--- 格式版本: 2 标题: "Supercharging Codex with JetBrains MCP at Skyscanner | OpenAI Developers" 原文链接: "https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp" 发布日期: "2026-09-06" 发布时间校准状态: "found" 发布时间需复核: "否" 发布时间来源: "rule:local:strict_original_body" 发布时间证据: "Published Time: Sun, 06 Sep 2026 09:46:23 GMT" 发布时间校准原因: "规则确认唯一严格发布时间，来源 local:strict_original_body" 发布时间校准置信度: "high" 发布时间候选数量: 4 发布时间严格候选数量: 1 发布时间原页读取状态: "source template page reused from URL open" 发布时间未找到原因: "" 发布时间校准时间: "2026-09-06T18:27:04+08:00" 发布时间仲裁状态: "skipped" 发布时间仲裁尝试次数: 0 发布时间仲裁耗时毫秒: 0 发现时间: "2026-09-06T17:44:27+08:00" 入库时间: "2026-09-06T10:29:00.603Z" 来源平台: "固定入口" 搜索渠道: "fixed_url" 搜索词: "https://developers.openai.com/blog" 匹配关键词: - "deployment" - "performance" - "latency" - "throughput" - "AI" 相关厂家: - "OpenAI" - "Microsoft" - "AWS" - "Google" - "Oracle" 相关专家: [] 内容类型: "网页" 抓取工具: "Jina Reader" 清洗工具: "Jina Reader Markdown + Defuddle/Readability 正文提取" 原始附件: [] AI优质: "否" AI打分: 28 AI分档: "非优质" AI质检状态: "不通过" AI打分理由: "正文主线是Skyscanner工程师将Codex CLI接入JetBrains MCP，以改进代码检查、测试和格式化流程，属于开发工具集成案例，与超节点或机架级AI基础设施无关。来源为OpenAI官方开发者博客，正文较完整，但页面时间信息存在冲突，应以正文所示2026年1月11日为准。固定知识库未提供该案例的历史对照命中；本文虽呈现IDE工具调用流程，但没有AI机架架构、互连、供电、散热、RAS、硬件规格、量产或规模部署新增事实。命中应用与软件工作流导向的强否决项，不具备业务准入价值。" AI质检模型: "gpt-5.6-sol" AI质检时间: "2026-09-08T16:35:10+08:00" AI主题相关性: 0 AI来源权威性: 13 AI新颖性: 3 AI技术细节: 2 AI商业部署信号: 1 AI完整性: 9 AI评分提示词版本: "v17-精简生产版" AI评分提示词SHA256: "48fb9777f386026761b4873eaff30807694fb11e9b352d7c69bf2dfde750cc7d" AI评分知识库版本: "knowledge_base_v1-20260819+runtime.88" AI评分知识库SHA256: "187ddf9763173d03e5c13ef1e1afe58e86093a26ab37f0e4d189c8eb19dacf5b" AI评分知识库检索词: "[\"OpenAI\",\"Microsoft\",\"AWS\",\"Google\",\"Oracle\",\"deployment\",\"performance\",\"latency\",\"throughput\",\"https://developers.openai.com/blog\",\"RAS\",\"NPU\"]" AI评分知识库命中: "[{\"id\":\"july-correct-0018\",\"title\":\"AMD, Cerebras partner on joint Helios rack-scale AI inference platform\",\"sourceType\":\"labeled_article\",\"time\":\"2026-07\",\"matchedTerms\":[\"OpenAI\",\"Microsoft\",\"Oracle\",\"performance\",\"latency\",\"throughput\",\"RAS\"],\"rank\":-20.408108891439618},{\"id\":\"july-correct-0033\",\"title\":\"Microsoft, Alphabet, Meta Pivot from Buy to Build in AI\",\"sourceType\":\"labeled_article\",\"time\":\"2026-07\",\"matchedTerms\":[\"OpenAI\",\"Microsoft\",\"AWS\",\"Google\",\"deployment\",\"performance\",\"RAS\"],\"rank\":-18.845160932854792},{\"id\":\"july-correct-0080\",\"title\":\"AMD and Cerebras Announce Industry-Leading Ultra-Low-Latency and High Throughput AI Inference Solution\",\"sourceType\":\"labeled_article\",\"time\":\"2026-07\",\"matchedTerms\":[\"OpenAI\",\"Microsoft\",\"AWS\",\"deployment\",\"performance\",\"latency\",\"throughput\",\"RAS\"],\"rank\":-18.001565535425346},{\"id\":\"runtime-15c79e6868a9b43f99c061a9\",\"title\":\"Nvidia’s AI Boom Tests Data Center Infrastructure Limits\",\"sourceType\":\"ai_excellent_article\",\"time\":\"2026-08-27\",\"matchedTerms\":[\"OpenAI\",\"AWS\",\"Oracle\",\"deployment\",\"performance\",\"RAS\"],\"rank\":-15.23727524593058},{\"id\":\"runtime-4abbccc42d96af674efc7768\",\"title\":\"OpenAI’ Jalapeño: Better Than Nvidia Blackwell\",\"sourceType\":\"ai_excellent_article\",\"time\":\"2026-08-25\",\"matchedTerms\":[\"OpenAI\",\"Microsoft\",\"AWS\",\"Google\",\"deployment\",\"performance\",\"latency\",\"throughput\",\"RAS\",\"NPU\"],\"rank\":-14.196371038268706}]" 采集批次: "2026年9月6日17点41分46秒" 采集批次ID: "20260906-174146-0dbc83f7" 去重键: "https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp" --- Title: Supercharging Codex with JetBrains MCP at Skyscanner | OpenAI Developers URL Source: https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp Published Time: Sun, 06 Sep 2026 09:46:23 GMT Markdown Content: For the complete documentation index, see [llms.txt](https://developers.openai.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to the page URL. [![Image 1: OpenAI Developers](https://developers.openai.com/OpenAI_Developers.svg)ChatGPT](https://developers.openai.com/) [Home](https://developers.openai.com/) [API](https://developers.openai.com/api/docs) [Codex](https://learn.chatgpt.com/docs) [Docs Guides, concepts, and product docs for Codex](https://learn.chatgpt.com/docs)[Use cases Example workflows and tasks teams can take on with ChatGPT or Codex](https://learn.chatgpt.com/use-cases) [Docs](https://developers.openai.com/codex) [Use cases](https://learn.chatgpt.com/use-cases) [Training](https://developers.openai.com/training) [Resources](https://developers.openai.com/codex/resources) [ChatGPT](https://developers.openai.com/chatgpt) [Plugins Extend ChatGPT and Codex](https://developers.openai.com/plugins)[Workspace Agents Trigger published ChatGPT workspace agents](https://developers.openai.com/workspace-agents)[Commerce Build commerce flows in ChatGPT](https://developers.openai.com/commerce)[Ads Publish and measure ads in ChatGPT](https://developers.openai.com/ads) [Resources](https://developers.openai.com/learn) [Showcase Demo apps to get inspired](https://developers.openai.com/showcase)[Blog Learnings and experiences from developers](https://developers.openai.com/blog)[Cookbook Notebook examples for building with OpenAI models](https://developers.openai.com/cookbook)[Learn Docs, videos, and demo apps for building with OpenAI](https://developers.openai.com/learn)[Community Programs, meetups, and support for builders](https://developers.openai.com/community) Start searching [API Dashboard](https://platform.openai.com/login) [Try ChatGPT](https://chatgpt.com/) ## Search developer resources Search docs ### Suggested responses create reasoning_effort realtime prompt caching Primary navigation API Codex ChatGPT Docs Use cases Training Resources Resources Search docs ### Suggested responses create reasoning_effort realtime prompt caching Overview Models Agents Tools Voice & Audio Production API reference Docs Overview * [Home](https://developers.openai.com/api/docs) ### Get started * [Quickstart](https://developers.openai.com/api/docs/quickstart) * [Using GPT-6 Astra](https://developers.openai.com/api/docs/guides/latest-model) * [Key concepts](https://developers.openai.com/api/docs/concepts) ### Core concepts * [Responses API](https://developers.openai.com/api/docs/guides/migrate-to-responses) * [Conversation state](https://developers.openai.com/api/docs/guides/conversation-state) * [Background