[{"data":1,"prerenderedAt":945},["ShallowReactive",2],{"categories-init":3,"stack-deepseek-harness-dev-stack":4,"stack-res-deepseek-harness-dev-stack":944},true,{"stack_id":5,"slug":6,"name":7,"tagline":8,"long_description":9,"key_features":10,"use_cases":18,"pros":24,"cons":30,"cover_image_url":36,"scores":37,"options":50,"additions":330,"option_groups":777,"multi_select_option_types":778,"tools_by_category":779,"related_stacks":835,"faqs":897,"pricing":913,"system_requirements":36,"experience_level":841,"project_type":36,"stack_type_slug":842,"stack_type_icon_url":843,"published_date":511,"last_updated_date":36,"seo_meta":940},245,"deepseek-harness-dev-stack","DeepSeek Harness Dev Stack","DeepSeek's open-source, plugin-built agent in a local web interface or desktop app, running DeepSeek, Kimi, GLM, Claude, or GPT.","DeepSeek Harness is DeepSeek's open-source, MIT-licensed coding agent, and nearly every part of it is a **swappable plugin**: the model adapter, the tools, the session log, the agent loop, the sandboxes, and the interface are composed on the Cordis framework, so a developer who wants a different loop or sandbox replaces that piece instead of forking the agent. Out of the box it reads and edits the workspace, runs commands inside an operating-system sandbox, keeps a plan, hands subtasks to subagents, and asks for approval under a permission policy. It ships as a developer preview, and the project warns of compatibility-breaking changes between releases.\n\nDeepSeek is the default and the **first-class model route**: one API key, a direct adapter with reasoning controls, and some of the lowest per-token prices among capable coding models, doubled during weekday peak hours. Kimi, GLM, Claude, and GPT come from the bundled provider catalog with their own API keys, and a relay, company gateway, or model server of your own joins as a custom endpoint, so each session can run a different model.\n\nMost developers run the harness on **their own computer**, which has to stay on while it works. Its web command serves the interface to a local browser, desktop apps for Apple Silicon Macs and 64-bit Windows wrap the same interface, and headless runs, an Agent Client Protocol server, and a Python SDK cover scripts and embedding. There are no DeepSeek-hosted cloud sessions and no mobile app. For work that continues with the laptop closed, the same web interface runs on a **VPS or home server** and any browser reaches it, a phone's included, over a private network, a tunnel, or a reverse proxy; the project's safety notice asks for a disposable machine or container with the least access possible.\n\nCode lives on GitHub by default, where an optional webhook overlay starts a read-only review session whenever a pull request is marked ready, or on GitLab. A model aggregator, a server with private access, CI\u002FCD, Docker, and an AI code reviewer are common additions; none of them change how the harness works.",[11,12,13,14,15,16,17],"Open-source, MIT-licensed agent whose model adapter, tools, loop, sandboxes, and interface are all replaceable plugins","DeepSeek models by default through a direct adapter, plus Kimi, GLM, Claude, GPT, or any compatible endpoint","A local web interface and desktop apps for Apple Silicon Macs and 64-bit Windows","Headless runs, an Agent Client Protocol server, and a Python SDK from the same launcher","Operating-system sandboxing on Linux, macOS, and Windows, with approval prompts under a permission policy","Subagents, skills, and MCP servers, with community plugins under the dsh-plugin GitHub topic","A GitHub webhook overlay that opens a read-only review session when a pull request is ready",[19,20,21,22,23],"Customizing a coding agent at the architecture level by swapping its loop, sandbox, or interface","Running agentic coding on DeepSeek's per-token prices with a graphical interface instead of a terminal","Embedding the same agent in Python tooling or automation through the SDK or the Agent Client Protocol","Reviewing pull requests automatically when they leave draft, from a server