[{"data":1,"prerenderedAt":703},["ShallowReactive",2],{"categories-init":3,"stack-antigravity-dev-stack":4},true,{"stack_id":5,"slug":6,"name":7,"tagline":8,"long_description":9,"key_features":10,"use_cases":17,"pros":23,"cons":28,"cover_image_url":33,"scores":34,"options":48,"additions":259,"option_groups":591,"multi_select_option_types":592,"tools_by_category":593,"related_stacks":651,"faqs":652,"pricing":668,"system_requirements":33,"experience_level":696,"project_type":33,"stack_type_slug":697,"stack_type_icon_url":698,"published_date":111,"last_updated_date":33,"seo_meta":699},167,"antigravity-dev-stack","Antigravity Dev Stack","Google Antigravity runs parallel agents and an editor in one app, with Gemini by default and Claude a click away.","Google Antigravity is Google's agent-first development environment. Its **Agent Manager** is the main view: you hand it a task, and it splits the work into subtasks and runs agents on them in parallel, each in its own context, while you review their plans and results. An Editor mode sits beside it for the hands-on work, and the agy CLI runs the same agents from a terminal. Editor and agent are one Google product, which is why this stack has a single Antigravity at its core.\n\nModels come from Antigravity's own picker. **Gemini** is the default, with Flash models for fast everyday work and Gemini Pro for harder problems; Claude Sonnet and Opus sit in the same picker, as does OpenAI's open-weight gpt-oss model. Several can be in use at once across different agents, and all of them are available on the free tier within its weekly limits.\n\nWork keeps going away from the desk through **Remote Control**: sessions run on your own machine, and you check progress, answer an agent's questions, and review output from a browser on any device, including a phone, where it installs as a web app with push notifications. The host has to stay on and awake. For sessions that outlive a closed laptop, Antigravity's headless daemon can run on an always-on VPS, reached the same way.\n\nCode lives on **GitHub** by default, or on GitLab when source control has to be self-hosted. Docker and a CI\u002FCD pipeline are common additions once a project needs environment parity or tests on every push; neither is needed to get started.",[11,12,13,14,15,16],"Agent Manager that splits a task into subtasks and runs agents on them in parallel","Editor mode and the agy CLI alongside the Agent Manager, all in one Google product","Gemini by default, with Claude and OpenAI's gpt-oss in the same model picker","Remote Control from a browser or phone to steer sessions running on your own machine","Headless daemon for keeping sessions running on an always-on server","Every model available on the free tier within weekly limits",[18,19,20,21,22],"Handing a broad refactor to parallel agents and reviewing their plans instead of every keystroke","Switching between Gemini Flash for quick edits and Claude or Gemini Pro for a hard problem","Checking on a long test or build run from a phone and answering an agent's question","Keeping agent sessions alive on a server after the laptop is closed","Trying an agent-first workflow on the free tier before committing to a paid plan",[24,25,26,27],"Parallel agents are the core workflow, not an add-on to a traditional editor","Model choice across Gemini, Claude, and gpt-oss, free tier included","Remote Control works from any browser, so no separate mobile app is needed","Paid usage comes with Google AI plans many developers already have",[29,30,31,32],"The agent-first layout takes adjusting to for developers used to a classic editor","Remote Control has no native mobile app; phones use the installable web app","Parallel agents produce more changes than one person can review closely","Closed-source product whose workflow depends on Google's product decisions",null,{"popularity":35,"learning_curve":38,"flexibility":41,"performance":43,"portability":46},{"score":36,"reasoning":37},3,"Google's brand and a high-profile launch put it in front of many developers, though its user base is well behind Cursor and VS Code.",{"score":39,"reasoning":40},2,"Plain-language tasks work from day one, but directing parallel agents from the Agent Manager is a different habit from editing code directly.",{"score":36,"reasoning":42},"Three model families in one picker and a desktop app, CLI, and browser remote control, but only Google's own agent, with no slot for another vendor's.",{"score":44,"reasoning":45},4,"Gemini Flash responds quickly, and parallel subagents finish broad tasks faster than one agent working in sequence; free-tier rate limits are the usual bottleneck.",{"score":36,"reasoning":47},"Projects are plain files and git history, but Agent Manager workflows and Antigravity-specific agent configuration don't carry over to another tool.",{"database":49,"orm":53,"authentication":57,"analytics":61,"coding_agent":65,"llm":69,"language":163,"frontend_framework":167,"cms":171,"hosting":175,"reverse_proxy":179,"self_hosted_paas":183,"version_control":187},{"tools":50,"descriptions":51,"aliases":52,"see_all":33},[],{},{},{"tools":54,"descriptions":55,"aliases":56,"see_all":33},[],{},{},{"tools":58,"descriptions":59,"aliases":60,"see_all":33},[],{},{},{"tools":62,"descriptions":63,"aliases":64,"see_all":33},[],{},{},{"tools":66,"descriptions":67,"aliases":68,"see_all":33},[],{},{},{"tools":70,"descriptions":155,"aliases":159,"see_all":160},[71,112,133],{"tool_id":72,"name":73,"slug":74,"tooltip_description":75,"logo_url":76,"logo_bg":77,"pricing_model":78,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":83,"subcategory":87,"categories":91,"subcategories":94,"flexibility_score":44,"performance_score":96,"portability_score":39,"is_featured":97,"tags":98,"score_reasonings":104,"published_date":110,"last_updated_date":111},159,"Google Gemini","google-gemini","Google's LLM API with a full model family, from low-cost Flash-Lite to the Gemini 3.1 Pro flagship, with 1M-token context, native multimodal input, a free tier in AI Studio, and enterprise access through Google Cloud.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgoogle-gemini.svg","dark",{"slug":79,"display_name":80,"description":81},"usage_based","Usage-Based","Pricing scales with consumption: API calls, data volume, compute time, or similar metered units.","open",{"category_id":84,"name":85,"slug":86},19,"LLM","llm",{"subcategory_id":88,"name":89,"slug":90},51,"Proprietary","proprietary",[92],{"category_id":84,"name":85,"slug":86,"is_primary":3,"display_order":93},0,[95],{"subcategory_id":88,"name":89,"slug":90,"category_id":84,"is_primary":3,"display_order":93},5,false,[99],{"tag_id":100,"name":101,"slug":102,"tag_type":103},40,"Web","web","platform",{"learning_curve":105,"flexibility":106,"performance":107,"popularity":108,"portability":109},"Getting started is exceptionally frictionless — Google AI Studio requires only a Google account, no billing setup. The API follows standard REST conventions with well-maintained Python and JavaScript SDKs. The learning curve is low for basic usage; more advanced features like Vertex AI agent orchestration, grounding configuration, and context caching add moderate complexity.","Broad model selection (Flash-Lite to 3.1 Pro), native multimodal capabilities, function