Openai Responses Api Mcp Server. May 28, 2025 · Tools can range from simple Python functions to ext

May 28, 2025 · Tools can range from simple Python functions to external services. The Responses API is a new stateful API from Azure OpenAI. It is designed to make it easier to build multi-provider, interoperable LLM interfaces. Option 1: Using a local installation Oct 30, 2025 · Voice Integration: Codex integrated Realtime API and Agent SDK for voice control [381] MCP Server: Codex wired up an MCP server for a lighting system using reference docs [384] Voice Mode Test: Voice agent controlled lights and answered questions [395] Agent described the audience and greeted them [399]. 2. Contribute to hhhhhge/gemini-api development by creating an account on GitHub. Compatibilité Multi-LLM - Compatibilité avec plusieurs LLMs 🚦 Setting up in Windsurf / Cascade / Cursor Ask your administrator or technical team to add this MCP server to your workspace configuration: Copy . Your application must handle the OAuth authorization flow and provide the token here. Latest version: 1. Jan 10, 2026 · Skills for Claude Code CLI such as full stack dev Cloudflare, React, Tailwind v4, and AI integrations. js. - jezweb/claude-skills Jan 14, 2026 · This section covers 15 specialized MCP topics that extend beyond basic server and client implementation. Hosted tools currently work with OpenAI models that support the Responses API's hosted MCP integration. I would like to understand if we can reach this MCP server through Azure OpenAI Responses API. 5 days ago · Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models, 2173 Sterne | von openai 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. Originally launched by OpenAI and now natively supported in Microsoft Foundry, the Responses API combines the simplicity of the Chat Completions API with the advanced tool-calling capabilities of the legacy Assistants API. env. yaml test_native_output. 0, last published: 6 days ago. Instead of your code calling an MCP server, the OpenAI Responses API invokes the remote tool endpoint and streams the result back to the model. responses API We would like to show you a description here but the site won’t allow us. 0. Learn about how to use and migrate to GPT-5. The MCP Server is a specialized API gateway that exposes Mar 21, 2025 · Playwright MCP server. 6 days ago · Open Responses is an open-source specification and ecosystem inspired by the OpenAI Responses API. Contribute to JarrodAI/VSCode-Copilot-Memory-MCP-Server-OpenNotebookLM development by creating an account on GitHub. Pipedream's integration platform allows you to integrate Ablefy (formerly elopage) and OpenAI (ChatGPT) remarkably fast. This section contains the events that are emitted by the server. In this project, we use: MCP (Model Context Protocol) Server: Used to connect agents to external tools and data sources in a standardized way. yaml test_gpt5_pro. Fully OpenAI compatible. Its aim is to help frontier models produce better, more relevant responses. The Responses API also adds support for the new computer-use-preview model which powers the Computer use capability. It’s bidirectional, meaning tools can also push information to AI systems when relevant. Here is the simplest example of using hosted MCP tools. A comprehensive guide to the Model Context Protocol (MCP) - the new open standard for connecting AI applications to external APIs, databases, and tools. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthr 6 days ago · The MCP server integrates with Azure OpenAI through the Azure AI Projects SDK to generate text embeddings for semantic product search. Motivation and Oct 1, 2025 · Initializing Codex CLI as an MCP Server Here run Codex CLI as an MCP Server inside the Agents SDK. Learn more: OpenAI MCP docs | MCP Spec 2 days ago · OpenAI's recent updates to their Responses API framework, combined with support for the Model Context Protocol (MCP) and provider-agnostic tooling, are addressing one of the industry's most Jun 8, 2025 · The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / Grok / Ollama / Custom Model / All Of The Above] working as one. 2-codex. Nov 1, 2025 · A step-by-step guide to integrating OpenAI's Response API with Model Context Protocol (MCP) using HAPI Server. The model lists the remote server's tools and invokes them without an extra callback to your Python process. [8] Chat With Responses API with OpenAI (ChatGPT) API on New Webhook Event (Instant) from Ablefy (formerly elopage) API. Jan 13, 2026 · VSCODE memory MCP server using open-notebooklm . yaml test_image_as_binary_content_input. There are 713 other projects in the npm registry using @langchain/openai. Learn more about streaming responses. 5 days ago · MCP CallToolResult now includes threadId in both content and structuredContent, and returns a defined output schema for compatibility. 2 days ago · OpenAI's recent updates to their Responses API framework, combined with support for the Model Context Protocol (MCP) and provider-agnostic tooling, are addressing one of the industry's most Unlock GitHub Copilot as a local API Gateway. Contribute to microsoft/playwright-mcp development by creating an account on GitHub. Use Copilot with Cursor, LangChain, and any OpenAI-compatible tool. env and fill in your OPENAI_API_KEY or GROQ_API_KEY. (#9188) 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]. This command starts Codex CLI as an MCP server and exposes two Codex tools available on the MCP server — codex() and codex-reply(). 