GitHub can reach","Comparing DeepSeek, Kimi, GLM, Claude, and GPT on the same tasks in one agent",[25,26,27,28,29],"Free and open source, with no paid tier or seat fee of its own; the bill is model usage","Every component is a replaceable plugin, so customization goes far beyond settings and hooks","DeepSeek's models are among the cheapest capable coding models per token","Not tied to DeepSeek: other providers and self-hosted endpoints work in the same interface","A browser interface means a server deployment is reachable from a phone with no extra app",[31,32,33,34,35],"Developer preview: the project warns of breaking changes and says it hasn't had a security audit","No terminal interface ships by default, so terminal-first developers get a browser or desktop window instead","No hosted cloud sessions or mobile app; away-from-desk work runs on hardware you keep on","Desktop builds cover only Apple Silicon Macs and 64-bit Windows, so Linux users run the web interface","DeepSeek's rates double during weekday peak hours, which fall in the European morning",null,{"popularity":38,"learning_curve":41,"flexibility":43,"performance":46,"portability":48},{"score":39,"reasoning":40},3,"One of the most-starred projects on GitHub with a plugin ecosystem forming quickly, but as a recent developer preview it has far fewer working users than Claude Code, Codex, or OpenCode.",{"score":39,"reasoning":42},"A first task runs minutes after launching the web interface with a DeepSeek key, but going beyond defaults means learning profiles, plugin bundles, and layered configuration, and releases still break compatibility.",{"score":44,"reasoning":45},5,"Every component from the agent loop to the interface is a replaceable plugin, any compatible provider or self-hosted model can be added, and the same launcher serves web, desktop, headless, Agent Client Protocol, and SDK use.",{"score":39,"reasoning":47},"DeepSeek's models code well for their price, but results track the chosen model, the harness is a developer preview with frequent breaking releases, and nothing runs off hardware you keep on.",{"score":44,"reasoning":49},"MIT licensed, runs on your own machines and servers, keeps sessions locally, and every model underneath can move to another provider or your own hardware.",{"agent_framework":51,"vector_db":55,"database":59,"orm":63,"authentication":67,"analytics":71,"model_inference":75,"coding_agent":79,"llm":83,"language":241,"frontend_framework":245,"cms":249,"hosting":253,"reverse_proxy":257,"self_hosted_paas":261,"version_control":265},{"name":36,"tools":52,"descriptions":53,"aliases":54,"see_all":36},[],{},{},{"name":36,"tools":56,"descriptions":57,"aliases":58,"see_all":36},[],{},{},{"name":36,"tools":60,"descriptions":61,"aliases":62,"see_all":36},[],{},{},{"name":36,"tools":64,"descriptions":65,"aliases":66,"see_all":36},[],{},{},{"name":36,"tools":68,"descriptions":69,"aliases":70,"see_all":36},[],{},{},{"name":36,"tools":72,"descriptions":73,"aliases":74,"see_all":36},[],{},{},{"name":36,"tools":76,"descriptions":77,"aliases":78,"see_all":36},[],{},{},{"name":36,"tools":80,"descriptions":81,"aliases":82,"see_all":36},[],{},{},{"name":84,"tools":85,"descriptions":231,"aliases":237,"see_all":238},"LLM",[86,134,159,182,210],{"tool_id":87,"name":88,"slug":89,"tooltip_description":90,"logo_url":91,"logo_bg":92,"pricing_model":93,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":98,"subcategory":101,"categories":105,"subcategories":108,"flexibility_score":44,"performance_score":44,"portability_score":44,"is_featured":110,"tags":111,"score_reasonings":126,"published_date":132,"last_updated_date":133},161,"DeepSeek","deepseek","Chinese open-weight LLM family under the MIT license, led by DeepSeek-V4.1-Flash, offering frontier-level results at very low API prices, with full self-hosting through vLLM, SGLang, and Ollama.