calling, structured output, code execution, and grounding with Search cover a wide range of use cases. Vertex AI adds fine-tuning and custom grounding sources. The main flexibility constraint is that all models are proprietary and cloud-hosted — no self-hosting or weights access.","Gemini 3.1 Pro leads on ARC-AGI-2 (77.1%) and outperforms GPT-5.4 on GPQA Diamond. Gemini 2.5 Flash consistently benchmarks near the top of its price tier. The 1M+ token context window is unmatched for long-document tasks. Competitive with the best frontier models across reasoning, code, and multimodal tasks as of 2026.","750M+ consumer Gemini users by early 2026 and 13M developers reported building with Google's generative models. API request volume hit 85B in January 2026 (142% YoY growth). Strong and accelerating, but OpenAI maintains a larger developer ecosystem and ChatGPT holds ~65% consumer chatbot market share vs Gemini's ~21%.","Deeply tied to Google infrastructure — the API is available only through Google AI Studio or Vertex AI (GCP). No open weights, no self-hosting, no third-party deployment. Moving workloads to another provider requires prompt re-testing and SDK changes. Vertex AI features (grounding, residency controls, agent orchestration) deepen GCP lock-in further.","2026-05-29","2026-09-27",{"tool_id":113,"name":114,"slug":115,"tooltip_description":116,"logo_url":117,"logo_bg":77,"pricing_model":118,"learning_curve_score":39,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":119,"subcategory":120,"categories":121,"subcategories":123,"flexibility_score":44,"performance_score":96,"portability_score":36,"is_featured":97,"tags":125,"score_reasonings":127,"published_date":110,"last_updated_date":111},153,"Claude","claude","Anthropic's family of AI models, from fast Haiku to frontier Fable, available through the Claude API, Amazon Bedrock, Google Vertex AI, Microsoft Foundry, and claude.ai, known for long context, tool use, and extended thinking.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fclaude.svg",{"slug":79,"display_name":80,"description":81},{"category_id":84,"name":85,"slug":86},{"subcategory_id":88,"name":89,"slug":90},[122],{"category_id":84,"name":85,"slug":86,"is_primary":3,"display_order":93},[124],{"subcategory_id":88,"name":89,"slug":90,"category_id":84,"is_primary":3,"display_order":93},[126],{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":128,"flexibility":129,"performance":130,"popularity":131,"portability":132},"The Anthropic API follows the standard messages array pattern familiar from other LLM providers. Python and TypeScript SDKs are well-documented. Basic integration takes under an hour.","Supports tool use, vision, extended thinking, prompt caching, batch processing, streaming, and system prompts. No fine-tuning and no image output limits the ceiling. Multi-cloud availability adds operational flexibility.","Claude 4 Opus and Sonnet 4 are at the frontier of reasoning and coding benchmarks as of 2025. Extended thinking mode significantly improves accuracy on hard problems. Competitive with GPT-4o and Gemini Ultra across most evaluation suites.","Claude is one of the two or three most-referenced LLMs in developer communities worldwide. Massive adoption via Claude.ai, API, Bedrock, and Vertex AI. Powers Claude Code, Cursor (optional model), and many third-party AI products.","Anthropic API uses its own message format and tool-calling schema — not OpenAI-compatible. Migrating to\u002Ffrom Claude requires prompt and schema rewrites. Available on Bedrock and Vertex AI reduces infrastructure lock-in but does not eliminate model lock-in.",{"tool_id":134,"name":135,"slug":136,"tooltip_description":137,"logo_url":138,"logo_bg":139,"pricing_model":140,"learning_curve_score":39,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":141,"subcategory":142,"categories":143,"subcategories":145,"flexibility_score":36,"performance_score":96,"portability_score":39,"is_featured":97,"tags":147,"score_reasonings":149,"published_date":110,"last_updated_date":111},155,"OpenAI","openai","OpenAI's API platform for the GPT-6 family (Astra, Sol, Luna), Codex coding models, real-time voice, image generation, and embeddings, with tool use, structured outputs, and fine-tuning.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fopenai.svg","white",{"slug":79,"display_name":80,"description":81},{"category_id":84,"name":85,"slug":86},{"subcategory_id":88,"name":89,"slug":90},[144],{"category_id":84,"name":85,"slug":86,"is_primary":3,"display_order":93},[146],{"subcategory_id":88,"name":89,"slug":90,"category_id":84,"is_primary":3,"display_order":93},[148],{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"performance":150,"popularity":151,"portability":152,"learning_curve":153,"flexibility":154},"Leads or co-leads industry benchmarks across coding (SWE-bench), reasoning (MATH, GPQA), and instruction-following. o3 and GPT-5 are best-in-class for their respective task types as of 2026.","The most-used LLM API in the world by developer count, third-party integrations, and mindshare. ChatGPT's cultural reach directly drives API adoption. Virtually every developer tool, no-code platform, and enterprise software suite lists OpenAI as a primary integration.","Entirely cloud-bound; no self-hosted option. The API is proprietary — migrating to a different provider requires rewriting prompt logic, tool schemas, and API call structure. Azure and Bedrock availability reduces cloud lock-in but not provider lock-in.","The Chat Completions API is one of the most beginner-friendly interfaces in software — a single POST request with a messages array returns a completion. Official SDKs for Python and Node ship with comprehensive docs and hundreds of cookbook examples. The main learning curve is choosing the right model family and managing costs rather than the API mechanics themselves.","OpenAI offers genuine breadth — five model families, fine-tuning (supervised + reinforcement), function calling, structured outputs, and real-time audio. However, all inference is cloud-only and proprietary; you cannot swap the underlying model weights, run locally, or choose your hardware. Compared to open-weight alternatives, customisation stops at fine-tuning.",{"google-gemini":156,"claude":157,"openai":158},"Gemini is the default here and the family Antigravity is built around: Flash models are fast enough for everyday edits and the Agent Manager's parallel subtasks, and Gemini Pro's long context suits planning work that spans the whole repository. Usage draws on Antigravity's free weekly limits or a Google AI plan.","Claude Sonnet and Opus sit in Antigravity's picker, a common choice for large multi-file changes and careful reasoning about unfamiliar code. They're billed through your Google plan's quota rather than an Anthropic subscription, and a premium model draws that quota down faster than Gemini Flash.","OpenAI is represented by its open-weight gpt-oss model, not the GPT frontier models, so it's a second opinion or a lighter option rather than a way to run GPT-5 inside Antigravity. Useful for comparing a third model's approach on the same task within the free tier.",{},{"kind":161,"slug":86,"name":85,"href":162},"category","\u002Ftools\u002Fcategories\u002Fllm",{"tools":164,"descriptions":165,"aliases":166,"see_all":33},[],{},{},{"tools":168,"descriptions":169,"aliases":170,"see_all":33},[],{},{},{"tools":172,"descriptions":173,"aliases":174,"see_all":33},[],{},{},{"tools":176,"descriptions":177,"aliases":178,"see_all":33},[],{},{},{"tools":180,"descriptions":181,"aliases":182,"see_all":33},[],{},{},{"tools":184,"descriptions":185,"aliases":186,"see_all":33},[],{},{},{"tools":188,"descriptions":255,"aliases":258,"see_all":33},[189,229],{"tool_id":190,"name":191,"slug":192,"tooltip_description":193,"logo_url":194,"logo_bg":139,"pricing_model":195,"learning_curve_score":36,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":199,"subcategory":203,"categories":207,"subcategories":209,"flexibility_score":44,"performance_score":36,"portability_score":39,"is_featured":97,"tags":211,"score_reasonings":223,"published_date":110,"last_updated_date":111},151,"GitHub","github","The largest Git hosting platform, where well over 100 million developers collaborate, review code, and manage projects through pull requests, issues, and a large integration ecosystem.