Openai Responses Api Github. OpenAI provides models with agentic strengths, a toolkit for a

OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. Get started with OpenAI Responses API With the release of OpenAI's responses API, there has never been a better time to start building AI applications, particularly those that require a deeper understanding of the world. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. Contribute to gbaeke/openai_responses development by creating an account on GitHub. It makes it e Developer toolkit to migrate applications from the legacy OpenAI Completions/Chat Completions APIs to the unified Responses API, guided by Codex CLI - openai/completions-responses-migration-pack Contribute to mlaurel/openai-responses-api development by creating an account on GitHub. 2-Codex via API, bringing advanced agentic coding, security analysis, and enterprise workflows to developers. Can contain text, images, and audio inputs, as well as previous assistant responses and tool call outputs. The intended purpose of the file. An item representing part of the context for the response to be generated by the model. Examples and guides for using the OpenAI API. Responses API on Azure OpenAI samples 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. It’s simpler to use and includes built-in tools provided by OpenAI that execute tool calls and add results automatically to the conversation context. 4 days ago · Developers building AI apps face a familiar headache: every provider uses a different API format. 2-Codex - GPT-5. 2 days ago · 3) Call the Responses API and Print the Reasoning Summary This sample is wired to Azure OpenAI’s v1 endpoint and Responses API. We can create a simple indexing pipeline and RAG chain to do this in ~40 lines of code. You can generate text from the model with the code below. Motivation and Mar 14, 2025 · OpenAI Responses API Samples. Use Copilot with Cursor, LangChain, and any OpenAI-compatible tool. Skills Catalog for Codex. Create stateful interactions with the model, using the output of previous responses as input. What Is OpenAI Open Responses AI? OpenAI Open Responses AI is an open-source specification that extends the OpenAI Responses API. Responses OpenAI's most advanced interface for generating model responses. LangChain provides a pre-built agent architecture and model integrations to help you get started quickly and seamlessly incorporate LLMs into your agents and applications. Metadata OpenAI ChatGPT, GPT-3, GPT-4, DALL·E, Whisper API wrapper for Go Readme Issues Usage The full API of this library can be found in api. Make sure you’ve set OPENAI_API_KEY as an environment Dec 4, 2025 · Codex models advance the frontier of intelligence and efficiency and our recommended agentic coding model. Realtime API Agents Demo This is a demonstration of more advanced patterns for voice agents, using the OpenAI Realtime API and the OpenAI Agents SDK. Contribute to openai/skills development by creating an account on GitHub. Our latest image generation model, gpt-image-1, is a natively multimodal large language model. 1-Codex optimized for software engineering and coding workflows. OpenAI's new "Open Responses" project promises to fix that—but the company also stands to gain the most if its format becomes the industry standard. The prompt optimizer can use the following from your dataset to improve your prompt: Annotations (Good/Bad and additional custom annotation columns you add) Text critiques written in output_feedback Results 5 days ago · OpenAI 开发者社区发布帖介绍 Open Responses：一套受 OpenAI Responses API 启发的开源规范与生态，目标是为多提供方的大语言模型提供可互操作的统一接口，减少不同模型平台之间反复“对接翻译”的成本，并支持流式输出与工具调用等通用能力。公开说明称，该规范以“多提供方默认”为核心，试图让 1 day ago · Uptime statistics for OpenAI: GPT Audio across providers - The gpt-audio model is OpenAI's first generally available audio model. The specific website we will use is the LLM Powered Autonomous Agents blog post by Lilian Weng, which allows us to ask questions about the contents of the post. Javadocs are available on javadoc. May 11, 2025 · By leveraging the Responses API with OpenAI’s latest reasoning models, you can unlock higher intelligence, lower costs, and more efficient t A high-performance API server that provides OpenAI-compatible endpoints for MLX models. Converts Anthropic Messages API (Claude) responses into OpenAI ChatCompletions-compatible output (tools / tool_calls / role="tool"), so OpenWebUI can run tools with its native tool UI. According to OpenAI, AgentKit builds upon its Responses API released in March, offering a more streamlined approach to agent creation. Contribute to openai/openai-dotnet development by creating an account on GitHub. Mar 11, 2025 · To address these hurdles, OpenAI is introducing several new offerings: Responses API, built-in tools for web and file search, a computer use tool and the open-source Agents SDK. While the Chat Completions API is still supported, you'll get improved model intelligence and performance by using Responses. It aims to help developers understand the enhanced functionality, flexibility, and multi-turn interaction capabilities of the Mar 14, 2025 · OpenAI Responses API Samples. Includes OpenAI SDK for Python, TypeScript, Go, . Developed using Python and powered by the FastAPI framework, it provides an efficient, scalable, and user-fri Aug 7, 2025 · gpt-5 gpt-5-mini gpt-5-nano Responses API Chat Completions API Note: We recommend to use Responses API with GPT-5 series of model to get the most performance out of the models. Prerequisites Let’s begin with updating your OpenAI SDK that supports the new params and tools for GPT-5. See the Streaming section below for more information. Mar 11, 2025 · File search was previously available on the Assistants API. Learn how to use Azure OpenAI's REST API. Project Overview A reverse-engineered proxy for the GitHub Copilot API that exposes it as an OpenAI and Anthropic compatible service. env. Generate or edit images You can generate or edit images using the Image API or the Responses API. While Chat Completions remains supported, Responses is recommended for all new projects. NET library for the OpenAI API. However, users have reported encountering issues where the node appears faulty or non-responsive. Only items with truthy provider_data are processed. Responses API Our newest API combining the simplicity of Chat Completions with the built-in tool use of Assistants. 