{"id":5523,"date":"2026-08-30T22:50:42","date_gmt":"2026-08-30T13:50:42","guid":{"rendered":"https:\/\/donguri3.net\/server-tech\/ai-development-environment-comparison-2\/"},"modified":"2026-08-30T22:50:43","modified_gmt":"2026-08-30T13:50:43","slug":"ai-development-environment-comparison","status":"publish","type":"post","link":"https:\/\/donguri3.net\/en\/server-tech\/ai-local-llm\/ai-development-environment-comparison\/","title":{"rendered":"Comparison of Major AI Service Development Environments: VSCode, CLI, and Standalone IDEs"},"content":{"rendered":"<p>The official Gemini extension for VSCode (Gemini Code Assist Individual tier) and Gemini CLI, which have long been used within VSCode, have been discontinued as part of Google&#8217;s integration and consolidation strategy for development tools. The migration is now underway toward a standalone editor (GUI) called &#8220;Google Antigravity&#8221; and &#8220;Antigravity CLI&#8221; (CUI).<\/p>\n<p>For developers who have subscribed to monthly plans such as &#8220;Google AI Pro&#8221; and enjoyed the perk of flat-rate Gemini usage within VSCode, this sudden shift presents a major challenge in that they can no longer use their familiar development workflows.<\/p>\n<h2>Optimizing Development Tool Configurations and Cost Performance<\/h2>\n<p>The purpose of this article is to comprehensively organize the development interface forms and pricing structures provided by major AI services (Google, OpenAI, Anthropic, Microsoft, and GitHub), enabling readers to reconstruct the most efficient development environment while minimizing unnecessary expenses.<\/p>\n<p>Our goal is to clearly distinguish between everyday AI chat usage in web browsers and code generation functions in local development environments like VSCode, allowing you to select tools that match your personal development style.<\/p>\n<h2>Structural Confusion Between Flat-Rate Subscriptions and API Pay-As-You-Go Billing<\/h2>\n<p>The most common pitfall when building a development environment is confusing &#8220;flat-rate monthly subscriptions for web chat and the like&#8221; with &#8220;pay-as-you-go developer APIs.&#8221;<\/p>\n<p>For instance, when using third-party extensions like &#8220;Roo Code&#8221; or &#8220;Cline&#8221; inside VSCode, an API key is required regardless of whether you have a web subscription, and pay-as-you-go billing (post-paid charges) based on the token volume consumed will occur separately. There are countless cases where developers suffer from unexpected charges or integration errors due to the misconception that &#8220;paying a monthly flat fee means API usage is also unlimited.&#8221;<\/p>\n<h2>Comparison of Development Interfaces (GUI\/CLI\/Standalone IDE) for Major AI Services and Tools<\/h2>\n<p>We have tabulated the access methods deployed by major vendors (browser UI, VSCode extensions, CLI, and standalone IDEs) along with the usage conditions under flat-rate tiers.<\/p>\n<p>Major AI Service Development Environment and Structure Comparison Table<\/p>\n<table dir=\"ltr\" border=\"1\" cellspacing=\"0\" cellpadding=\"4px\" data-sheets-root=\"1\" data-sheets-baot=\"1\">\n<colgroup>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/>\n<col width=\"100\" \/><\/colgroup>\n<tbody>\n<tr>\n<td><span style=\"font-size: 12px;\">#<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Provider<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Plan Name<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Base Price<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Browser<br \/>\nChat UI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">(1) Official VSCode Extension<br \/>\n(GUI)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">(2) Official CLI<br \/>\n(CUI)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">(3) Official Standalone IDE \/<br \/>\nApp (GUI)<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Development Usage Conditions under Flat Rate<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">1<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Google<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Gemini Free<\/span><\/td>\n<td><span style=\"font-size: 12px;\">0 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">No dev tool tier (Web chat only)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">2<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Google AI Pro<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 2,900 JPY ($19.99)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<br \/>\n<\/span><span style=\"font-size: 12px;\">(*Old extension ended)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Antigravity CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Antigravity IDE<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">CLI\/IDE available at no extra cost<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">3<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Google AI Ultra<\/span><\/td>\n<td><span style=\"font-size: 12px;\">From 14,500 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<br \/>\n(*Old extension ended)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Antigravity CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Antigravity IDE<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Extra-large execution quota several times larger than Pro<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">4<\/span><\/td>\n<td><span style=\"font-size: 12px;\">OpenAI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Free<\/span><\/td>\n<td><span style=\"font-size: 12px;\">0 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">No dev tool tier (Web chat only)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">5<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">ChatGPT Plus<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 3,000 JPY ($20)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<br \/>\n(*Requires Copilot, etc.)