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgithub.svg",{"slug":196,"display_name":197,"description":198},"freemium","Freemium","A free tier is available; additional features, usage limits, or managed hosting require a paid plan.",{"category_id":200,"name":201,"slug":202},8,"Development Tools","development-tools",{"subcategory_id":204,"name":205,"slug":206},50,"Version Control","version-control",[208],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[210],{"subcategory_id":204,"name":205,"slug":206,"category_id":200,"is_primary":3,"display_order":93},[212,217,222],{"tag_id":213,"name":214,"slug":215,"tag_type":216},36,"CI\u002FCD","ci-cd","use_case",{"tag_id":218,"name":219,"slug":220,"tag_type":221},13,"Free Tier","free-tier","feature",{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":224,"flexibility":225,"performance":226,"popularity":227,"portability":228},"GitHub's UI is intuitive, but mastering Git concepts (rebasing, merge conflicts, branching strategies) and collaborative pull request workflows takes meaningful time — rated moderate difficulty.","Highly customisable branch protection, review policies, webhooks, and an extensive API\u002Fapp ecosystem. Some advanced governance features are gated behind paid tiers.","Generally reliable with 99.9% SLA for Enterprise, but the platform experienced capacity-related reliability incidents in 2025–2026 driven by AI agent traffic, pulling uptime below target.","Dominant market leader with ~70% SCM market share, 180M+ registered developers, 92% adoption among Fortune 100 companies. Effectively the industry default.","High vendor lock-in: GitHub Actions workflows, Projects, Packages, and Advanced Security are proprietary. Migrating a Git repo is easy; migrating the full workflow is not.",{"tool_id":230,"name":231,"slug":232,"tooltip_description":233,"logo_url":234,"logo_bg":139,"pricing_model":235,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":236,"subcategory":237,"categories":238,"subcategories":240,"flexibility_score":96,"performance_score":36,"portability_score":96,"is_featured":97,"tags":242,"score_reasonings":249,"published_date":110,"last_updated_date":111},152,"GitLab","gitlab","An open-source, all-in-one DevSecOps platform offering Git hosting, code review, issue tracking, and built-in CI\u002FCD — available as a SaaS service or fully self-hosted.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgitlab.svg",{"slug":196,"display_name":197,"description":198},{"category_id":200,"name":201,"slug":202},{"subcategory_id":204,"name":205,"slug":206},[239],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[241],{"subcategory_id":204,"name":205,"slug":206,"category_id":200,"is_primary":3,"display_order":93},[243,244,248],{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":245,"name":246,"slug":247,"tag_type":221},12,"Self-hostable","self-hostable",{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":250,"flexibility":251,"performance":252,"popularity":253,"portability":254},"Feature breadth is GitLab's biggest onboarding challenge — new users face pipelines, boards, security dashboards, and compliance tools all at once. Rated steep.","Highly flexible: customisable CI\u002FCD pipelines, branch protection, merge request approvals, REST\u002FGraphQL APIs, and full self-hosting. One of the most configurable platforms in its class.","Cloud performance is solid but not best-in-class; complex pipelines and large self-hosted deployments can lag. Rated average for its category.","16% SCM market share — firmly the second-largest platform globally, Gartner Magic Quadrant leader for DevOps, but well behind GitHub's ~70% dominance.","Open-source MIT licence with fully self-hostable CE and FOSS mirror. No vendor lock-in — highest portability score in its category.",{"github":256,"gitlab":257},"GitHub is the default here: the largest pull-request and Actions ecosystem, and the host that agents' version-control work in Antigravity most often targets.","GitLab bundles source control, merge requests, and CI\u002FCD in one self-hostable platform, the pick for teams that need code and pipeline data to stay on their own infrastructure.",{},{"server":260,"remote_access":363,"code_review":396,"ci_cd":480,"containerization":552},{"tools":261,"descriptions":355,"aliases":359,"preface":360,"see_all":361},[262,295,333],{"tool_id":263,"name":264,"slug":265,"tooltip_description":266,"logo_url":267,"logo_bg":139,"pricing_model":268,"learning_curve_score":39,"popularity_score":36,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":272,"subcategory":275,"categories":279,"subcategories":281,"flexibility_score":36,"performance_score":44,"portability_score":44,"is_featured":97,"tags":283,"score_reasonings":289,"published_date":110,"last_updated_date":111},52,"Hetzner","hetzner","German cloud and dedicated server provider offering VPS, bare-metal servers, and storage at prices far below the big clouds, with data centers in the EU, the US, and Singapore.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fhetzner.svg",{"slug":269,"display_name":270,"description":271},"paid","Paid","No meaningful free tier — a subscription or one-time purchase is required to use the tool.",{"category_id":96,"name":273,"slug":274},"Hosting & Cloud","hosting-cloud",{"subcategory_id":276,"name":277,"slug":278},42,"VPS & Servers","vps-and-servers",[280],{"category_id":96,"name":273,"slug":274,"is_primary":3,"display_order":93},[282],{"subcategory_id":276,"name":277,"slug":278,"category_id":96,"is_primary":3,"display_order":93},[284,285],{"tag_id":245,"name":246,"slug":247,"tag_type":221},{"tag_id":286,"name":287,"slug":288,"tag_type":221},21,"Multi-region","multi-region",{"learning_curve":290,"flexibility":291,"performance":292,"portability":293,"popularity":294},"Standard VPS setup; any developer comfortable with Linux can deploy in an afternoon.","Standard VPS; configure anything on Linux; no managed abstraction layer constraining choices.","Competitive hardware at low cost; dedicated and VPS servers deliver strong baseline performance.","Standard Linux VPS; highly portable with no managed-service abstraction to escape.","Popular among European developers and cost-conscious teams; strong reputation for value.",{"tool_id":296,"name":297,"slug":298,"tooltip_description":299,"logo_url":300,"logo_bg":139,"pricing_model":301,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":302,"subcategory":303,"categories":307,"subcategories":309,"flexibility_score":44,"performance_score":44,"portability_score":44,"is_featured":97,"tags":311,"score_reasonings":327,"published_date":110,"last_updated_date":111},166,"DigitalOcean","digitalocean","Developer-focused cloud platform offering VPS (Droplets), managed Kubernetes, App Platform PaaS, and managed databases. Known for simple pricing and excellent documentation.