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fdeepseek.svg","dark",{"slug":94,"display_name":95,"description":96},"freemium","Freemium","A free tier is available; additional features, usage limits, or managed hosting require a paid plan.","open",{"category_id":99,"name":84,"slug":100},19,"llm",{"subcategory_id":102,"name":103,"slug":104},52,"Open-weight","open-weight",[106],{"category_id":99,"name":84,"slug":100,"is_primary":3,"display_order":107},0,[109],{"subcategory_id":102,"name":103,"slug":104,"category_id":99,"is_primary":3,"display_order":107},false,[112,117,121],{"tag_id":113,"name":114,"slug":115,"tag_type":116},11,"Open Source","open-source","feature",{"tag_id":118,"name":119,"slug":120,"tag_type":116},12,"Self-hostable","self-hostable",{"tag_id":122,"name":123,"slug":124,"tag_type":125},40,"Web","web","platform",{"learning_curve":127,"popularity":128,"portability":129,"flexibility":130,"performance":131},"The DeepSeek API (OpenAI-compatible) is trivial to call for developers already using OpenAI. Running distilled models via Ollama is also beginner-friendly. The steep part is self-hosting the full 671B V3\u002FR1 models — that requires multi-GPU infrastructure, tensor parallelism configuration in vLLM, and knowledge of quantisation trade-offs.","One of the fastest open-source repository growth stories in GitHub history. DeepSeek-R1 reached ~92K stars within weeks; total deepseek-ai org stars exceeded 170K by end of 2025. Massive developer adoption, significant industry impact, and strong Hugging Face download counts.","MIT license, Hugging Face weights, Ollama\u002FvLLM\u002FLM Studio support, and availability on Amazon Bedrock, Fireworks, Together AI, and OpenRouter. No lock-in whatsoever.","Open MIT weights with no use restrictions, publishable on any infrastructure, fine-tuneable with standard tools, and accessible via multiple APIs (direct, Bedrock, Together AI, Fireworks). Maximum possible flexibility for an LLM.","DeepSeek-V3 and R1 match or exceed GPT-4o on coding (HumanEval, SWE-bench), math (AIME, MATH-500), and reasoning benchmarks. R1 matches OpenAI o1. V4-Pro (2026) rivals the world's top closed models. Exceptional especially on coding tasks.","2026-05-29","2026-09-27",{"tool_id":135,"name":136,"slug":137,"tooltip_description":138,"logo_url":139,"logo_bg":140,"pricing_model":141,"learning_curve_score":142,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":143,"subcategory":144,"categories":145,"subcategories":147,"flexibility_score":149,"performance_score":44,"portability_score":149,"is_featured":110,"tags":150,"score_reasonings":153,"published_date":132,"last_updated_date":133},156,"Kimi","kimi","Moonshot AI's Kimi is a family of open-weight LLMs known for very long context, strong agentic coding, and bilingual Chinese and English performance, available as downloadable weights, a paid API, and the kimi.com assistant.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fkimi.svg","white",{"slug":94,"display_name":95,"description":96},2,{"category_id":99,"name":84,"slug":100},{"subcategory_id":102,"name":103,"slug":104},[146],{"category_id":99,"name":84,"slug":100,"is_primary":3,"display_order":107},[148],{"subcategory_id":102,"name":103,"slug":104,"category_id":99,"is_primary":3,"display_order":107},4,[151,152],{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"performance":154,"learning_curve":155,"flexibility":156,"popularity":157,"portability":158},"Kimi K2 and K2.6 are top-tier on SWE-bench Verified and agentic coding benchmarks — competitive with GPT-4o and Claude Sonnet. K1.5 matched o1 on math at launch. 256K context is a standout for long-document tasks.","The Moonshot AI API is fully OpenAI-compatible — developers already familiar with the OpenAI SDK can switch by changing the base URL and API key. Open-weight models follow standard Hugging Face download patterns. The main friction is English documentation lagging behind Chinese-language resources.","Open-weight releases (K2, K2.5, K2.6, Kimi-VL) allow full self-hosting and customization. The managed API covers chat, vision, and tool use. No fine-tuning on the managed API limits flexibility there, but the open weights compensate. Multiple access paths (API, chat, CLI, Hugging Face).","Very popular in China with a large