3 days ago · This page outlines the process for contributing to the openai-responses project, including reporting issues, requesting features, and submitting code changes. We would like to show you a description here but the site won’t allow us. The official . , Gemini, Claude). Rapidly deploy an Azure OpenAI instance with a GPT-5-mini model using a single CLI command. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks. For each row, create at least one grader result or human annotation. This repository explores the differences between OpenAI's new Responses API and the existing Chat API, providing practical, side-by-side examples in each Jupyter notebook. Mar 11, 2025 · Introducing the Responses API The Responses API is a new API primitive that combines the best of both the Chat Completions and Assistants APIs. The OpenAI Java SDK provides convenient access to the OpenAI REST API from applications written in Java. The larger model (gpt-5) is slower and more expensive but often generates better responses for complex tasks and broad domains. 9+ application. 8+ application. com. Make sure you’ve set OPENAI_API_KEY as an environment May 11, 2025 · By leveraging the Responses API with OpenAI’s latest reasoning models, you can unlock higher intelligence, lower costs, and more efficient t A high-performance API server that provides OpenAI-compatible endpoints for MLX models. Several early adopters report significant time savings and efficiency gains when using the new agentic tools. File search is a tool available in the Responses API. This makes it simple to swap out system (or developer) messages in new responses. If you are not using gpt-oss directly but through an API or a provider like HuggingFace, Ollama, or vLLM, you will not have to be concerned Set the OPENAI_API_KEY environment variable in the project: Create a . env file at the root of the project and add the following line (see . Contribute to openai/openai-openapi development by creating an account on GitHub. This starter app shows how to use built-in tools, MCP servers, and first-party connectors with the Responses API. The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. Use remote MCP servers and OpenAI-maintained connectors for popular services to give models new capabilities. openai. Nov 13, 2025 · A complete overview of the new OpenAI Responses API. Mar 11, 2025 · The Responses API is a new way to interact with OpenAI models, designed to be simpler and more flexible than previous APIs. 2-Codex is an upgraded version of GPT-5. Supported values are assistants, assistants_output, batch, batch_output, fine-tune, fine-tune-results, vision, and user_data. Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. 1 day ago · See recent activity and usage statistics for OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. 1 day ago · See performance metrics across providers for OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. When working properly, this feature connects via API to OpenAI, sends a message payload, and returns a structured response. Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models 3 days ago · AI開発の現場において、長らく解決されなかった「断片化」という課題に対し、OpenAIがついに決定的な一手を打った。2026年1月16日、同社は大規模言語モデル（LLM）のインターフェースを統一するためのオープンソース仕様およびエコシステム「Open Responses」を発表した。 OpenAI Realtime API Integration for Unity Implementation of OpenAI's Realtime API in Unity - record microphone audio and receive real-time low-latency responses. For detailed instructions on setting up y Services & Credentials MemMachine- Open-source memory system (self-hosted via Docker) Telegram Bot Token- From @BotFather OpenAI API Key- For AI responses and voice transcription Gmail OAuth- For email integration (optional) Google Sheets OAuth- For spreadsheet access (optional) Google Calendar OAuth- For calendar management (optional) Create at least three rows of data with responses in your dataset. . It is generated from our OpenAPI The gpt-oss models were trained on the harmony response format for defining conversation structures, generating reasoning output and structuring function calls. Includes both Python and TypeScript implementations for easy integration. This data transformation does not always guarantee that items from other provider interactions are accepted by the OpenAI Responses API. Embed a widget to build your own chat experiences. Python ile OpenAI API entegrasyonu, sadece birkaç satır kodla inanılmaz güçte uygulamalar geliştirmenize olanak tanır. It brings together the best capabilities from the chat completions and assistants API in one unified experience. Learn what it is, how it compares to Chat Completions and Assistants, and its key features and limitations. It makes it e 5 days ago · Open Responses is an open-source specification and ecosystem inspired by the OpenAI Responses API. md file along with many code examples. It offers a streamlined way to build powerful agentic experiences by allowing Oct 25, 2020 · The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. See below for the full code snippet: 22 hours ago · Hi everyone I am using the OpenAI Responses API with conversation id and store true for a multi turn chat app My prompt is stored in the OpenAI platform as a prompt id I send prompt id only on the first user message and then for later turns I call responses create with the same conversation id but without prompt id and without instructions I notice the assistant drifts and does not follow the Aug 5, 2025 · We’re on a journey to advance and democratize artificial intelligence through open source and open science. Use the OpenAI Agent Builder to start from templates, compose nodes, preview runs, and export workflows to code. If you’re building AI agents or automation systems, this changes everything. 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. Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. OpenAPI specification for the OpenAI API. Contribute to bovrhovn/Responses-API-examples development by creating an account on GitHub. 