mode](https://developers.openai.com/api/docs/guides/background) * [Streaming](https://developers.openai.com/api/docs/guides/streaming-responses) * [WebSocket mode](https://developers.openai.com/api/docs/guides/websocket-mode) * [Mid-turn steering](https://developers.openai.com/api/docs/guides/steering) * [Multi-agent](https://developers.openai.com/api/docs/guides/responses-multi-agent) * [Webhooks](https://developers.openai.com/api/docs/guides/webhooks) * [File inputs](https://developers.openai.com/api/docs/guides/file-inputs) * [Compaction](https://developers.openai.com/api/docs/guides/compaction) * [Counting tokens](https://developers.openai.com/api/docs/guides/token-counting) ### SDKs and CLI * [OpenAI SDK](https://developers.openai.com/api/docs/libraries) * [OpenAI CLI](https://developers.openai.com/api/docs/libraries/openai-cli) ### Resources * [Changelog](https://developers.openai.com/api/docs/changelog) * [Deprecations](https://developers.openai.com/api/docs/deprecations) * [Supported countries](https://developers.openai.com/api/docs/supported-countries) * [OpenAI Crawlers](https://developers.openai.com/api/docs/bots) * [Terms and policies](https://openai.com/policies) ### Legacy APIs * Agent Builder * [Overview](https://developers.openai.com/api/docs/guides/agent-builder) * [Migration guide](https://developers.openai.com/api/docs/guides/agent-builder/migrate-from-agent-builder) * [Node reference](https://developers.openai.com/api/docs/guides/node-reference) * [Safety in building agents](https://developers.openai.com/api/docs/guides/agent-builder-safety) * Evals * [Getting started](https://developers.openai.com/api/docs/guides/evaluation-getting-started) * [Working with evals](https://developers.openai.com/api/docs/guides/evals) * [Prompt optimizer](https://developers.openai.com/api/docs/guides/prompt-optimizer) * [External models](https://developers.openai.com/api/docs/guides/external-models) * [Best practices](https://developers.openai.com/api/docs/guides/evaluation-best-practices) * [Graders](https://developers.openai.com/api/docs/guides/graders) * Fine-tuning * [Optimization cycle](https://developers.openai.com/api/docs/guides/model-optimization) * [Supervised fine-tuning](https://developers.openai.com/api/docs/guides/supervised-fine-tuning) * [Vision fine-tuning](https://developers.openai.com/api/docs/guides/vision-fine-tuning) * [Direct preference optimization](https://developers.openai.com/api/docs/guides/direct-preference-optimization) * [Reinforcement fine-tuning](https://developers.openai.com/api/docs/guides/reinforcement-fine-tuning) * [RFT use cases](https://developers.openai.com/api/docs/guides/rft-use-cases) * [Best practices](https://developers.openai.com/api/docs/guides/fine-tuning-best-practices) * Assistants API * [Migration guide](https://developers.openai.com/api/docs/assistants/migration) * [Model catalog](https://developers.openai.com/api/docs/models) ### Choose a model * [Pricing](https://developers.openai.com/api/docs/pricing) * [Model selection](https://developers.openai.com/api/docs/guides/model-selection) ### Text and code * [Text generation](https://developers.openai.com/api/docs/guides/text) * [Code generation](https://developers.openai.com/api/docs/guides/code-generation) * [Structured output](https://developers.openai.com/api/docs/guides/structured-outputs) ### Prompting * [Overview](https://developers.openai.com/api/docs/guides/prompting) * [Prompt engineering](https://developers.openai.com/api/docs/guides/prompt-engineering) * [Citation formatting](https://developers.openai.com/api/docs/guides/citation-formatting) * [Migration guide](https://developers.openai.com/api/docs/guides/prompting/migrate-from-prompt-object) * [Prompt generation](https://developers.openai.com/api/docs/guides/prompt-generation) * [Frontend prompting](https://developers.openai.com/api/docs/guides/frontend-prompt) ### Reasoning * [Reasoning models](https://developers.openai.com/api/docs/guides/reasoning) * [Reasoning best practices](https://developers.openai.com/api/docs/guides/reasoning-best-practices) ### Images and video * [Images and vision](https://developers.openai.com/api/docs/guides/images-vision) * [Image input cost calculator](https://developers.openai.com/api/docs/guides/image-cost-calculator) * [Image generation](https://developers.openai.com/api/docs/guides/image-generation) * [Video generation](https://developers.openai.com/api/docs/guides/video-generation) ### Realtime and audio * [Audio and speech](https://developers.openai.com/api/docs/guides/audio) * [Overview](https://developers.openai.com/api/docs/guides/realtime) * [Voice agents](https://developers.openai.com/api/docs/guides/voice-agents) ### Specialized models * [Deep research](https://developers.openai.com/api/docs/guides/deep-research) * [Embeddings](https://developers.openai.com/api/docs/guides/embeddings) * [Moderation](https://developers.openai.com/api/docs/guides/moderation) * [Overview](https://developers.openai.com/api/docs/guides/agents) ### Agents SDK * [Quickstart](https://developers.openai.com/api/docs/guides/agents/quickstart) * [Agent definitions](https://developers.openai.com/api/docs/guides/agents/define-agents) * [Models and providers](https://developers.openai.com/api/docs/guides/agents/models) * [Running agents](https://developers.openai.com/api/docs/guides/agents/running-agents) * [Sandbox agents](https://developers.openai.com/api/docs/guides/agents/sandboxes) * [Orchestration](https://developers.openai.com/api/docs/guides/agents/orchestration) * [Guardrails](https://developers.openai.com/api/docs/guides/agents/guardrails-approvals) * [Results and state](https://developers.openai.com/api/docs/guides/agents/results) * [Integrations and observability](https://developers.openai.com/api/docs/guides/agents/integrations-observability) * [Evaluate agent workflows](https://developers.openai.com/api/docs/guides/agent-evals) ### ChatKit * [Overview](https://developers.openai.com/api/docs/guides/chatkit) * [Customize](https://developers.openai.com/api/docs/guides/chatkit-themes) * [Widgets](https://developers.openai.com/api/docs/guides/chatkit-widgets) * [Actions](https://developers.openai.com/api/docs/guides/chatkit-actions) * [Advanced integrations](https://developers.openai.com/api/docs/guides/custom-chatkit) * [Overview](https://developers.openai.com/api/docs/guides/tools) * [Function