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fdigitalocean.svg",{"slug":79,"display_name":80,"description":81},{"category_id":96,"name":273,"slug":274},{"subcategory_id":304,"name":305,"slug":306},41,"App Hosting","app-hosting",[308],{"category_id":96,"name":273,"slug":274,"is_primary":3,"display_order":93},[310],{"subcategory_id":304,"name":305,"slug":306,"category_id":96,"is_primary":3,"display_order":93},[312,313,314,318,319,323],{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":315,"name":316,"slug":317,"tag_type":221},20,"Auto-scaling","auto-scaling",{"tag_id":286,"name":287,"slug":288,"tag_type":221},{"tag_id":320,"name":321,"slug":322,"tag_type":221},24,"Docker Compatible","docker-compatible",{"tag_id":324,"name":325,"slug":326,"tag_type":216},28,"Web Development","web-development",{"learning_curve":328,"flexibility":329,"performance":330,"popularity":331,"portability":332},"DigitalOcean is specifically designed for developers rather than enterprise ops teams. The control panel is clean, Droplets launch in under 60 seconds, and App Platform requires no infrastructure knowledge at all. Thousands of community tutorials lower the barrier for beginners.","Offers VPS, PaaS, and managed Kubernetes under one roof, covering most deployment patterns from simple static sites to complex microservices. Custom networking, firewalls, VPC peering, and a full API give teams significant control. Missing serverless functions and some niche managed services limit the ceiling slightly.","NVMe SSDs and dedicated vCPU Droplets deliver competitive single-tenant performance. The 99.99% uptime SLA holds in practice per benchmark studies. Lacks the global edge network density of Cloudflare or the ultra-low-latency primitives of AWS.","Consistently ranks in the top 5 cloud providers for developer and startup usage. Strong presence on StackOverflow, Reddit, and developer surveys. Over 600,000 active customers as of 2024. Widely used as a first production cloud by self-taught developers.","Standard Linux VMs and Docker\u002FKubernetes workloads migrate freely to any other cloud or bare metal. No proprietary runtime lock-in. Spaces is S3-compatible. App Platform lock-in is higher — migrating away requires containerizing or adapting the build pipeline.",{"tool_id":334,"name":335,"slug":336,"tooltip_description":337,"logo_url":338,"logo_bg":139,"pricing_model":339,"learning_curve_score":39,"popularity_score":36,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":340,"subcategory":341,"categories":342,"subcategories":344,"flexibility_score":36,"performance_score":36,"portability_score":36,"is_featured":97,"tags":346,"score_reasonings":349,"published_date":110,"last_updated_date":111},169,"Hostinger","hostinger","Affordable web hosting with shared, cloud, and agency plans plus KVM VPS, on LiteSpeed servers with NVMe storage and the beginner-friendly hPanel control panel.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fhostinger.svg",{"slug":269,"display_name":270,"description":271},{"category_id":96,"name":273,"slug":274},{"subcategory_id":276,"name":277,"slug":278},[343],{"category_id":96,"name":273,"slug":274,"is_primary":3,"display_order":93},[345],{"subcategory_id":276,"name":277,"slug":278,"category_id":96,"is_primary":3,"display_order":93},[347,348],{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"tag_id":324,"name":325,"slug":326,"tag_type":216},{"learning_curve":350,"flexibility":351,"performance":352,"popularity":353,"portability":354},"Shared hosting on Hostinger is genuinely beginner-accessible — hPanel, one-click WordPress, and the Kodee AI assistant reduce the complexity of common tasks to a few clicks. VPS plans require Linux and SSH familiarity to get full value, but the guided setup and AI assistant lower the barrier compared to raw VPS providers like Hetzner.","Shared hosting is intentionally constrained — you run within Hostinger's stack and cannot change the server environment. VPS plans give full root access and can run any Linux workload. The range from shared to VPS covers most beginner-to-intermediate deployment needs, but there is no managed Kubernetes, serverless, or edge compute option.","LiteSpeed with NVMe SSD and built-in caching delivers strong performance for shared hosting — independent benchmarks show sub-1-second load times and 99.96%+ uptime on shared plans. KVM VPS performance is competitive for the price. Not at the level of dedicated cloud providers like DigitalOcean or Hetzner for compute-intensive workloads.","Hostinger is one of the top three most-recommended budget hosts globally, with over 3 million customers and a 4.7\u002F5 Trustpilot score. It dominates beginner and bootstrapper audiences and appears consistently in 'best cheap hosting' roundups. Less visible in developer-tool and startup-stack communities compared to cloud-native platforms.","Shared hosting creates moderate lock-in via hPanel and Hostinger-specific tooling, though WordPress sites can be migrated via standard exports. VPS instances are standard KVM Linux — fully portable to any other VPS provider. No proprietary runtime or framework dependencies on the VPS side.",{"hetzner":356,"digitalocean":357,"hostinger":358},"Hetzner is the default here: a CX23 with 4 GB of RAM is about €5.49\u002Fmo, the lowest price per gigabyte in this list. Google publishes no memory minimum for Antigravity's headless daemon, since the models run on Google's side; 4 GB leaves room for the builds and tests the agents run.","DigitalOcean's 4 GB Droplet is $24\u002Fmo, several times Hetzner's price for the same memory, in exchange for a more polished dashboard and wider region coverage. It has no Antigravity-specific image, so this is a plain Linux server for the headless daemon.","Hostinger's KVM 1 has 4 GB of RAM at $6.49\u002Fmo introductory, renewing at $11.99\u002Fmo. A budget pick for one always-on Antigravity host; its agent templates target other tools, so Antigravity goes on a plain Linux image.",{},"Add a server when you want the agent to keep running somewhere other than your own laptop, reachable at any time and not tied to your machine staying on. Some agents also offer their own managed cloud sessions as an alternative to self-hosting; check the stack's own description for details.",{"kind":161,"slug":274,"name":273,"href":362},"\u002Ftools\u002Fcategories\u002Fhosting-cloud",{"tools":364,"descriptions":392,"aliases":394,"preface":395,"see_all":33},[365],{"tool_id":366,"name":367,"slug":368,"tooltip_description":369,"logo_url":370,"logo_bg":139,"pricing_model":371,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":372,"subcategory":375,"categories":379,"subcategories":381,"flexibility_score":44,"performance_score":44,"portability_score":36,"is_featured":97,"tags":383,"score_reasonings":386,"published_date":111,"last_updated_date":33},275,"Tailscale","tailscale","Tailscale is a zero-config mesh VPN built on WireGuard that connects your devices and servers into one private network, reachable from anywhere without port forwarding.