consumer user base on kimi.ai. Growing international profile — K2 repo reached 10.7k GitHub stars rapidly, and the Kimi K2 family is among the most downloaded on Hugging Face. Still behind Llama and GPT-series internationally.","Open-weight models are fully portable — download from Hugging Face, run on any compatible GPU infrastructure. The API uses OpenAI-compatible schema, reducing switching costs. Larger models (1T parameters) require significant hardware to self-host at full capacity.",{"tool_id":160,"name":161,"slug":162,"tooltip_description":163,"logo_url":164,"logo_bg":92,"pricing_model":165,"learning_curve_score":39,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":166,"subcategory":167,"categories":168,"subcategories":170,"flexibility_score":149,"performance_score":149,"portability_score":149,"is_featured":110,"tags":172,"score_reasonings":176,"published_date":132,"last_updated_date":133},157,"GLM","glm","GLM is Z.ai's (formerly Zhipu AI) family of bilingual Chinese and English LLMs, with open weights on Hugging Face, an OpenAI-compatible API with free Flash models, and a flat-rate GLM Coding Plan for coding agents.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fglm.png",{"slug":94,"display_name":95,"description":96},{"category_id":99,"name":84,"slug":100},{"subcategory_id":102,"name":103,"slug":104},[169],{"category_id":99,"name":84,"slug":100,"is_primary":3,"display_order":107},[171],{"subcategory_id":102,"name":103,"slug":104,"category_id":99,"is_primary":3,"display_order":107},[173,174,175],{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":177,"flexibility":178,"performance":179,"popularity":180,"portability":181},"The OpenAI-compatible API at open.bigmodel.cn is easy to adopt for any developer familiar with OpenAI. Ollama support (`ollama run glm-4.7`) makes local inference a one-command setup. The difficulty is in navigating the sprawling model family — GLM-4, GLM-4.5, GLM-4.6, GLM-4.7, GLM-Z1, GLM-5 — and the fact that much documentation is in Chinese first.","Apache 2.0 open weights for all major variants, multiple size options (9B to 32B self-hosted; up to 744B via API), reasoning-specialist (Z1), vision (GLM-4V), and all-tools variants, plus the managed API. Solid flexibility, though fewer self-hostable sizes above 32B and less third-party cloud availability than DeepSeek or Qwen.","GLM-4 All Tools benchmarks favourably against GPT-4 All Tools; GLM-Z1 reasoning models are strong at 32B; GLM-5.1 reportedly matched GPT-5.4 on coding benchmarks. However, independent Western benchmark coverage is sparser than for DeepSeek or Qwen, and the largest frontier models are proprietary.","ChatGLM-6B repo has 41k+ GitHub stars, making it one of the most-starred Chinese LLM repos. However, globally GLM has lower mindshare than DeepSeek (92k+ stars on R1) or Qwen. Dominant within the Chinese developer community; growing but limited international adoption.","Apache 2.0 weights on Hugging Face under zai-org\u002F, supported by Ollama, vLLM, SGLang, GGUF\u002Fllama.cpp — solid portability for the open-weight sizes. However, no major Western managed cloud (Bedrock, Azure) support as of mid-2026, and the frontier models are API-only with China-hosted infrastructure.",{"tool_id":183,"name":184,"slug":185,"tooltip_description":186,"logo_url":187,"logo_bg":92,"pricing_model":188,"learning_curve_score":142,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":192,"subcategory":193,"categories":197,"subcategories":199,"flexibility_score":149,"performance_score":44,"portability_score":39,"is_featured":110,"tags":201,"score_reasonings":203,"published_date":132,"last_updated_date":209},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 adaptive thinking.