calling](https://developers.openai.com/api/docs/guides/function-calling) ### Search and retrieval * [Web search](https://developers.openai.com/api/docs/guides/tools-web-search) * [File search](https://developers.openai.com/api/docs/guides/tools-file-search) * [Retrieval](https://developers.openai.com/api/docs/guides/retrieval) ### Connect tools and data * [MCP and Connectors](https://developers.openai.com/api/docs/guides/tools-connectors-mcp) * [Secure MCP Tunnel](https://developers.openai.com/api/docs/guides/secure-mcp-tunnels) ### Build tool workflows * [Skills](https://developers.openai.com/api/docs/guides/tools-skills) * [Tool search](https://developers.openai.com/api/docs/guides/tools-tool-search) * [Programmatic tool calling](https://developers.openai.com/api/docs/guides/tools-programmatic-tool-calling) * [Async tool calling](https://developers.openai.com/api/docs/guides/async-tool-calling) ### Computer and code * [Shell](https://developers.openai.com/api/docs/guides/tools-shell) * [Computer use](https://developers.openai.com/api/docs/guides/tools-computer-use) * [Apply Patch](https://developers.openai.com/api/docs/guides/tools-apply-patch) * [Local shell](https://developers.openai.com/api/docs/guides/tools-local-shell) * [Code interpreter](https://developers.openai.com/api/docs/guides/tools-code-interpreter) ### Media * [Image generation](https://developers.openai.com/api/docs/guides/tools-image-generation) * [Overview](https://developers.openai.com/api/docs/guides/realtime) ### Get started * [Voice agents](https://developers.openai.com/api/docs/guides/voice-agents) * [Live translation](https://developers.openai.com/api/docs/guides/realtime-translation) * [Realtime prompting guide](https://developers.openai.com/api/docs/guides/realtime-models-prompting) ### Audio * [Audio and speech](https://developers.openai.com/api/docs/guides/audio) * [Transcription](https://developers.openai.com/api/docs/guides/transcription) * [File transcription](https://developers.openai.com/api/docs/guides/speech-to-text) * [Realtime transcription](https://developers.openai.com/api/docs/guides/realtime-transcription) * [Speech generation](https://developers.openai.com/api/docs/guides/text-to-speech) ### Connection methods * [WebRTC](https://developers.openai.com/api/docs/guides/realtime-webrtc) * [WebSocket](https://developers.openai.com/api/docs/guides/realtime-websocket) * [SIP](https://developers.openai.com/api/docs/guides/realtime-sip) ### Sessions and operations * [Managing conversations](https://developers.openai.com/api/docs/guides/realtime-conversations) * [Voice activity detection](https://developers.openai.com/api/docs/guides/realtime-vad) * [Realtime with tools](https://developers.openai.com/api/docs/guides/realtime-mcp) * [Webhooks and server-side controls](https://developers.openai.com/api/docs/guides/realtime-server-controls) * [Managing costs](https://developers.openai.com/api/docs/guides/realtime-costs) ### Go live * [Production best practices](https://developers.openai.com/api/docs/guides/production-best-practices) * [Deployment checklist](https://developers.openai.com/api/docs/guides/deployment-checklist) ### Performance and quality * [Latency optimization](https://developers.openai.com/api/docs/guides/latency-optimization) * [Predicted Outputs](https://developers.openai.com/api/docs/guides/predicted-outputs) * [Fast mode](https://developers.openai.com/api/docs/guides/fast-mode) * [Accuracy optimization](https://developers.openai.com/api/docs/guides/optimizing-llm-accuracy) ### Cost and throughput * [Cost optimization](https://developers.openai.com/api/docs/guides/cost-optimization) * [Prompt caching](https://developers.openai.com/api/docs/guides/prompt-caching) * [Batch](https://developers.openai.com/api/docs/guides/batch) * [Flex processing](https://developers.openai.com/api/docs/guides/flex-processing) ### Safety and governance * [Safety best practices](https://developers.openai.com/api/docs/guides/safety-best-practices) * [Red teaming](https://developers.openai.com/api/docs/guides/red-teaming) * Safety checks * [Safety classifiers](https://developers.openai.com/api/docs/guides/safety-checks) * [Cybersecurity checks](https://developers.openai.com/api/docs/guides/safety-checks/cybersecurity) * [Misalignment monitoring](https://developers.openai.com/api/docs/guides/safety-checks/misalignment-monitoring) * [Under-18 guidance](https://developers.openai.com/api/docs/guides/safety-checks/under-18-api-guidance) * [CSAM guidance](https://developers.openai.com/api/docs/guides/csam-guidance) * [Content provenance](https://developers.openai.com/api/docs/guides/content-provenance) * [Your data](https://developers.openai.com/api/docs/guides/your-data) * [Permissions](https://developers.openai.com/api/docs/guides/rbac) ### Infrastructure and access * [Terraform provider](https://developers.openai.com/api/docs/guides/terraform) * [Overview](https://developers.openai.com/api/docs/guides/terraform) * [Projects and access](https://developers.openai.com/api/docs/guides/terraform/projects-and-access) * [Service accounts](https://developers.openai.com/api/docs/guides/terraform/service-accounts) * [Rate limits and spend](https://developers.openai.com/api/docs/guides/terraform/rate-limits-and-spend) * [Model, tool, and data controls](https://developers.openai.com/api/docs/guides/terraform/project-controls) * [Import and reconciliation](https://developers.openai.com/api/docs/guides/terraform/import-and-reconcile) * [Private Link](https://developers.openai.com/api/docs/guides/private-link) * [IP allowlist](https://developers.openai.com/api/docs/guides/ip-allowlist) * [Mutual TLS](https://developers.openai.com/api/docs/guides/mutual-tls) * [Workload identity federation](https://developers.openai.com/api/docs/guides/workload-identity-federation) * [Codex setup](https://developers.openai.com/codex/enterprise/workload-identity) * [Federation rules](https://developers.openai.com/api/docs/guides/workload-identity-federation/federation-rules) * [Admin API](https://developers.openai.com/api/docs/guides/workload-identity-federation/admin-api) * [X.509 certificates](https://developers.openai.com/api/docs/guides/workload-identity-federation/x509) * [Kubernetes](https://developers.openai.com/api/docs/guides/workload-identity-federation/kubernetes) * [AWS](https://developers.openai.com/api/docs/guides/workload-identity-federation/aws) * [Microsoft