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Ftailscale.svg",{"slug":196,"display_name":197,"description":198},{"category_id":245,"name":373,"slug":374},"DevOps & CI\u002FCD","devops-cicd",{"subcategory_id":376,"name":377,"slug":378},70,"Tunneling & Secure Access","tunneling-secure-access",[380],{"category_id":245,"name":373,"slug":374,"is_primary":3,"display_order":93},[382],{"subcategory_id":376,"name":377,"slug":378,"category_id":245,"is_primary":3,"display_order":93},[384,385],{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":387,"flexibility":388,"performance":389,"popularity":390,"portability":391},"Installing a client and authenticating via SSO puts a device on the tailnet in minutes, with MagicDNS and default ACLs handling the rest — no manual key exchange, port forwarding, or router configuration the way a raw WireGuard or OpenVPN setup requires.","Subnet routers, exit nodes, Tailscale SSH, ACL tags, and Funnel cover use cases well beyond simple point-to-point connectivity, and Headscale offers a fully self-hosted control-plane path for teams that want it.","Connections negotiate directly between peers over WireGuard whenever NAT traversal succeeds, falling back to DERP relays only when a direct path isn't reachable, which keeps overhead close to raw WireGuard rather than routing everything through a central VPN server.","A name that comes up constantly in engineering blogs, self-hosting communities, and general developer conversation about remote access — recognition extends well past the networking and DevOps specialists who actually configure it, unlike the more narrowly-known tunnel tools it's sometimes compared against.","Clients are open source and cover every major desktop, mobile, and server platform, but the default coordination server is Tailscale's own hosted service; Headscale exists specifically so self-hosters can replace that layer without losing client compatibility, though it isn't the default path.",{"tailscale":393},"Add Tailscale alongside a server to reach it privately over SSH for logs, git, and anything Remote Control doesn't cover, without exposing it to the public internet. The personal tier is free.",{},"Add remote access when you want to reach an agent running on another machine — a VPS or a home server — without exposing it to anyone but you.",{"tools":397,"descriptions":474,"aliases":478,"preface":479,"see_all":33},[398,428,452],{"tool_id":399,"name":400,"slug":401,"tooltip_description":402,"logo_url":403,"logo_bg":77,"pricing_model":404,"learning_curve_score":405,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":406,"subcategory":407,"categories":411,"subcategories":413,"flexibility_score":44,"performance_score":36,"portability_score":36,"is_featured":97,"tags":415,"score_reasonings":422,"published_date":111,"last_updated_date":33},284,"CodeRabbit","coderabbit","AI code reviewer that comments on every pull request in GitHub, GitLab, Bitbucket, and Azure DevOps, combining language-model review with more than 40 static analyzers. The same reviews also run in IDE extensions and a CLI.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fcoderabbit.svg",{"slug":196,"display_name":197,"description":198},1,{"category_id":200,"name":201,"slug":202},{"subcategory_id":408,"name":409,"slug":410},73,"AI Code Review","ai-code-review",[412],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[414],{"subcategory_id":408,"name":409,"slug":410,"category_id":200,"is_primary":3,"display_order":93},[416,417,421],{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":418,"name":419,"slug":420,"tag_type":221},16,"AI-powered","ai-powered",{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"flexibility":423,"learning_curve":424,"performance":425,"popularity":426,"portability":427},"Path-specific instructions, learnings from PR replies, custom pre-merge checks, and four Git hosts plus IDE and CLI surfaces give teams a lot of control over what gets reviewed and how. The underlying models are chosen by CodeRabbit, not the user.","Setup is installing a Git app and picking repositories; the first review arrives on the next pull request with no configuration. The YAML config and path instructions are optional refinements.","Reviews arrive within minutes and PR summaries are widely praised, but independent bug-catch benchmarks put its detection rate well behind Greptile and some other reviewers, and noisy comments are a common complaint.","The most-installed AI app on the GitHub Marketplace, with over two million connected repositories, more than 17,000 customers, and a $1.5B valuation. Well known among developers who work with pull requests, though AI code review is still a young category many developers have not adopted.","Works across GitHub, GitLab, Bitbucket, and Azure DevOps and sits outside the codebase, so switching reviewers is an app uninstall. It is a hosted SaaS, and learnings and configuration do not carry over to other tools.",{"tool_id":429,"name":430,"slug":431,"tooltip_description":432,"logo_url":433,"logo_bg":77,"pricing_model":434,"learning_curve_score":39,"popularity_score":36,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":435,"subcategory":436,"categories":437,"subcategories":439,"flexibility_score":44,"performance_score":44,"portability_score":44,"is_featured":97,"tags":441,"score_reasonings":446,"published_date":111,"last_updated_date":33},285,"Greptile","greptile","AI code reviewer that indexes the whole repository into a code graph and uses it to review pull requests, catching bugs that span several files. Supports GitHub, GitLab, and Bitbucket, with self-hosting on Enterprise.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgreptile.png",{"slug":196,"display_name":197,"description":198},{"category_id":200,"name":201,"slug":202},{"subcategory_id":408,"name":409,"slug":410},[438],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[440],{"subcategory_id":408,"name":409,"slug":410,"category_id":200,"is_primary":3,"display_order":93},[442,443,444,445],{"tag_id":245,"name":246,"slug":247,"tag_type":221},{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":418,"name":419,"slug":420,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":447,"flexibility":448,"performance":449,"popularity":450,"portability":451},"Connecting a Git host and indexing a repository is quick, but getting the most out of it means writing custom rules and understanding the credit model and when a TREX review is worth three credits.","Plain-language custom rules, a choice of standard or execution-backed reviews, an API, and on Enterprise a bring-your-own-model option give teams real control over how reviews run.","Independent comparisons put its raw bug-catch rate at the top of the mainstream AI reviewers, driven by the codebase graph, and TREX adds execution evidence that static reading cannot produce.","Well regarded among teams evaluating AI code review, with more than 2,000 customers and Benchmark backing, but far less widely known than CodeRabbit and largely unknown to developers outside that decision.","Supports GitHub, GitLab, and Bitbucket in the cloud and can be self-hosted or run air-gapped with a team's own models on Enterprise, which few rivals offer. Azure DevOps is the notable gap.",{"tool_id":453,"name":454,"slug":455,"tooltip_description":456,"logo_url":457,"logo_bg":77,"pricing_model":458,"learning_curve_score":405,"popularity_score":36,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":459,"subcategory":460,"categories":461,"subcategories":463,"flexibility_score":36,"performance_score":44,"portability_score":39,"is_featured":97,"tags":465,"score_reasonings":468,"published_date":111,"last_updated_date":33},286,"Cursor Bugbot","cursor-bugbot","Cursor's AI pull request reviewer, which runs as a GitHub or GitLab app and flags logic bugs, edge cases, and security issues on each PR. It works on any repository, whether or not the code was written in Cursor.