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fclaude.svg",{"slug":189,"display_name":190,"description":191},"usage_based","Usage-Based","Pricing scales with consumption: API calls, data volume, compute time, or similar metered units.",{"category_id":99,"name":84,"slug":100},{"subcategory_id":194,"name":195,"slug":196},51,"Proprietary","proprietary",[198],{"category_id":99,"name":84,"slug":100,"is_primary":3,"display_order":107},[200],{"subcategory_id":194,"name":195,"slug":196,"category_id":99,"is_primary":3,"display_order":107},[202],{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":204,"flexibility":205,"performance":206,"popularity":207,"portability":208},"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.","2026-10-02",{"tool_id":211,"name":212,"slug":213,"tooltip_description":214,"logo_url":215,"logo_bg":140,"pricing_model":216,"learning_curve_score":142,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":217,"subcategory":218,"categories":219,"subcategories":221,"flexibility_score":39,"performance_score":44,"portability_score":142,"is_featured":110,"tags":223,"score_reasonings":225,"published_date":132,"last_updated_date":209},155,"OpenAI","openai","OpenAI's API platform for the GPT-6 family (Astra, Sol, Luna), plus real-time voice, image generation, transcription, and embeddings, with built-in tools, structured outputs, and agent-building APIs.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fopenai.svg",{"slug":189,"display_name":190,"description":191},{"category_id":99,"name":84,"slug":100},{"subcategory_id":194,"name":195,"slug":196},[220],{"category_id":99,"name":84,"slug":100,"is_primary":3,"display_order":107},[222],{"subcategory_id":194,"name":195,"slug":196,"category_id":99,"is_primary":3,"display_order":107},[224],{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"performance":226,"popularity":227,"portability":228,"learning_curve":229,"flexibility":230},"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.",{"deepseek":232,"kimi":233,"glm":234,"claude":235,"openai":236},"DeepSeek is the default here and the model family the harness is built for, reached through its own direct adapter with reasoning controls. V4.1-Flash costs $0.15 per million input tokens off-peak with a 1M-token context, V4-Pro takes the harder tasks at $0.66, and weekday peak hours bill at double.","Moonshot's Kimi sits in the harness's bundled provider list and connects with a Moonshot API key. K3 handles the hardest agentic tasks at $3 in and $15 out per million tokens, and K2.7-Code covers everyday coding at $0.95 and $4, a step up from DeepSeek in price.","Z.ai's GLM is a bundled provider too, billed per token on a Z.ai API key: GLM-5.3 at $1.40 in and $4.40 out per million tokens, or GLM-5.3-Flash at $0.15 and $0.50 for quick side tasks. Its open weights can also run on your own server and join as a custom endpoint.","Claude connects from the bundled catalog with an Anthropic API key, billed per token: Sonnet 5.5 at $2 in and $10 out per million, Opus 5.5 at $4 and $20. The pick for the hardest multi-file changes, at many times DeepSeek's price per task.","OpenAI's GPT models connect with an OpenAI API key over the Chat Completions or Responses protocol: GPT-6.1 Sol at $2 in and $10 out per million tokens for demanding work, or GPT-6 Luna at $0.10 and $0.50 for focused, high-volume tasks.",{},{"kind":239,"slug":100,"name":84,"href":240},"category","\u002Ftools\u002Fcategories\u002Fllm",{"name":36,"tools":242,"descriptions":243,"aliases":244,"see_all":36},[],{},{},{"name":36,"tools":246,"descriptions":247,"aliases":248,"see_all":36},[],{},{},{"name":36,"tools":250,"descriptions":251,"aliases":252,"see_all":36},[],{},{},{"name":36,"tools":254,"descriptions":255,"aliases":256,"see_all":36},[],{},{},{"name":36,"tools":258,"descriptions":259,"aliases":260,"see_all":36},[],{},{},{"name":36,"tools":262,"descriptions":263,"aliases":264,"see_all":36},[],{},{},{"name":266,"tools":267,"descriptions":326,"aliases":329,"see_all":36},"Version Control",[268,303],{"tool_id":269,"name":270,"slug":271,"tooltip_description":272,"logo_url":273,"logo_bg":140,"pricing_model":274,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":275,"subcategory":279,"categories":282,"subcategories":284,"flexibility_score":149,"performance_score":39,"portability_score":142,"is_featured":110,"tags":286,"score_reasonings":297,"published_date":132,"last_updated_date":133},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":94,"display_name":95,"description":96},{"category_id":276,"name":277,"slug":278},8,"Development