Azure](https://developers.openai.com/api/docs/guides/workload-identity-federation/microsoft-azure) * [Google Cloud](https://developers.openai.com/api/docs/guides/workload-identity-federation/google-cloud) * [Oracle Cloud Infrastructure](https://developers.openai.com/api/docs/guides/workload-identity-federation/oracle-cloud) * [GitHub Actions](https://developers.openai.com/api/docs/guides/workload-identity-federation/github-actions) * [SPIFFE](https://developers.openai.com/api/docs/guides/workload-identity-federation/spiffe) * [IP egress ranges](https://developers.openai.com/api/docs/guides/ip-addresses) * [Amazon Bedrock](https://developers.openai.com/api/docs/guides/amazon-bedrock) ### Operations * [Rate limits](https://developers.openai.com/api/docs/guides/rate-limits) * [Spend limits](https://developers.openai.com/api/docs/guides/spend-limits) * [Admin APIs](https://developers.openai.com/api/docs/guides/admin-apis) * [Error codes](https://developers.openai.com/api/docs/guides/error-codes) [Docs](https://learn.chatgpt.com/docs)[Use cases](https://learn.chatgpt.com/use-cases) Docs Docs Plugins Workspace Agents Commerce Ads Docs Select... * [Home](https://developers.openai.com/plugins) * [Quickstart](https://developers.openai.com/plugins/quickstart) ### Core concepts * [Plugin architecture](https://developers.openai.com/plugins/concepts/plugins) * [Skills](https://developers.openai.com/plugins/concepts/skills) * [MCP server](https://developers.openai.com/plugins/concepts/mcp-server) ### Plan * [Brainstorm use cases](https://developers.openai.com/plugins/plan/use-case) * [Define tools](https://developers.openai.com/plugins/plan/tools) ### Build * [Build an MCP server](https://developers.openai.com/plugins/build/mcp-server) * [Add UI to your MCP server (optional)](https://developers.openai.com/plugins/build/chatgpt-ui) * [Authenticate users](https://developers.openai.com/plugins/build/auth) * [Build skills](https://developers.openai.com/plugins/build/skills) * [Package your plugin](https://developers.openai.com/plugins/build/plugins) * [Examples](https://developers.openai.com/plugins/build/examples) ### Test and publish * [Connect and test your plugin](https://developers.openai.com/plugins/deploy/connect-chatgpt) * [Submit and publish](https://developers.openai.com/plugins/deploy/submission) * [Submission error reference](https://developers.openai.com/plugins/deploy/submission-errors) ### Conversion specs * [Restaurant reservation spec](https://developers.openai.com/plugins/guides/restaurant-reservation-conversion-spec) * [Get Quote spec](https://developers.openai.com/plugins/guides/local-services-request-quote-conversion-spec) * [Product checkout spec](https://developers.openai.com/plugins/guides/product-checkout-conversion-spec) ### Guides * [UI guidelines](https://developers.openai.com/plugins/concepts/ui-guidelines) * [Optimize Metadata](https://developers.openai.com/plugins/guides/optimize-metadata) * [Submit a Claude Code plugin](https://developers.openai.com/plugins/guides/submit-claude-plugin) * [Security & Privacy](https://developers.openai.com/plugins/guides/security-privacy) * [Troubleshooting](https://developers.openai.com/plugins/deploy/troubleshooting) ### Resources * [Changelog](https://developers.openai.com/plugins/changelog) * [Plugin guidelines](https://developers.openai.com/plugins/app-guidelines) * [MCP server review requirements](https://developers.openai.com/plugins/deploy/app-review) * [Plugin UI reference](https://developers.openai.com/plugins/reference) * [Checkout API reference](https://developers.openai.com/plugins/build/monetization) * [Home](https://developers.openai.com/workspace-agents) ### Get started * [Trigger workspace agent runs](https://developers.openai.com/workspace-agents/trigger-runs) * [Authenticate with Workspace Agent access tokens](https://developers.openai.com/workspace-agents/authentication) * [Home](https://developers.openai.com/commerce) ### Guides * [Get started](https://developers.openai.com/commerce/guides/get-started) * [Best practices](https://developers.openai.com/commerce/guides/best-practices) ### File Upload * [Overview](https://developers.openai.com/commerce/specs/file-upload/overview) * [Products](https://developers.openai.com/commerce/specs/file-upload/products) ### API * [Overview](https://developers.openai.com/commerce/specs/api/overview) * [Feeds](https://developers.openai.com/commerce/specs/api/feeds) * [Products](https://developers.openai.com/commerce/specs/api/products) * [Promotions](https://developers.openai.com/commerce/specs/api/promotions) * [Ads Overview](https://developers.openai.com/ads) ### Measurement * [Measurement Pixel](https://developers.openai.com/ads/measurement-pixel) * [Multiple Pixels (Advanced)](https://developers.openai.com/ads/multiple-pixels) * [Image Tag](https://developers.openai.com/ads/image-tag) * [Conversions API](https://developers.openai.com/ads/conversions-api) * [Supported Events](https://developers.openai.com/ads/supported-events) ### Advertiser API * [Overview](https://developers.openai.com/ads/api-overview) * [API Partner Setup](https://developers.openai.com/ads/api-partner-setup) * [Quickstart](https://developers.openai.com/ads/api-quickstart) * [Bulk API](https://developers.openai.com/ads/bulk-api) * [Product Feeds](https://developers.openai.com/ads/product-feeds) * [Delta Feeds API](https://developers.openai.com/ads/delta-feeds) * [Campaign Targeting](https://developers.openai.com/ads/campaign-targeting) * [Conversion-Optimized Campaigns](https://developers.openai.com/ads/conversion-optimized-campaigns) * [Custom Audiences](https://developers.openai.com/ads/custom-audiences) ### API Reference * [Authentication](https://developers.openai.com/ads/api-reference/authentication) * [Ad Account](https://developers.openai.com/ads/api-reference/ad-account) * [Campaigns](https://developers.openai.com/ads/api-reference/campaigns) * [Ad Groups](https://developers.openai.com/ads/api-reference/ad-groups) * [Ads](https://developers.openai.com/ads/api-reference/ads) * [Insights](https://developers.openai.com/ads/api-reference/insights) * [Files](https://developers.openai.com/ads/api-reference/files) * [Conversion Setup](https://developers.openai.com/ads/api-reference/conversion-setup) Overview Features Configuration Developers Security Administration Use Cases Resources Docs Overview * [Home](https://developers.openai.com/codex) ### Get started * [Quickstart](https://developers.openai.com/codex/quickstart) * [Use ChatGPT](https://developers.openai.com/codex/use-chatgpt) * [Get started with Work](https://developers.openai.com/codex/get-started-with-work) * [Import from another agent](https://developers.openai.com/codex/import) ### Foundations * [Prompting](https://developers.openai.com/codex/prompting) * [Personalize ChatGPT](https://developers.openai.com/codex/personalize) * [Skills & Plugins](https://developers.openai.com/codex/skills-and-plugins) * [Permissions](https://developers.openai.com/codex/permission-modes) ### Explore * [What's new](https://developers.openai.com/codex/whats-new) * [Models](https://developers.openai.com/codex/models) * [Pricing](https://developers.openai.com/codex/pricing) * [Glossary](https://developers.openai.com/codex/glossary) ### Available on * [ChatGPT desktop app](https://developers.openai.com/codex/app) * [Remote](https://developers.openai.com/codex/remote) * [ChatGPT on the web](https://developers.openai.com/codex/web) * [Codex CLI](https://developers.openai.com/codex/cli) * [Codex IDE extension](https://developers.openai.com/codex/ide) * [Codex cloud](https://developers.openai.com/codex/cloud) ### Releases * [Changelog](https://developers.openai.com/codex/changelog) * [Feature Maturity](https://developers.openai.com/codex/feature-maturity) * [Open Source](https://developers.openai.com/codex/open-source) * [Overview](https://developers.openai.com/codex/features) ### Workflows * [Projects and chats](https://developers.openai.com/codex/projects) * [Sites](https://developers.openai.com/codex/sites) * [Visualizations](https://developers.openai.com/codex/visualizations) * [Scheduled tasks](https://developers.openai.com/codex/automations) * [Long-running work](https://developers.openai.com/codex/long-running-work) * [Notifications](https://developers.openai.com/codex/notifications) * [Pets](https://developers.openai.com/codex/pets) * [Codex Micro](https://developers.openai.com/codex/features/codex-micro) ### Capabilities * [Browser](https://developers.openai.com/codex/browser) * [Computer use](https://developers.openai.com/codex/computer-use) * [Voice](https://developers.openai.com/codex/features/voice) * [Plugins](https://developers.openai.com/codex/plugins) * [Web search](https://developers.openai.com/codex/web-search) * [Image generation](https://developers.openai.com/codex/image-generation) * [Image inputs](https://developers.openai.com/codex/image-inputs) * [Appshots](https://developers.openai.com/codex/appshots) * [Browser extension](https://developers.openai.com/codex/chrome-extension) * [Work with files](https://developers.openai.com/codex/artifacts-viewer) ### Reference * [Commands](https://developers.openai.com/codex/reference/commands) * [Slash commands](https://developers.openai.com/codex/reference/slash-commands) * [Settings](https://developers.openai.com/codex/reference/settings) * [Troubleshooting](https://developers.openai.com/codex/reference/troubleshooting) * [Overview](https://developers.openai.com/codex/configuration) ### Customization * [Overview](https://developers.openai.com/codex/customization/overview) * [Memories](https://developers.openai.com/codex/customization/memories) * [Computer History](https://developers.openai.com/codex/customization/computer-history) ### Config file * [Config Basics](https://developers.openai.com/codex/config-file/config-basic) * [Advanced Config](https://developers.openai.com/codex/config-file/config-advanced) * [Config Reference](https://developers.openai.com/codex/config-file/config-reference) * [Environment Variables](https://developers.openai.com/codex/config-file/environment-variables) * [Sample Config](https://developers.openai.com/codex/config-file/config-sample) ### Agent configuration * [AGENTS.md](https://developers.openai.com/codex/agent-configuration/agents-md) * [Subagents](https://developers.openai.com/codex/agent-configuration/subagents) * [Speed](https://developers.openai.com/codex/agent-configuration/speed) * [Rules](https://developers.openai.com/codex/agent-configuration/rules) ### Extend ChatGPT and Codex * [Record & Replay](https://developers.openai.com/codex/extend/record-and-replay) * [MCP](https://developers.openai.com/codex/extend/mcp) ### Linux * [Desktop app](https://developers.openai.com/codex/linux/linux-app) ### Windows * [Desktop app](https://developers.openai.com/codex/windows/windows-app) * [Windows sandbox](https://developers.openai.com/codex/windows/windows-sandbox) * [WSL](https://developers.openai.com/codex/windows/wsl) * [Overview](https://developers.openai.com/codex/developers) ### Development workflows * [Code review](https://developers.openai.com/codex/code-review) * [Integrated terminal](https://developers.openai.com/codex/integrated-terminal) ### Extend and automate * [Build skills](https://developers.openai.com/codex/build-skills) * [Build plugins](https://developers.openai.com/codex/build-plugins) * [Site tools (WebMCP)](https://developers.openai.com/codex/webmcp) * [Hooks](https://developers.openai.com/codex/hooks) ### Environments * [Modes](https://developers.openai.com/codex/environments/modes) * [Local environments](https://developers.openai.com/codex/environments/local-environment) * [Cloud environment](https://developers.openai.com/codex/environments/cloud-environment) * [Git worktrees](https://developers.openai.com/codex/environments/git-worktrees) ### Build with Codex * [Codex SDK](https://developers.openai.com/codex/codex-sdk) * [App Server](https://developers.openai.com/codex/app-server) * [MCP Server](https://developers.openai.com/codex/mcp-server) * [GitHub Action](https://developers.openai.com/codex/github-action) * [Non-interactive mode](https://developers.openai.com/codex/non-interactive-mode) ### Third-party integrations * [GitHub](https://developers.openai.com/codex/third-party/github) * [GitLab (Beta)](https://developers.openai.com/codex/third-party/gitlab) * [Slack](https://developers.openai.com/codex/third-party/slack) * [Linear](https://developers.openai.com/codex/third-party/linear) ### Reference * [CLI customization](https://developers.openai.com/codex/cli-customization) * [Developer commands](https://developers.openai.com/codex/developer-commands) * [Developer