 33 34 35 36 37 The Agents Python SDK understands multiple MCP transports. It provides a simple interface for creating agents with hosted MCP tool support. md to describe when to use PLANS. Dec 29, 2025 · A curated list of skills, tools, tutorials, and capabilities for AI coding agents (Claude, Codex, Copilot, VS Code) - heilcheng/awesome-agent-skills May 28, 2025 · This guide is for readers already familiar with OpenAI models and LLM agents, and want to see how to orchestrate a team of agents for a real Jan 9, 2026 · You can now easily integrate Codex with OpenAI’s developer documentation through OpenAI’s official MCP server, directly from your CLI or IDE extension. This allows developers to connect AI models to external tools and data sources efficiently. . Implement Retrieval-Augmented Generation (RAG) with vector stores and document Q&A agents. This guide will walk Jun 25, 2025 · The MCP server is a proxy for the OpenAI File Storage service that automagically vectorizes your uploaded files for performant retrieval. com/codex/guides/agents-sdk/. md file to our repository. We can assemble a minimal RAG agent by implementing a tool that wraps our vector store: Oct 7, 2025 · She gave herself eight minutes to create and ship the agent, with a live clock going. Connect Claude, OpenAI, and LangChain agents to MCP endpoints for seamless integration. Find out how to set it up here. Jan 5, 2026 · Following unprecedented early demand, Zeta expands beta access for first two Athena agentic applications LAS VEGAS—January 5, 2026— Today, at CES 2026, Zeta Global (NYSE: ZETA), the AI Marketing Cloud, announced a strategic collaboration with OpenAI to power the conversational intelligence and agentic applications behind Athena by Zeta™, its superintelligent agent built for enterprise MCP Servers MCPServer Bases: ABC Base class for Model Context Protocol servers. Architecture, integration patterns, and production readiness guide. 2 days ago · In this tutorial, we build an advanced agentic AI workflow using LlamaIndex and OpenAI models. The standardized MCP interface makes integration simpler and more reliable across different environments. py 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 Sep 5, 2025 · This article explains how to build AI agents using the Model Context Protocol (MCP) on Azure to create intelligent, scalable applications. These tools follow a standard format, making them accessible to any compatible agent. A2A Agent Server MCP Service io. Agents are systems that intelligently accomplish tasks—from simple goals to complex, open-ended workflows. Oct 29, 2025 · This is an MCP agent app written in . For instructions how to add it to VS Code or Cursor follow the quick guide in the official announcement. By structuring the system around OpenAI Agent Builder 是什么，以及它提供了哪些能力。 为什么你应该考虑将 Bright Data 的 Web MCP 集成到其中。 如何在 OpenAI 的 Agent Builder 中构建一个可复用的多用途 AI 工作流，并利用 Web MCP 工具。 Jan 10, 2026 · OpenAI faces persistent prompt injection risks in its ChatGPT Atlas browser agent, revealing new AI security challenges for enterprises in 2024. OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. Aug 12, 2025 · Learn about OpenAI’s Agents SDK and Anthropic’s MCP—how they compare, where they overlap, and how to use them together for smarter AI workflows. Dec 11, 2025 · GPT-5. We focus on designing a reliable retrieval-augmented generation (RAG) agent that can reason over evidence, use tools deliberately, and evaluate its own outputs for quality. from langchain_openai import ChatOpenAI from langchain. Sep 9, 2025 · Multi-issue and handoff resilience – In multi-problem chats, per-issue mini-summaries let the agent pause/resume, escalate to humans, or hand off to another agent while staying consistent. A Node. Recently, they have also extended the support for MCP. In particular, we demonstrate how we can use it for dynamic context management and using agentic tool-calling. Review and publish custom MCP apps for your company. In this quick guide, we'll use two MCP servers: Filesystem MCP Server: allows the agent to interact with your local file system. Jan 5, 2026 · OpenAI developed Kepler, an internal AI agent powered by GPT-5, to help employees navigate and query over 70,000 complex datasets by automating SQL generation and data retrieval across various internal platforms. Alternatively, for the Python SDK you can also use the LiteLLM integration to proxy to vLLM. The Agents Python SDK understands multiple MCP transports. Mar 25, 2025 · OpenAI Agents SDK - MCP Extension This package extends the OpenAI Agents SDK to add support for Model Context Protocol (MCP) servers. Below are the commands for adding the Docs MCP server to Codex. In this video, we break down Anthropic's Model Context Protocol (MCP) and why it’s a game-changer for building AI agents. Jan 4, 2026 · MCP (Linux Foundation standard), LangChain, and CrewAI compared for AI agents. Source code in src/agents/mcp/util. The codex tool in codex mcp-server now includes the threadId in the response so it can be used with the codex-reply tool, fixing [#3712]. One source of truth. HttpClientFactory Bases: Protocol Protocol for HTTP client factory functions. May 5, 2025 · Designed for Agent Frameworks: Fully compatible with the OpenAI Agents SDK and other agent runtimes that support MCP. I'll explain MCP in simple terms an In this video, we break down Anthropic's Model Context Protocol (MCP) and why it’s a game-changer for building AI agents. Source code in src/agents/mcp/server. By fine-tuning openai/gpt-oss-20b on this dataset, it will learn to generate reasoning steps in these languages, and thus its reasoning process can be interpreted by users who speak those languages. We demonstrate the capabilities of such a system for the aforementioned insurance use-case. As outlined in the Model Context 19 hours ago · OpenAI prueba nuevas funciones en ChatGPT, incluyendo gestión de tareas y integración segura con servidores MCP OpenAI prueba nuevas funciones