Tools","development-tools",{"subcategory_id":280,"name":266,"slug":281},50,"version-control",[283],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[285],{"subcategory_id":280,"name":266,"slug":281,"category_id":276,"is_primary":3,"display_order":107},[287,292,296],{"tag_id":288,"name":289,"slug":290,"tag_type":291},36,"CI\u002FCD","ci-cd","use_case",{"tag_id":293,"name":294,"slug":295,"tag_type":116},13,"Free Tier","free-tier",{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":298,"flexibility":299,"performance":300,"popularity":301,"portability":302},"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":304,"name":305,"slug":306,"tooltip_description":307,"logo_url":308,"logo_bg":140,"pricing_model":309,"learning_curve_score":142,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":310,"subcategory":311,"categories":312,"subcategories":314,"flexibility_score":44,"performance_score":39,"portability_score":44,"is_featured":110,"tags":316,"score_reasonings":320,"published_date":132,"last_updated_date":133},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":94,"display_name":95,"description":96},{"category_id":276,"name":277,"slug":278},{"subcategory_id":280,"name":266,"slug":281},[313],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[315],{"subcategory_id":280,"name":266,"slug":281,"category_id":276,"is_primary":3,"display_order":107},[317,318,319],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":321,"flexibility":322,"performance":323,"popularity":324,"portability":325},"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":327,"gitlab":328},"GitHub is the default here: the harness ships an opt-in webhook overlay that opens a read-only review session in the matching workspace whenever a pull request moves from draft to ready, provided GitHub can reach the harness at a public HTTPS address. Community plugins are published under the dsh-plugin topic.","GitLab bundles source control, merge requests, and CI\u002FCD in one platform you can self-host. The harness works with any git remote but has no GitLab integration of its own, so automated reviews come from GitLab's pipelines or a separate AI reviewer.",{},{"server":331,"remote_access":459,"code_review":517,"model_aggregator":602,"ci_cd":670,"containerization":738},{"name":332,"tools":333,"descriptions":450,"aliases":455,"preface":456,"see_all":457},"Server",[334,366,404,426],{"tool_id":102,"name":335,"slug":336,"tooltip_description":337,"logo_url":338,"logo_bg":140,"pricing_model":339,"learning_curve_score":142,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":343,"subcategory":346,"categories":350,"subcategories":352,"flexibility_score":39,"performance_score":149,"portability_score":149,"is_featured":110,"tags":354,"score_reasonings":360,"published_date":132,"last_updated_date":133},"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":340,"display_name":341,"description":342},"paid","Paid","No meaningful free tier — a subscription or one-time purchase is required to use the tool.",{"category_id":44,"name":344,"slug":345},"Hosting & Cloud","hosting-cloud",{"subcategory_id":347,"name":348,"slug":349},42,"VPS & Servers","vps-and-servers",[351],{"category_id":44,"name":344,"slug":345,"is_primary":3,"display_order":107},[353],{"subcategory_id":347,"name":348,"slug":349,"category_id":44,"is_primary":3,"display_order":107},[355,356],{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":357,"name":358,"slug":359,"tag_type":116},21,"Multi-region","multi-region",{"learning_curve":361,"flexibility":362,"performance":363,"portability":364,"popularity":365},"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":367,"name":368,"slug":369,"tooltip_description":370,"logo_url":371,"logo_bg":140,"pricing_model":372,"learning_curve_score":142,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":373,"subcategory":374,"categories":378,"subcategories":380,"flexibility_score":149,"performance_score":149,"portability_score":149,"is_featured":110,"tags":382,"score_reasonings":398,"published_date":132,"last_updated_date":133},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":189,"display_name":190,"description":191},{"category_id":44,"name":344,"slug":345},{"subcategory_id":375,"name":376,"slug":377},41,"App