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Codex CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">ChatGPT App<br \/>\n(Codex)<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">App\/CLI available at no extra cost<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">6<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">ChatGPT Pro<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 30,000 JPY ($200)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<br \/>\n(*Requires Copilot, etc.)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Codex CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">ChatGPT App<br \/>\n(Codex)<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Unlimited \/ large-capacity quota for Codex \/ high-load models<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">7<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Anthropic<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Free<\/span><\/td>\n<td><span style=\"font-size: 12px;\">0 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">No dev tool tier (Web chat only)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">8<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Claude Pro<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 3,000 JPY ($20)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Claude Code<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Claude Code CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">VSCode extension\/CLI available at no extra cost<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">9<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Claude Max<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 15,000 JPY ($100)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Claude Code<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Claude Code CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Ultra-heavy agent execution quota<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">10<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Microsoft<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Copilot Free<\/span><\/td>\n<td><span style=\"font-size: 12px;\">0 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">No dev tool tier (Web chat only)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">11<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Copilot Pro<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 3,200 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Yes<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Not available for development (*For M365 Office)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">12<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Copilot Free<\/span><\/td>\n<td><span style=\"font-size: 12px;\">0 JPY<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Trial environment with monthly limits<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">13<\/span><\/td>\n<td><span style=\"font-size: 12px;\">(MS Subsidiary)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Copilot Pro<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Approx. 1,500 JPY ($10)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Specialized for native VSCode (unlimited completion &#038; chat)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">14<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-size: 12px;\">Copilot Pro+ \/ Max<\/span><\/td>\n<td><span style=\"font-size: 12px;\">$39 to $100<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot<\/span><\/td>\n<td><span style=\"font-size: 12px;\">GitHub Copilot CLI<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Optional AI model selection, large-capacity AI credits granted<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-size: 12px;\">15<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Various APIs<\/span><\/td>\n<td><span style=\"font-size: 12px;\">API Pay-as-you-go<\/span><\/td>\n<td><span style=\"font-size: 12px;\">Fully pay-as-you-go<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No (*Requires Roo Code, etc.)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">No (*Requires third-party)<\/span><\/td>\n<td><span style=\"font-size: 12px;\">None<\/span><\/td>\n<td>\n<div>\n<div><span style=\"font-size: 12px;\">Post-paid based on tokens used (*See below)<\/span><\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-size: 1.6rem;\">Post-paid based on tokens used (*See below)<\/span><\/p>\n<p>*For details on storage capacity, image generation features, Office integration, and other services included in each plan, please check the official comparison pages below.