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fcursor-bugbot.svg",{"slug":79,"display_name":80,"description":81},{"category_id":200,"name":201,"slug":202},{"subcategory_id":408,"name":409,"slug":410},[462],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[464],{"subcategory_id":408,"name":409,"slug":410,"category_id":200,"is_primary":3,"display_order":93},[466,467],{"tag_id":418,"name":419,"slug":420,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":469,"flexibility":470,"performance":471,"popularity":472,"portability":473},"Enabling it is a toggle in the Cursor dashboard plus a Git app install, and it reviews the next pull request with no rules written. BUGBOT.md files are optional context.","Nested BUGBOT.md rules, team rules, and effort levels let teams steer what it looks for, but the models and review style are Cursor's choice and it only covers GitHub and GitLab.","Reviews run automatically on each update and got about three times faster in a mid-2026 update; Cursor reports developers resolving around 80% of flagged bugs by merge, with the high effort setting finding more on complex changes.","The Cursor name is widely known and Bugbot reviews more than two million pull requests a month, but the reviewer itself is known mainly to Cursor users and teams comparing AI code review tools.","Works on any repository on GitHub or GitLab, but setup and billing are tied to a Cursor account, rules live in Cursor-specific BUGBOT.md files, and Autofix depends on Cursor's cloud agents.",{"coderabbit":475,"greptile":476,"cursor-bugbot":477},"Add CodeRabbit when you want an AI reviewer on every pull request: it installs as a GitHub or GitLab app, summarizes the diff, and leaves line-level comments before anyone merges, with a free tier for open-source repos.","Add Greptile when you want review that reads the whole repository rather than just the diff: it indexes the codebase so its GitHub and GitLab pull request comments carry wider context, and it can be self-hosted.","Add Cursor Bugbot when a bug-focused reviewer is enough: it reviews GitHub or GitLab pull requests whatever wrote the code, though it bills through a Cursor account and plan rather than its own subscription.",{},"Add code review when you want an AI reading every pull request before it merges: it comments on the diff so bugs, security issues, and inconsistencies surface before a human has to catch them.",{"tools":481,"descriptions":544,"aliases":547,"preface":548,"see_all":549},[482,515],{"tool_id":483,"name":484,"slug":485,"tooltip_description":486,"logo_url":487,"logo_bg":139,"pricing_model":488,"learning_curve_score":36,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":489,"subcategory":490,"categories":494,"subcategories":496,"flexibility_score":96,"performance_score":44,"portability_score":44,"is_featured":97,"tags":498,"score_reasonings":509,"published_date":110,"last_updated_date":111},164,"GitHub Actions","github-actions","GitHub's integrated CI\u002FCD platform that automates build, test, and deployment workflows using YAML-based configurations. Runs on GitHub-hosted or self-hosted runners with a rich marketplace of pre-built integrations.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fgithub-actions.svg",{"slug":196,"display_name":197,"description":198},{"category_id":245,"name":373,"slug":374},{"subcategory_id":491,"name":492,"slug":493},34,"CI\u002FCD Pipelines","cicd-pipelines",[495],{"category_id":245,"name":373,"slug":374,"is_primary":3,"display_order":93},[497],{"subcategory_id":491,"name":492,"slug":493,"category_id":245,"is_primary":3,"display_order":93},[499,500,501,502,503,504],{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":245,"name":246,"slug":247,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"tag_id":213,"name":214,"slug":215,"tag_type":216},{"tag_id":320,"name":321,"slug":322,"tag_type":221},{"tag_id":505,"name":506,"slug":507,"tag_type":508},45,"Declarative","declarative","paradigm",{"flexibility":510,"learning_curve":511,"performance":512,"popularity":513,"portability":514},"Self-hosted runner support across any OS or cloud, custom labels, matrix builds, Kubernetes scaling via Actions Runner Controller, and a marketplace of thousands of community-built actions give teams virtually unlimited configuration options for any workflow or environment.","Basic single-job workflows are accessible to any developer comfortable with YAML, and GitHub's documentation lowers the barrier further. However, advanced patterns — composite actions, reusable workflows, OIDC-based cloud auth, and conditional matrix strategies — involve non-obvious syntax and a complex permission model that requires meaningful time to master.","The platform handles massive scale reliably, but GitHub-hosted runner performance can vary between runs, making consistent benchmarking difficult. Teams running on self-hosted or larger hosted runners achieve stable, high throughput; the managed offering trades predictable latency for zero infrastructure overhead.","GitHub Actions is the dominant CI\u002FCD platform with tens of millions of repositories using it, thousands of marketplace actions, and widespread enterprise adoption. It is cited as the most-used CI\u002FCD solution in multiple developer surveys.","Self-hosted runners can run on any cloud or on-premises infrastructure, and the YAML workflow model is readable and auditable. The main constraint is tight coupling to GitHub events and APIs — moving workflows to another CI\u002FCD platform requires meaningful rewriting rather than a simple lift-and-shift.",{"tool_id":516,"name":517,"slug":518,"tooltip_description":519,"logo_url":234,"logo_bg":139,"pricing_model":520,"learning_curve_score":36,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":521,"subcategory":522,"categories":523,"subcategories":525,"flexibility_score":96,"performance_score":36,"portability_score":36,"is_featured":97,"tags":527,"score_reasonings":538,"published_date":110,"last_updated_date":111},165,"GitLab CI\u002FCD","gitlab-cicd","GitLab's built-in CI\u002FCD system configured through .gitlab-ci.yml files stored in your repository. Supports both GitLab-hosted and self-hosted runners for flexible pipeline execution across diverse