Hosting","app-hosting",[379],{"category_id":44,"name":344,"slug":345,"is_primary":3,"display_order":107},[381],{"subcategory_id":375,"name":376,"slug":377,"category_id":44,"is_primary":3,"display_order":107},[383,384,385,389,390,394],{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":386,"name":387,"slug":388,"tag_type":116},20,"Auto-scaling","auto-scaling",{"tag_id":357,"name":358,"slug":359,"tag_type":116},{"tag_id":391,"name":392,"slug":393,"tag_type":116},24,"Docker Compatible","docker-compatible",{"tag_id":395,"name":396,"slug":397,"tag_type":291},28,"Web Development","web-development",{"learning_curve":399,"flexibility":400,"performance":401,"popularity":402,"portability":403},"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":405,"name":406,"slug":407,"tooltip_description":408,"logo_url":409,"logo_bg":140,"pricing_model":410,"learning_curve_score":142,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":411,"subcategory":412,"categories":413,"subcategories":415,"flexibility_score":39,"performance_score":39,"portability_score":39,"is_featured":110,"tags":417,"score_reasonings":420,"published_date":132,"last_updated_date":133},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":340,"display_name":341,"description":342},{"category_id":44,"name":344,"slug":345},{"subcategory_id":347,"name":348,"slug":349},[414],{"category_id":44,"name":344,"slug":345,"is_primary":3,"display_order":107},[416],{"subcategory_id":347,"name":348,"slug":349,"category_id":44,"is_primary":3,"display_order":107},[418,419],{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"tag_id":395,"name":396,"slug":397,"tag_type":291},{"learning_curve":421,"flexibility":422,"performance":423,"popularity":424,"portability":425},"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.",{"tool_id":427,"name":428,"slug":429,"tooltip_description":430,"logo_url":431,"logo_bg":92,"pricing_model":432,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":433,"subcategory":434,"categories":438,"subcategories":440,"flexibility_score":149,"performance_score":142,"portability_score":39,"is_featured":110,"tags":442,"score_reasonings":444,"published_date":133,"last_updated_date":36},211,"Raspberry Pi","raspberry-pi","The most popular single-board computer for lightweight self-hosting: a Raspberry Pi 5 runs Pi-hole, Home Assistant, WireGuard, and small local models around the clock for a few dollars a month in electricity, with no monthly hosting bill.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fraspberry-pi.svg",{"slug":340,"display_name":341,"description":342},{"category_id":44,"name":344,"slug":345},{"subcategory_id":435,"name":436,"slug":437},61,"Hardware","hardware",[439],{"category_id":44,"name":344,"slug":345,"is_primary":3,"display_order":107},[441],{"subcategory_id":435,"name":436,"slug":437,"category_id":44,"is_primary":3,"display_order":107},[443],{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"learning_curve":445,"flexibility":446,"performance":447,"popularity":448,"portability":449},"Basic setup (flashing an OS image, connecting to a network) is well documented, but running production-quality self-hosted services still requires real Linux administration comfort compared to a managed platform.","Runs any Arm-compatible Docker container or Linux service, from DNS filtering to home automation to small local models, though x86-only software and heavier workloads are out of reach.","5-12 watts of power draw buys real but modest compute. Fine for lightweight always-on services, underpowered for VMs, 4K transcoding, or anything CPU-intensive.","The default, most-recognized single-board computer for home labs and self-hosting, with the largest community and guide ecosystem of any option in this category.","Fully