<\/p>\n<ul>\n<li><a href=\"https:\/\/gemini.google\/subscriptions\/\">Google One \/ Gemini Pricing Plan Details<\/a><\/li>\n<li><a href=\"https:\/\/chatgpt.com\/ja-JP\/pricing\/\">ChatGPT Pricing Comparison Page<\/a><\/li>\n<li><a href=\"https:\/\/www.anthropic.com\/pricing\">Claude Pricing Plans List<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/pricing\">GitHub Copilot Pricing Comparison Guide<\/a><\/li>\n<\/ul>\n<h3>\u26a0\ufe0f Cautions When Considering Copilot Pro (Misunderstandings Regarding Office Integration)<\/h3>\n<p>Copilot Pro (approx. 3,200 JPY\/month) is a license to add AI features and does not include usage rights for the desktop applications themselves, such as Word or Excel.<\/p>\n<ul>\n<li>Web Office (Browser): AI integration features can be used with Copilot Pro alone (using a free Microsoft account).<\/li>\n<li>Desktop Office (PC App): Activating AI within the apps requires paid subscriptions to both &#8220;Copilot Pro&#8221; and &#8220;Microsoft 365&#8221; (Personal, etc.).<\/li>\n<\/ul>\n<h3>\ud83d\udca1 [Note] Estimated Unit Prices for API Pay-As-You-Go Billing (Per 1 Million Tokens)<\/h3>\n<ul>\n<li>Gemini 1.5 \/ 2.0 Pro: Input approx. $1.25 \/ Output approx. $5.00 (Lowest class)<\/li>\n<li>GPT-4o: Input approx. $2.50 \/ Output approx. $10.00<\/li>\n<li>Claude 3.5 \/ 3.7 Sonnet: Input approx. $3.00 \/ Output approx. $15.00<\/li>\n<\/ul>\n<h2>Conclusion on Recommended Development Configurations by Purpose<\/h2>\n<p>Based on the comparison of tool systems, choices according to developer needs can be broadly classified into two categories.<\/p>\n<h3>If You Only Want Code Editing and Development Efficiency on Native VSCode<\/h3>\n<p>A standalone subscription to &#8220;GitHub Copilot&#8221; (approx. $10 \/ ~1,500 JPY per month) is the cheapest and most effective option. Real-time completions and agent features can be used unlimitedly on a flat-rate basis within VSCode, and the model selection feature allows you to choose and use Claude 3.5 Sonnet or GPT-4o in the background.<\/p>\n<h3>If You Want to Use Web Chat and Bundled Services Together<\/h3>\n<p>It is best to decide based on your preferences for everyday conversational response tendencies and the contents of bundled services.<\/p>\n<ul>\n<li>Focus on Google Ecosystem: Google AI Pro, which offers storage perks and Antigravity (IDE\/CLI)<\/li>\n<li>Focus on Advanced Conversation &#038; Image Generation: ChatGPT Plus, which allows the use of DALL-E 3 and Codex mode<\/li>\n<li>Focus on Document Creation &#038; Code Analysis: Claude Pro, which allows the use of Artifacts and Claude Code (VSCode extension)<\/li>\n<li>Focus on Office Operations: Copilot Pro, which supports Office integration (*GitHub Copilot is separately required for development purposes)<\/li>\n<\/ul>\n<p><a href=\"https:\/\/amzn.to\/45zn13Y\" target=\"_blank\" rel=\"noopener\" data-blogcard=\"1\">Antigravity A1<\/a><\/p>\n<h2>Summary<\/h2>\n<p>We have organized and verified the access methods and pricing structures of major AI services. Web subscriptions and developer APIs are separate systems, and it is crucial to properly understand the form of the development environment available under flat-rate tiers (VSCode extension, CLI, standalone IDE). If you are looking purely for specialization in coding tasks within VSCode, the $10\/month &#8220;GitHub Copilot&#8221; offers exceptional cost performance. If you also desire AI chat in the browser and various bundled perks, choosing a plan in the 3,000 JPY\/month tier based on your preference for response styles and perk contents constitutes the most rational setup.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The official Gemini extension for VSCode (Gemini Code Assist Individual tier) and Gemini CLI, which have long  [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":4151,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"en_US","_original_post":"https:\/\/donguri3.net\/?p=4145","footnotes":""},"categories":[1169],"tags":[125,51,430,52,922,104],"class_list":["post-5523","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-local-llm","tag-api","tag-git","tag-github","tag-https","tag-922","tag-104","en-US"],"_links":{"self":[{"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/posts\/5523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/comments?post=5523"}],"version-history":[{"count":1,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/posts\/5523\/revisions"}],"predecessor-version":[{"id":5526,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/posts\/5523\/revisions\/5526"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/media\/4151"}],"wp:attachment":[{"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/media?parent=5523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/categories?post=5523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/donguri3.net\/wp-json\/wp\/v2\/tags?post=5523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}