settings](https://developers.openai.com/codex/developer-settings) * [Overview](https://developers.openai.com/codex/security-administration) ### Permissions * [Profiles](https://developers.openai.com/codex/permissions) * [Sandboxing](https://developers.openai.com/codex/sandboxing) * [Auto-review](https://developers.openai.com/codex/sandboxing/auto-review) * [Agent approvals & security](https://developers.openai.com/codex/agent-approvals-security) * [Internet access](https://developers.openai.com/codex/cloud/internet-access) ### Codex Security * [Overview](https://developers.openai.com/codex/security) * Codex Security plugin * [Quickstart](https://developers.openai.com/codex/security/plugin) * [Run a security scan](https://developers.openai.com/codex/security/plugin/scans) * [Run a deep scan](https://developers.openai.com/codex/security/plugin/deep-scans) * [Review code changes](https://developers.openai.com/codex/security/plugin/code-changes) * [Use the Security workbench](https://developers.openai.com/codex/security/plugin/workbench) * [Triage a backlog](https://developers.openai.com/codex/security/plugin/triage-backlog) * [Fix findings](https://developers.openai.com/codex/security/plugin/fix-findings) * [Propose security hardening](https://developers.openai.com/codex/security/plugin/security-hardening) * [Write vulnerability reports](https://developers.openai.com/codex/security/plugin/vulnerability-reports) * [Export and track findings](https://developers.openai.com/codex/security/plugin/export-findings) * [Changelog](https://developers.openai.com/codex/security/plugin/changelog) * Codex Security CLI * [Quickstart](https://developers.openai.com/codex/security/cli) * [Run bulk scans](https://developers.openai.com/codex/security/cli/bulk-scans) * [Run scans in CI](https://developers.openai.com/codex/security/cli/ci) * [GitLab CI/CD](https://developers.openai.com/codex/security/cli/ci/gitlab) * [Reference](https://developers.openai.com/codex/security/cli/reference) * [FAQ](https://developers.openai.com/codex/security/cli/faq) * [TypeScript SDK](https://developers.openai.com/codex/security/sdk) * Codex Security cloud * [Setup](https://developers.openai.com/codex/security/setup) * [Security Review](https://developers.openai.com/codex/security/security-review) * [Improving the threat model](https://developers.openai.com/codex/security/threat-model) * [FAQ](https://developers.openai.com/codex/security/faq) ### Cyber safety * [Models & Trusted Access](https://developers.openai.com/codex/cyber-safety) * [Recommended configuration](https://developers.openai.com/codex/cyber-safety/recommended-configuration) * [Overview](https://developers.openai.com/codex/administration) ### Getting started * [Admin rollout guide](https://developers.openai.com/codex/enterprise/admin-setup) ### ChatGPT Work * [ChatGPT Work Overview](https://developers.openai.com/codex/enterprise/chatgpt-work-overview) * [ChatGPT Work cloud security](https://developers.openai.com/codex/enterprise/chatgpt-work-cloud-security) * [ChatGPT Work local security](https://developers.openai.com/codex/enterprise/chatgpt-work-local-security) * [ChatGPT Work admin FAQ](https://developers.openai.com/codex/enterprise/work-admin-faq) * [ChatGPT Work: usage and cost](https://developers.openai.com/codex/enterprise/chatgpt-work-usage-and-cost) ### Identity and authentication * [Authentication overview](https://developers.openai.com/codex/auth) * [Workload identity](https://developers.openai.com/codex/enterprise/workload-identity) * [Personal Access Tokens](https://developers.openai.com/codex/enterprise/access-tokens) * [Service accounts](https://developers.openai.com/codex/enterprise/service-accounts) ### Workspace access, policy, and models * [Groups and provisioning](https://developers.openai.com/codex/enterprise/groups-and-provisioning) * [User lifecycle management](https://developers.openai.com/codex/enterprise/user-lifecycle) * [Roles and workspace permissions](https://developers.openai.com/codex/enterprise/roles-and-workspace-permissions) * [GPTs and Sharing](https://developers.openai.com/codex/enterprise/gpts-and-sharing) * [Managed configuration](https://developers.openai.com/codex/enterprise/managed-configuration) * [Prisma AIRS](https://developers.openai.com/codex/enterprise/prisma-airs) * [HIPAA configuration](https://developers.openai.com/codex/hipaa-configuration) * [Workspace model availability](https://developers.openai.com/codex/enterprise/workspace-model-availability) ### Plugin and connector controls * [Plugin controls](https://developers.openai.com/codex/enterprise/apps-and-connectors) * [Plugin management](https://developers.openai.com/codex/enterprise/plugin-management) * [Skill controls](https://developers.openai.com/codex/enterprise/skills) ### Usage, governance, and compliance * [Governance](https://developers.openai.com/codex/enterprise/governance) * [Admin plugin](https://developers.openai.com/codex/enterprise/admin-plugin) * [Workspace analytics](https://developers.openai.com/codex/enterprise/workspace-analytics) * [Analytics API](https://developers.openai.com/codex/enterprise/analytics-api) * [Compliance API and audit events](https://developers.openai.com/codex/enterprise/compliance-api) ### Deployment and model providers * [Manage app updates](https://developers.openai.com/codex/enterprise/manage-app-updates) * [Windows app deployment](https://developers.openai.com/codex/enterprise/windows-deployment) * [Remote connections](https://developers.openai.com/codex/remote-connections) * [Amazon Bedrock](https://developers.openai.com/codex/amazon-bedrock) * [Explore use cases](https://learn.chatgpt.com/use-cases) * [Collections](https://learn.chatgpt.com/use-cases/collections) * [Home](https://developers.openai.com/codex/resources) * [Videos](https://developers.openai.com/codex/videos) * [Showcase](https://developers.openai.com/showcase) * [OpenAI Academy](https://openai.com/academy/) * [Online trainings](https://academy.openai.com/home/events) ### Community * [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors) * [Codex for Students](https://developers.openai.com/community/students) * [Codex for Open Source](https://developers.openai.com/community/codex-for-oss) * [Meetups](https://developers.openai.com/community/meetups) ### Blog * [Company blog](https://openai.com/news/) * [Developer blog](https://developers.openai.com/blog) * [Explore use