environments.",{"slug":196,"display_name":197,"description":198},{"category_id":245,"name":373,"slug":374},{"subcategory_id":491,"name":492,"slug":493},[524],{"category_id":245,"name":373,"slug":374,"is_primary":3,"display_order":93},[526],{"subcategory_id":491,"name":492,"slug":493,"category_id":245,"is_primary":3,"display_order":93},[528,529,530,531,532,536,537],{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":245,"name":246,"slug":247,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"tag_id":213,"name":214,"slug":215,"tag_type":216},{"tag_id":533,"name":534,"slug":535,"tag_type":221},11,"Open Source","open-source",{"tag_id":320,"name":321,"slug":322,"tag_type":221},{"tag_id":505,"name":506,"slug":507,"tag_type":508},{"learning_curve":539,"flexibility":540,"performance":541,"popularity":542,"portability":543},"The core .gitlab-ci.yml syntax is approachable for developers with YAML and Linux fundamentals, and GitLab's documentation is thorough. However, the platform's breadth — runner executors, pipeline inheritance, CI\u002FCD Catalog, merge trains, and security scanning configuration — creates a long tail of advanced concepts that teams discover gradually over months.","Multiple runner executor types (Docker, Kubernetes, Shell, machine), unlimited self-hosted runner capacity, parent-child pipelines, reusable CI\u002FCD Components, and the ability to self-host the entire platform give teams complete control over their pipeline environment and infrastructure.","Pipeline performance depends heavily on runner configuration and caching strategy. Shared GitLab-hosted runners can experience queue delays during peak periods, and Docker+machine executors add startup overhead. Teams running optimized self-hosted Kubernetes runners with effective caching achieve significantly faster pipelines, but the default shared experience is average for the CI\u002FCD category.","GitLab CI\u002FCD is used by over 100,000 organizations and is particularly strong among enterprises and security-conscious DevOps teams. It consistently ranks among the top CI\u002FCD platforms in developer surveys, though GitHub Actions has overtaken it in raw adoption volume — especially among open-source and smaller team segments.","GitLab CE is fully open source and self-hostable on any infrastructure, which is a strong portability advantage. However, .gitlab-ci.yml pipelines are tightly coupled to GitLab's API and runner ecosystem — migrating pipeline definitions to another CI\u002FCD system (GitHub Actions, CircleCI, etc.) requires substantial rewriting rather than a simple port.",{"github-actions":545,"gitlab-cicd":546},"Add GitHub Actions when the repo lives on GitHub and you want tests and deploys running automatically on every push.","Add GitLab CI\u002FCD when the project is on GitLab and needs the same automated pipeline, defined in a .gitlab-ci.yml file that can run entirely on your own infrastructure.",{},"Add CI\u002FCD when you want a dedicated pipeline for running tests, linting, or multi-stage builds before a deploy goes out. Many hosting platforms already redeploy automatically on every push on their own — a CI\u002FCD tool adds the most value on top of that by gating the deploy on a passing test suite, and matters even more when the hosting choice does not auto-deploy at all, such as a self-hosted server.",{"kind":550,"slug":493,"name":492,"href":551},"subcategory","\u002Ftools\u002Fcategories\u002Fdevops-cicd\u002Fcicd-pipelines",{"tools":553,"descriptions":585,"aliases":587,"preface":588,"see_all":589},[554],{"tool_id":555,"name":556,"slug":557,"tooltip_description":558,"logo_url":559,"logo_bg":77,"pricing_model":560,"learning_curve_score":44,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":561,"subcategory":562,"categories":566,"subcategories":568,"flexibility_score":96,"performance_score":44,"portability_score":96,"is_featured":3,"tags":570,"score_reasonings":579,"published_date":110,"last_updated_date":111},72,"Docker","docker","Container platform for packaging applications and their dependencies into portable images that run the same on a laptop, in CI, and in production, with Docker Desktop, Compose, and Docker Hub.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fdocker.svg",{"slug":196,"display_name":197,"description":198},{"category_id":245,"name":373,"slug":374},{"subcategory_id":563,"name":564,"slug":565},33,"Containerization","containerization",[567],{"category_id":245,"name":373,"slug":374,"is_primary":3,"display_order":93},[569],{"subcategory_id":563,"name":564,"slug":565,"category_id":245,"is_primary":3,"display_order":93},[571,572,573,574,575],{"tag_id":533,"name":534,"slug":535,"tag_type":221},{"tag_id":245,"name":246,"slug":247,"tag_type":221},{"tag_id":320,"name":321,"slug":322,"tag_type":221},{"tag_id":213,"name":214,"slug":215,"tag_type":216},{"tag_id":576,"name":577,"slug":578,"tag_type":103},43,"Cross-platform","cross-platform",{"learning_curve":580,"performance":581,"portability":582,"flexibility":583,"popularity":584},"Container images, networking, volumes, and multi-stage builds all need deliberate learning.","Container overhead is minimal; near-native performance for most workloads.","Open standard; containers built with Docker run on any container-compatible platform.","Any runtime, any architecture; multi-stage builds and Compose profiles support complex systems.","The standard for containerization; present in virtually every modern software project.",{"docker":586},"Add Docker when the project needs environment parity between a developer's machine and production, or when onboarding a new teammate should be a single command instead of a page of setup instructions.",{},"Add containerization when you want the app packaged the same way across local development, staging, and production, or need to deploy somewhere that isn't a managed serverless platform.",{"kind":550,"slug":565,"name":564,"href":590},"\u002Ftools\u002Fcategories\u002Fdevops-cicd\u002Fcontainerization",{},[86],{"Development Tools":594,"LLM":639},[595,626],{"tool_id":596,"name":597,"slug":598,"tooltip_description":599,"logo_url":600,"logo_bg":77,"pricing_model":601,"learning_curve_score":36,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":602,"subcategory":603,"categories":607,"subcategories":609,"flexibility_score":44,"performance_score":36,"portability_score":36,"is_featured":97,"tags":615,"score_reasonings":621,"published_date":110,"last_updated_date":111},63,"Google Antigravity","antigravity","Google Antigravity is Google's agent-first development platform, a desktop app and CLI where parallel AI agents plan, code, test, and verify tasks using Gemini, Claude, or OpenAI's open-weight gpt-oss models.