en ChatGPT, como gestión de tareas y seguridad en conexiones, con avances que potencian su uso en negocios y ediciones avanzadas. It allows users to create and save images with fine-grained control over parameters like size, quality, and background transparency. Learn how to build MCP servers for use with ChatGPT connectors, deep research, or API integrations. handoffs: See practical examples of agent handoffs with message filtering. hosted_mcp: Examples demonstrating how to use hosted MCP (Model Context Protocol) connectors and approvals. Stack 🤖 MCP Agents - AI agents that can use tools and reason across steps 🔌 MCP Clients - Connect any LLM to any MCP server 🛠️ MCP Servers - Build your own MCP servers 🔍 MCP Inspector - Web-based debugger for MCP servers 🎨 MCP-UI Resources - Build ChatGPT apps with interactive widgets Design real-world AI agents visually using OpenAI’s AgentBuilder—no heavy coding required. md, and then of course, to add the PLANS. The apps use models from OpenAI, Anthropic, Google, and open-source models like DeepSeek, Qwen, and Llama that you can run locally on your computer. The Agents Python SDK understands multiple MCP transports. agents. github. Apr 27, 2025 · In a post on X dated March 26, 2025, OpenAI CEO Sam Altman announced that OpenAI has integrated support for the Model Context Protocol (MCP) into its Agents SDK. In this technical guide, we’ll walk you through building MCP Servers with the OpenAI Agents SDK to enhance your AI applications. 3 days ago · Get started with OpenAI Codex AI coding assistant. Building More Efficient AI Agents with MCP and Code Execution As we move further into 2026, the Model Context Protocol (MCP), has evolved from an open standard into a foundational pillar for Model Context Protocol (MCP) servers: MCP servers allow you to give Copilot access to different data sources and tools. Open Copilot Chat, switch to Agent mode, enable the server in the tools picker, and ask an OpenAI-related question like: Look up the request schema for Responses API tools in the OpenAI developer docs and summarize the required fields. 2 is especially well-suited for production agents that prioritize reliability, evaluability, and consistent behavior. Build and expose MCP servers that wrap tools like file systems, vector databases, and APIs. 10. Understand MCP fundamentals - JSON-RPC, servers, clients, and context sharing. 3 days ago · // Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models, rate limits, MCP) and you need authoritative, up-to-date documentation (schemas, examples, limits, edge cases). Jun 2, 2025 · Learn how to connect your Zerodha account to Claude using the Kite MCP to use the AI chatbot to answer queries about your portfolio. openai. This requires the universal adoption of protocols like the Model Context Protocol (MCP), which acts as the "USB-C for AI," allowing different models to exchange data securely. Its aim is to help frontier models produce better, more relevant responses. This lets you reuse existing MCP servers or build your own to expose filesystem, HTTP, or connector backed tools to an agent. Learn how to build agents with the OpenAI Agents SDK. If you would like to see how we built this simple MCP server, refer to this related cookbook. LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves 3 days ago · // Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models, rate limits, MCP) and you need authoritative, up-to-date documentation (schemas, examples, limits, edge cases). This interface matches the MCP SDK's McpHttpClientFactory but is defined locally to avoid accessing internal MCP SDK modules. AGENTS. md AGENTS. The OpenAI Agents SDK is a lightweight framework for building AI agents that can use tools and maintain conversation state. Mar 26, 2025 · It combines secure execution environments, vector similarity (Code and Unified Diffs), Git version control, code interpreter, OpenAi agents API and Model Context Protocol (MCP) capabilities into a unified system where specialized agents collaborate to understand, modify, and manage code. Oct 25, 2025 · The OpenAI Agents SDK now supports MCP (Model Context Protocol), a game-changer for AI interoperability. Plus, the latest efforts to automate jobs with AI. Use remote MCP servers and OpenAI-maintained connectors for popular services to give models new capabilities. These agents offer built-in support for connecting to MCP Servers, making integration seamless and hassle-free. Jun 17, 2025 · In this cookbook, we provide an end-to-end modular recipe leveraging MCP for building voice-enabled agents using the OpenAI Agents SDK. It facilitates the creation of retrieval-augmented generation (RAG) pipelines for internal knowledge assistants and document-based workflows. Aug 7, 2025 · LM Studio is a performant and friendly desktop application for running large language models (LLMs) on local hardware. PMs an… RAG agents One formulation of a RAG application is as a simple agent with a tool that retrieves information. 2 days ago · For Operator to reach its full potential, it must be able to negotiate with other agents—such as a merchant's sales agent—without human intervention. md is a simple format for guiding coding agents such as Codex. It performs strongly across coding, document analysis, finance, and multi-tool agentic scenarios, often matching or exceeding leading models on task completion. Redirecting Mar 27, 2025 · OpenAI MCP Integration enables seamless, standardized links between AI models and data sources. For more information, see Extending GitHub Copilot coding agent with the Model Context Protocol (MCP). To start, she used the Agent Builder within the OpenAI platform. agents import create_agent from langchain. About this gig N8N RAG AI AGENT WITH OPENAI VECTOR DATABASE MCP MAKE. 🛠️ How to Build MCP Agents Using the OpenAI Agents SDK An MCP agent is an AI agent that can use tools exposed through MCP-compliant servers.

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