cases](https://learn.chatgpt.com/use-cases) * [Collections](https://learn.chatgpt.com/use-cases/collections) * [Home](https://developers.openai.com/codex/resources) * [Videos](https://developers.openai.com/codex/videos) * [Showcase](https://developers.openai.com/showcase) * [OpenAI Academy](https://openai.com/academy/) * [Online trainings](https://academy.openai.com/home/events) ### Community * [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors) * [Codex for Students](https://developers.openai.com/community/students) * [Codex for Open Source](https://developers.openai.com/community/codex-for-oss) * [Meetups](https://developers.openai.com/community/meetups) ### Blog * [Company blog](https://openai.com/news/) * [Developer blog](https://developers.openai.com/blog) [Showcase](https://developers.openai.com/showcase) Blog Cookbook Learn Community Docs Blog * [All posts](https://developers.openai.com/blog) ### Recent * [Architectural visualization with Astra](https://developers.openai.com/blog/architectural-visualization-with-astra) * [Building games with Astra](https://developers.openai.com/blog/how-to-build-games-with-astra) * [Meet Rosalind Workbench: Empowering every scientist to be their own research team](https://developers.openai.com/blog/rosalind-workbench) * [Automating repetitive work at OpenAI with Codex](https://developers.openai.com/blog/automating-repetitive-work-at-openai-with-codex) * [Meet the winners of OpenAI Build Week](https://developers.openai.com/blog/build-week-winners) ### Topics * [General](https://developers.openai.com/blog/topic/general) * [API](https://developers.openai.com/blog/topic/api) * [Apps SDK](https://developers.openai.com/blog/topic/apps-sdk) * [Audio](https://developers.openai.com/blog/topic/audio) * [Codex](https://developers.openai.com/blog/topic/codex) * [Life sciences](https://developers.openai.com/blog/topic/life-sciences) * [Home](https://developers.openai.com/cookbook) ### Topics * [Agents](https://developers.openai.com/cookbook/topic/agents) * [Evals](https://developers.openai.com/cookbook/topic/evals) * [Multimodal](https://developers.openai.com/cookbook/topic/multimodal) * [Text](https://developers.openai.com/cookbook/topic/text) * [Guardrails](https://developers.openai.com/cookbook/topic/guardrails) * [Optimization](https://developers.openai.com/cookbook/topic/optimization) * [ChatGPT](https://developers.openai.com/cookbook/topic/chatgpt) * [Codex](https://developers.openai.com/cookbook/topic/codex) * [gpt-oss](https://developers.openai.com/cookbook/topic/gpt-oss) ### Contribute * [Cookbook on GitHub](https://github.com/openai/openai-cookbook) * [Home](https://developers.openai.com/learn) * [OpenAI Developers plugin](https://developers.openai.com/learn/developers-codex-plugin) * [Docs MCP](https://developers.openai.com/learn/docs-mcp) ### Categories * [Demo apps](https://developers.openai.com/learn/code) * [Videos](https://developers.openai.com/learn/videos) ### Topics * [Agents](https://developers.openai.com/learn/agents) * [Audio & Voice](https://developers.openai.com/learn/audio) * [Computer Use](https://developers.openai.com/learn/cua) * [Codex](https://developers.openai.com/learn/codex) * [Evals](https://developers.openai.com/learn/evals) * [gpt-oss](https://developers.openai.com/learn/gpt-oss) * [Fine-tuning](https://developers.openai.com/learn/fine-tuning) * [Image generation](https://developers.openai.com/learn/imagegen) * [Scaling](https://developers.openai.com/learn/scaling) * [Tools](https://developers.openai.com/learn/tools) * [Video generation](https://developers.openai.com/learn/videogen) * [Community](https://developers.openai.com/community) ### Programs * [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors) * [Codex for Students](https://developers.openai.com/community/students) * [Codex for Open Source](https://developers.openai.com/community/codex-for-oss) * [OpenAI for Startups](https://openai.com/business/why-openai/startups/) ### Events * [Meetups](https://developers.openai.com/community/meetups) ### Spaces * [Developer Forum](https://community.openai.com/) * [Discord](https://discord.com/invite/openai) * [Reddit](https://www.reddit.com/r/OpenAI/) * [X](https://x.com/OpenAIDevs) [API Dashboard](https://platform.openai.com/login) [Try ChatGPT](https://chatgpt.com/) * [All posts](https://developers.openai.com/blog) ### Recent * [Architectural visualization with Astra](https://developers.openai.com/blog/architectural-visualization-with-astra) * [Building games with Astra](https://developers.openai.com/blog/how-to-build-games-with-astra) * [Meet Rosalind Workbench: Empowering every scientist to be their own research team](https://developers.openai.com/blog/rosalind-workbench) * [Automating repetitive work at OpenAI with Codex](https://developers.openai.com/blog/automating-repetitive-work-at-openai-with-codex) * [Meet the winners of OpenAI Build Week](https://developers.openai.com/blog/build-week-winners) ### Topics * [General](https://developers.openai.com/blog/topic/general) * [API](https://developers.openai.com/blog/topic/api) * [Apps SDK](https://developers.openai.com/blog/topic/apps-sdk) * [Audio](https://developers.openai.com/blog/topic/audio) * [Codex](https://developers.openai.com/blog/topic/codex) * [Life sciences](https://developers.openai.com/blog/topic/life-sciences) * [Giving Codex an IDE’s Context](https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp#giving-codex-an-ides-context) * [What This Means for How We Build](https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp#what-this-means-for-how-we-build) * [Summary](https://developers.openai.com/blog/skyscanner-codex-jetbrains-mcp#summary) Copy Page Copy Page Jan 11, 2026 Codex # Supercharging Codex with JetBrains MCP at Skyscanner How Skyscanner integrated Codex CLI with JetBrains IDEs to speed up debugging, testing, and development workflows. Author: Jack Waller (Software Engineer, Skyscanner) ![Image 2: Supercharging Codex with JetBrains MCP at Skyscanner](https://developers.openai.com/images/blog/codex-jetbrains.png) _Learn how Skyscanner turbocharged OpenAI’s Codex CLI by integrating it with JetBrains IDEs, giving their AI assistant the same debugging and testing tools that human developers use._ At Skyscanner, we’re always looking for ways to accelerate development without compromising quality. Over the past few months, I’ve been experimenting with OpenAI’s Codex as a pair