130 / 1M tokens Using Voyage AI (Cloud Embeddings) Advantages: High quality, managed service Configuration: 5 days ago · Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models, rate 2173 星 | 作者: openai Jan 14, 2026 · Sample code and API for GPT-5. It brings together the best capabilities from the chat completions and assistants API in one unified experience. From the simple remote MCP server example above, it contains only one tool definition: Nov 7, 2025 · We have a remote MCP server, which is reachable only in our private network. The project defines a shared schema, client libraries, and tooling that let you call language models, stream outputs, and build agentic workflows without being locked into a single provider. yaml test_openai Default API model moved to gpt-5. If the call to MCP server is made directly by Azure OpenAI and the remote MCP server must be publicly available, than i assume that this is not possible. We provide the initialization parameters of codex mcp. Learn how to set up MCP servers and supercharge your AI workflows. [7] MCP re-uses the message-flow ideas of the Language Server Protocol (LSP) and is transported over JSON-RPC 2. Connect search, scraping, and browser automation tools easily. Pricing (as of 2025): text-embedding-3-small: $0. Aug 5, 2025 · Use the API vLLM exposes a Chat Completions-compatible API and a Responses-compatible API so you can use the OpenAI SDK without changing much. Basic hosted MCP tool Create a hosted tool by adding a HostedMCPTool to the agent's tools list. pdf), Text File (. (#9338) The TUI “Worked for” separator only appears after actual work has occurred. Responses _ OpenAI API Reference - Free download as PDF File (. The protocol defines how AI systems request context (files, database queries, API calls) and how external tools respond. Validates that required configuration values are present Key Configuration: API keys (OpenAI, Workato MCP) MCP server URL LLM model settings (model name, temperature) Agent behavior settings (verbosity, max iterations) System prompt for the AI agent Key Functions: validate_config(): Ensures all required environment variables are set Aug 7, 2025 · This guide will walk you through how to set up and run gpt-oss-20b or gpt-oss-120b models using LM Studio, including how to chat with them, use MCP servers, or interact with the models through LM Studio’s local development API. The video below shows how easily the remote MCP server can be implemented via the OpenAI console. May 21, 2025 · To optimize for performance in production, use the allowed_tools parameter in the Responses API to limit which tools are included from the server’s mcp_list_tools. Earlier stop-gap approaches—such as OpenAI 's 2023 "function-calling" API and the ChatGPT plug-in framework—solved similar problems but required vendor-specific connectors. 6 days ago · This document describes the semantic search implementation that enables natural language product queries using Azure OpenAI embeddings and PostgreSQL's pgvector extension. Dec 11, 2025 · GPT-5. example to . The MCP Server is a specialized API gateway that exposes 5 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). 020 / 1M tokens text-embedding-3-large: $0. The integration follows a credential-based authentication pattern using Azure DefaultAzureCredential. yaml test_image_as_binary_content_tool_response. 2-Codex OpenRouter normalizes requests and responses across providers for you. 2 is our newest flagship model for enterprise and agentic workloads, designed to deliver higher accuracy, stronger instruction followi Sample to create an AI Agent using OpenAI models with any MCP server running on Azure Container Apps Note: Both PGEDGE_OPENAI_API_KEY and OPENAI_API_KEY are supported. Here’s a Python example: Integrate Arcade tools into your LangGraph applications Learn how to turn audio into text with the OpenAI API. Hosted MCP server tools Hosted tools push the entire round‑trip into the model. Free for developers. 1. 1 day ago · This document describes the architecture, design principles, and technical implementation of the Statista MCP (Model Context Protocol) Server. Get your API key Create an API key and start making requests. 5 days ago · Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models, r 2173 stars | by openai 5 days ago · Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models 2173 نجمة | بواسطة openai Jan 9, 2026 · Always use the OpenAI developer documentation MCP server if you need to work with the OpenAI API, ChatGPT Apps SDK, Codex,… without me having to explicitly ask. py). OpenAI integrations for LangChain. Semantic search allows users Official Code ExecutionDeveloper Tools by pydantic Claim Overview Schema Related Servers Score Discussions Python Hybrid pydantic-ai tests models cassettes test_openai_responses test_audio_as_binary_content_input. [8] Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. An OAuth access token that can be used with a remote MCP server, either with a custom MCP server URL or a service connector. 2 and the GPT-5 model family, the latest models in the OpenAI API. (#8958) 2 days ago · Learn how to build a LangGraph AI agent with live web access using Bright Data Web MCP. May 26, 2025 · The Fetch MCP Server grabs HTML, JSON, or Markdown from websites, perfect for real-time research or content analysis. This project uses a local MCP server for Yahoo Finance data (see mcp/yahoo_finance_server. When you create a Response with stream set to true, the server will emit server-sent events to the client as the Response is generated. These advanced patterns enable production-grade deployments with enterprise security, cloud int Arcade provides seamless integration with the OpenAI Agents Library and OpenAI Agents JS , allowing you to enhance your AI This integration is available through the agents-arcade package for Python and our JavaScript client library . If the model decides to use a Connector or MCP server, it will first make a request to list available tools from the server, which will create a mcp_list_tools output item. The prefixed version takes priority if both are set. Jan 4, 2026 · gemini web api reverse engineering. This reduces token overhead, improves response time, and narrows the model’s decision space. These servers are 100% open-source, encouraging developers to contribute new tools via GitHub. The API will return new items in the output array of the model response. 1 day ago · MCP collapses that to one: build your connector once, and any MCP-compatible AI can use it. 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. Start using @langchain/openai in your project by running `npm i @langchain/openai`. Setup the Ablefy (formerly elopage) API trigger to run a workflow which integrates with the OpenAI (ChatGPT) API. txt) or read online for free. yaml test_native_output_multiple. - Ton-Git/github-copilot-api-vscode-bk Use when working with the OpenAI API (Responses API) or OpenAI platform features (tools, streaming, Realtime API, auth, models 2173 étoiles | par openai 5 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).

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