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fantigravity.png",{"slug":196,"display_name":197,"description":198},{"category_id":200,"name":201,"slug":202},{"subcategory_id":604,"name":605,"slug":606},48,"IDEs & Editors","ides-editors",[608],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[610,611],{"subcategory_id":604,"name":605,"slug":606,"category_id":200,"is_primary":3,"display_order":93},{"subcategory_id":612,"name":613,"slug":614,"category_id":200,"is_primary":97,"display_order":405},49,"AI Coding Agents","ai-coding-agents",[616,620],{"tag_id":405,"name":617,"slug":618,"tag_type":619},"Python","python","technology",{"tag_id":533,"name":534,"slug":535,"tag_type":221},{"learning_curve":40,"performance":622,"portability":623,"flexibility":624,"popularity":625},"Gemini Flash responds quickly and parallel subagents speed up broad tasks, but free-tier rate limits and long agent runs slow real-world throughput.","Projects stay plain files and git history, but Agent Manager workflows, Artifacts, and agent configuration are specific to Antigravity.","Gemini, Claude, and gpt-oss in one picker, plus desktop, CLI, SDK, and browser remote control, though only Google's own agent runs in it.","Google's brand and a high-profile launch made it one of the most discussed agent-first IDEs, though its user base trails Cursor and VS Code.",{"tool_id":190,"name":191,"slug":192,"tooltip_description":193,"logo_url":194,"logo_bg":139,"pricing_model":627,"learning_curve_score":36,"popularity_score":96,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":628,"subcategory":629,"categories":630,"subcategories":632,"flexibility_score":44,"performance_score":36,"portability_score":39,"is_featured":97,"tags":634,"score_reasonings":638,"published_date":110,"last_updated_date":111},{"slug":196,"display_name":197,"description":198},{"category_id":200,"name":201,"slug":202},{"subcategory_id":204,"name":205,"slug":206},[631],{"category_id":200,"name":201,"slug":202,"is_primary":3,"display_order":93},[633],{"subcategory_id":204,"name":205,"slug":206,"category_id":200,"is_primary":3,"display_order":93},[635,636,637],{"tag_id":213,"name":214,"slug":215,"tag_type":216},{"tag_id":218,"name":219,"slug":220,"tag_type":221},{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":224,"flexibility":225,"performance":226,"popularity":227,"portability":228},[640],{"tool_id":72,"name":73,"slug":74,"tooltip_description":75,"logo_url":76,"logo_bg":77,"pricing_model":641,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":33,"hosting_provider_restriction":82,"hosting_target_restriction":82,"hosting_compatible_tool_ids":33,"parent_tool_id":33,"category":642,"subcategory":643,"categories":644,"subcategories":646,"flexibility_score":44,"performance_score":96,"portability_score":39,"is_featured":97,"tags":648,"score_reasonings":650,"published_date":110,"last_updated_date":111},{"slug":79,"display_name":80,"description":81},{"category_id":84,"name":85,"slug":86},{"subcategory_id":88,"name":89,"slug":90},[645],{"category_id":84,"name":85,"slug":86,"is_primary":3,"display_order":93},[647],{"subcategory_id":88,"name":89,"slug":90,"category_id":84,"is_primary":3,"display_order":93},[649],{"tag_id":100,"name":101,"slug":102,"tag_type":103},{"learning_curve":105,"flexibility":106,"performance":107,"popularity":108,"portability":109},[],[653,656,659,662,665],{"question":654,"answer":655},"Can Antigravity keep working when I'm away from my computer?","Yes, through Remote Control. Sessions run on your own machine, and you follow them from a browser on any device, including a phone, where Antigravity installs as a web app that sends push notifications when an agent finishes or needs input. The catch is that the host machine has to stay on, awake, and online, so a closed laptop stops the work. To keep going with the laptop off, Antigravity's headless daemon can run on an always-on VPS, which Remote Control reaches the same way. Google doesn't run Antigravity sessions in its own cloud for individual users.",{"question":657,"answer":658},"Can I use Claude or GPT instead of Gemini?","Claude, yes: Sonnet and Opus are in Antigravity's model picker, even on the free tier, and are billed through your Google plan rather than an Anthropic subscription. GPT, only partly: the OpenAI model on offer is the open-weight gpt-oss, not GPT-5-class models. Gemini stays the default, and each agent can use a different model, so mixing them in one project is normal.",{"question":660,"answer":661},"How is this different from using Cursor?","Cursor is an editor first, with an agent and cloud agents built into it, and Grok as its headline model among several providers. Antigravity leads with the Agent Manager, which splits a task and runs parallel agents while the editor plays a supporting role. Cursor starts cloud agents from its web and iOS apps; Antigravity keeps sessions on your own machine or server and lets you steer them from a browser. Pick Cursor to stay close to the code, Antigravity to delegate larger tasks.",{"question":663,"answer":664},"What does it cost to use it heavily?","The free tier includes every model but has weekly rate limits, which parallel agents reach quickly. Heavier use means a Google AI plan: Pro for more headroom, or one of the two Ultra tiers for 5x or 20x Pro's limits. Premium models draw the shared quota down faster than Gemini Flash. The Pricing section has the current figures.",{"question":666,"answer":667},"Can parallel agents step on each other's changes?","They can, when two subtasks touch the same files. Antigravity runs each agent in its own context and has you review plans and diffs, but deciding how a task splits still matters: tasks cut along module lines merge cleanly, while two agents editing one shared config file leave you resolving conflicts. The practical limit is usually review time, since several agents produce more changes than one person can read closely.",{"summary":669,"starting_cost_label":670,"has_free_tier":3,"line_items":671},"Antigravity has no subscription of its own. The free tier includes every model in the picker with weekly rate limits; paid usage comes with a Google AI plan: Pro at $19.99\u002Fmonth, or Ultra at $99.99 or $199.99\u002Fmonth for 5x or 20x Pro's limits. GitHub and GitLab are free for individual developers. The optional server costs about €5.49–24\u002Fmonth for a 4 GB VPS, and Tailscale's personal tier is free.","Free to start",[672,676,680,684,688,692],{"label":673,"cost":674,"note":675},"Antigravity (Google AI plan)","Free–$199.99\u002Fmo","Free tier with weekly limits; Google AI Pro is $19.99\u002Fmo; Ultra is $99.99\u002Fmo (5x) or $199.99\u002Fmo (20x).",{"label":677,"cost":678,"note":679},"Version control (GitHub or GitLab)","Free–$29\u002Fmo","Free tier covers individual devs; GitHub Team is $4\u002Fmo, GitLab Premium is $29\u002Fmo for more seats.",{"label":681,"cost":682,"note":683},"Server (optional)","€5.49–$24\u002Fmo","A 4 GB VPS for the headless daemon: Hetzner €5.49, Hostinger $6.49 intro ($11.99 renewal), DigitalOcean $24.",{"label":685,"cost":686,"note":687},"Remote access (optional)","Free","Tailscale's personal tier is free for up to 100 devices.",{"label":689,"cost":690,"note":691},"Docker (optional)","Free–$5\u002Fmo","Docker Desktop is free for personal use; Docker Pro adds team features from $5\u002Fmo.",{"label":693,"cost":694,"note":695},"CI\u002FCD (optional)","Free tier available","GitHub Actions and GitLab CI\u002FCD both include free monthly minutes before paid tiers kick in.","beginner","developer","https:\u002F\u002Fassets.tekyous.dev\u002Ficons\u002Fstack-types\u002Fdeveloper.svg",{"title":700,"description":701,"og_image":33,"canonical":702},"Antigravity Dev Stack: Tools, Pricing & How to Deploy | Tekyous","Google Antigravity runs parallel agents and an editor in one app, with Gemini by defau… Compare Antigravity Dev Stack tools, pricing & how to deploy on Tekyous.","https:\u002F\u002Ftekyous.dev\u002Fstacks\u002Fantigravity-dev-stack",1790518797666]