programmer in my daily workflow. The twist? I hooked the Codex CLI into JetBrains’ IDEs using their Model Context Protocol (MCP) server: essentially letting the AI see and use the IDE’s capabilities. This integration has been a game-changer. In this post, I’ll share how giving Codex access to JetBrains tools has improved its problem-solving skills and sped up our development. ## Giving Codex an IDE’s Context Working with Codex using the [JetBrains MCP server](https://www.jetbrains.com/help/idea/mcp-server.html) means the AI can now tap into the rich context of my development environment—things it normally wouldn’t “see”. With the JetBrains MCP, Codex can ask the IDE for extra context, for example: * [_Find file problems_](https://www.jetbrains.com/help/idea/mcp-server.html#get_file_problems): analyse a file for errors and warnings using IntelliJ inspections and return the exact issues (with error messages and locations). * [_Execute run configurations_](https://www.jetbrains.com/help/idea/mcp-server.html#execute_run_configuration): run predefined run configurations (like unit tests, linters, or formatters) and retrieve exit codes and output. This has proved to be extremely powerful—by tapping into the same feedback loops human developers rely on when writing, compiling, and testing code, Codex can use the IDE’s context to check and verify its output more effectively, reducing iteration time. ### Catching Errors Faster: A Real-World Example As I was writing unit tests for error handling in our code that uses Databricks’ Java SDK, I prompted Codex to help me stub out an exception scenario. It confidently produced a line of Java code which looked something like this: `var stubError = new NotFound("dummy error");` At first glance, that looks reasonable—we want to simulate a `NotFound` error. But moments later, IntelliJ highlighted that line with a big red underline. The problem: the `NotFound` exception class in the Databricks SDK doesn’t have a constructor that takes a single string argument (you can see this in the Databricks SDK source: [NotFound.java](https://github.com/databricks/databricks-sdk-java/blob/4074f4e0ed2dc09f2feffddf14d7abdf20412119/databricks-sdk-java/src/main/java/com/databricks/sdk/core/error/platform/NotFound.java)). In other words, Codex’s suggested code was never going to compile. By default, Codex wouldn’t know about this mistake. It might only realise something’s wrong later when trying to run tests. However, because of the JetBrains MCP integration, Codex immediately noticed the error. [Behind the scenes](https://github.com/Jack-Waller/.codex/blob/91acb8cf907bb91133cdf4d5e4e13253f6045873/AGENTS.md?plain=1#L100-L108), Codex called the IDE’s `get_file_problems` tool to inspect the file, which returned the compilation issue (no matching constructor) right away. Without the MCP, the likely flow would have been: 1. Generate code 2. Determine how to run unit tests 3. Run the unit tests (potentially needing to escalate commands to the user) 4. Read and parse the failure message 5. Attempt to fix the error With the JetBrains MCP, that loop is much tighter: 1. Generate code 2. Ask JetBrains for file problems 3. Fix the exact error that IntelliJ reports This saved time and context, and it felt very much like pair programming with an engineer who immediately says, “Ah, that class doesn’t have a constructor like that—it actually requires something different. Let me quickly fix that”. ### Predefined testing and formatting Another advantage I’ve enjoyed is letting Codex drive our existing build and test tooling directly from the IDE. For most of our projects, I have already defined local run configurations in my IDE, such as running tests, formatting and linting. With the JetBrains MCP, Codex can discover and run these configurations on demand. In practice, this reduces the time and context required for Codex to figure out how to run this functionality, helping it maintain focus on the original problem. With this change, I’ve observed that Codex no longer stumbles when running tests, formatting or linting. In my [custom agent instructions](https://github.com/Jack-Waller/.codex/blob/91acb8cf907bb91133cdf4d5e4e13253f6045873/AGENTS.md?plain=1#L93-L108), I therefore instruct Codex to run tests, linting and formatting after every change. ``` ## Code edit instructions After you've finished editing - Use the jetbrains mcp (if available) to find any problems - Run format command if available - Run lint command if available ``` I’ve noticed Codex now often solves issues itself without me having to intervene. As a developer, that feels like a huge win: * I don’t have to manually run tests, linting and formatting every time Codex changes something. * I don’t have to copy-paste error messages back into the chat. * Codex gets rapid, precise feedback on whether its changes actually work, reducing the number of feedback cycles. This gives me more time to focus on the task at hand: delivering high-quality working software. ## What This Means for How We Build Integrating Codex with JetBrains MCP has made our AI assistant markedly more capable and reliable in our development process. Some of the practical benefits we’ve seen are: * **Faster feedback loops**: Codex gets immediate feedback from the IDE about compile errors and failing tests. * **Fewer back-and-forth prompts**: Codex doesn’t always have to wait for me to run something and paste an error message—it can query the IDE directly. * **Higher-quality suggestions**: Because Codex can see what the IDE sees, its fixes are more likely to compile and pass tests on the first try. * **Better alignment with existing workflows**: Codex plugs into our existing tooling, instead of inventing its own. Overall, it has turned Codex from a standalone tool into a more integrated part of our development ecosystem. ## Summary For us at Skyscanner, the key insight has been simple: context is everything. Codex on its own is powerful, but Codex with IDE awareness is far more effective. This context gives Codex even more insight, enabling it to produce accurate fixes faster and further increasing my trust in its output. We hope our story inspires others to experiment with these integrations. It truly feels much less like using a tool and much more like collaborating with an AI pair programmer that can see what we see. Ask AI ## Docs agent Loading docs agent...