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. Generate images from a prompt or from an image and a prompt using OpenAI's Response API (GPT-4. You can configure these tools directly from the UI, but some 1 day ago · See apps that are using OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. OpenAI API + Ruby! 🤖 ️ GPT-5 & Realtime WebRTC compatible! - alexrudall/ruby-openai A system (or developer) message inserted into the model's context. - Ton-Git/github-copilot-api-vscode-bk Agents are systems that intelligently accomplish tasks—from simple goals to complex, open-ended workflows. This may take some time. When using along with previous_response_id, the instructions from a previous response will not be carried over to the next response. 6 days ago · Sample code and API for OpenAI: GPT-5. This function handles the following incompatibilities: - provider_data: Removes fields specific to other providers (e. Reasoning models work better with the Responses API. In this article, you learn about authorization options, how to structure a request and receive a response. The Responses API also adds support for the new computer-use-preview model which powers the Computer use capability. js. Önemli olan, doğru parametreleri seçmek ve token kullanımını verimli yöneterek sürdürülebilir bir sistem kurmaktır. Follow this guide closely to ensu Aug 7, 2025 · Using the OpenAI Responses API we’ll invoke the model 30 times with our baseline prompt and save each response as a Python file in the results_topk_baseline. io. NOTE: If your Azure account is bound with more than one Azure If set to true, the model response data will be streamed to the client as it is generated using server-sent events. It is designed to make it easier to build multi-provider, interoperable LLM interfaces. Supports text and image inputs, and text outputs. It can understand text and images and leverage its broad world knowledge to generate images with better instruction following and contextual awareness. Problem Description OpenAI announced last week a new Responses API that contains the feature set of the Chat Completions A Nov 1, 2025 · A step-by-step guide to integrating OpenAI's Response API with Model Context Protocol (MCP) using HAPI Server. Responses API on Azure OpenAI samples. Audio is priced at $32 per million input tokens and $64 per million output tokens. The Responses API is a new stateful API from Azure OpenAI. It’s now available on the new Responses API, an API that can be stateful or stateless, and with from new features like metadata filtering Creating Vector Store with our PDFs !pip install PyPDF2 pandas tqdm openai -q Aug 5, 2025 · Want to get OpenAI gpt-oss running on your own hardware? This guide will walk you through how to use Ollama to set up gpt-oss-20b or gpt-oss 6 days ago · See performance metrics across providers for OpenAI: GPT-5. We recommend you use LangChain if you want to quickly build agents and autonomous May 16, 2025 · Introducing Codex: a cloud-based software engineering agent that can work on many tasks in parallel, powered by codex-1. Contribute to openai/openai-cookbook development by creating an account on GitHub. Before, developers were locked into one provider. The new snapshot features an upgraded decoder for more natural sounding voices and maintains better voice consistency. 6 days ago · Sample code and API for GPT-5. The primary API for interacting with OpenAI models is the Responses API. g. 2-Codex OpenRouter normalizes requests and responses across providers for you. It is generated from our OpenAPI This app is meant to be used as a starting point to build a conversational assistant that you can customize to your needs. example for reference): 4 days ago · OpenAIは2026年1月15日、Responses APIを基盤とした、マルチプロバイダー対応かつ相互運用可能なLLMインターフェース構築のためのオープンソース仕様「Open Responses」を公開した。 Oct 21, 2025 · The fastest way to get started with Azure OpenAI. A system (or developer) message inserted into the model's context. You can generate The Responses API is our new API primitive, an evolution of Chat Completions which brings added simplicity and powerful agentic primitives to your integrations. 5 days ago · OpenAI launches GPT-5. It enables models to retrieve information in a knowledge base of previously uploaded files through semantic and keyword search. Mar 18, 2025 · This is an OpenAI Responses API guide! This series will walk you through the essential features and functionalities of the new OpenAI Responses API that was just released The Responses API is a Mar 11, 2025 · The Responses API is a new way to interact with OpenAI models, designed to be simpler and more flexible than previous APIs. The model supports building projects from scratch, feature development, debugging, large-scale refactoring, and code Unlock GitHub Copilot as a local API Gateway. NET and Java examples using the Responses API. Call the Responses API with the apply_patch tool Provide the model with context about available files (or a summary) in your input, or give the model tools for exploring your file system. This allows you to use GitHub Copilot with any tool that supports the OpenAI Chat Completions API or the Anthropic Messages API, including to power Claude Code. Contribute to Jaimboh/OpenAI-Responses-API development by creating an account on GitHub. The REST API documentation can be found on platform. With under 10 lines of code, you can connect to OpenAI, Anthropic, Google, and more. With Codex, developers can simultaneously deploy multiple agents to independently handle coding tasks such as writing features, answering questions about your codebase, fixing bugs, and proposing pull requests for review. Check Existing Issues I have searched the existing issues and discussions. 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. 1, GPT-4o, and gpt-image-1) via Azure OpenAI or OpenAI. The model supports building projects from scratch, feature development, debugging, large-scale Preview In this guide we’ll build an app that answers questions about the website’s content.

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