owned physical hardware with no vendor lock-in, but Arm architecture and hardware constraints (RAM, storage, networking) limit what workloads can move onto it versus a general-purpose VPS.",{"hetzner":451,"digitalocean":452,"hostinger":453,"raspberry-pi":454},"Hetzner is the default here: CX23 has 4 GB of RAM for about €5.49\u002Fmo, enough for the harness's Node.js web server plus builds and tests, since the models run at the provider. DeepSeek Harness documents no memory minimum. A plain Linux VPS billed by the hour up to a monthly cap.","DigitalOcean's Basic Droplet with 4 GB of RAM and 2 vCPUs costs $24\u002Fmo, billed per second up to that cap, with snapshots to roll back after a risky unattended run. Its 1-Click agent images cover other tools, not DeepSeek Harness, so this is a plain Linux box for the web interface.","Hostinger's KVM 1 has 4 GB of RAM at $6.49\u002Fmo introductory, renewing at $11.99\u002Fmo, enough for the harness with the models served remotely. A budget pick on a plain Linux image; Hostinger's agent templates target Claude Code and OpenClaw rather than this harness.","A Raspberry Pi 5 is a one-time hardware cost instead of a monthly bill, kept on at home to hold the harness's web interface. DeepSeek ships Linux arm64 builds of its runtime, and an 8 GB board leaves room for builds and tests next to it while the models run at the provider.",{},"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":239,"slug":345,"name":344,"href":458},"\u002Ftools\u002Fcategories\u002Fhosting-cloud",{"name":460,"tools":461,"descriptions":512,"aliases":515,"preface":516,"see_all":36},"Remote Access",[462,489],{"tool_id":463,"name":464,"slug":465,"tooltip_description":466,"logo_url":467,"logo_bg":140,"pricing_model":468,"learning_curve_score":142,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":469,"subcategory":472,"categories":476,"subcategories":478,"flexibility_score":149,"performance_score":149,"portability_score":39,"is_featured":110,"tags":480,"score_reasonings":483,"published_date":133,"last_updated_date":36},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":94,"display_name":95,"description":96},{"category_id":118,"name":470,"slug":471},"DevOps & CI\u002FCD","devops-cicd",{"subcategory_id":473,"name":474,"slug":475},70,"Tunneling & Secure Access","tunneling-secure-access",[477],{"category_id":118,"name":470,"slug":471,"is_primary":3,"display_order":107},[479],{"subcategory_id":473,"name":474,"slug":475,"category_id":118,"is_primary":3,"display_order":107},[481,482],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":484,"flexibility":485,"performance":486,"popularity":487,"portability":488},"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.",{"tool_id":490,"name":491,"slug":492,"tooltip_description":493,"logo_url":494,"logo_bg":92,"pricing_model":495,"learning_curve_score":39,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":496,"subcategory":497,"categories":498,"subcategories":500,"flexibility_score":149,"performance_score":149,"portability_score":142,"is_featured":110,"tags":502,"score_reasonings":505,"published_date":133,"last_updated_date":511},258,"Cloudflare Tunnel","cloudflare-tunnel","Cloudflare Tunnel creates an outbound-only encrypted connection from your server to Cloudflare's network, exposing services to the internet without opening inbound ports. Named tunnels are the production mode, and no-account Quick Tunnels are for testing.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fcloudflare.svg",{"slug":94,"display_name":95,"description":96},{"category_id":118,"name":470,"slug":471},{"subcategory_id":473,"name":474,"slug":475},[499],{"category_id":118,"name":470,"slug":471,"is_primary":3,"display_order":107},[501],{"subcategory_id":473,"name":474,"slug":475,"category_id":118,"is_primary":3,"display_order":107},[503,504],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":506,"flexibility":507,"performance":508,"popularity":509,"portability":510},"Getting a tunnel running requires a Cloudflare account, a domain on Cloudflare DNS, and configuring ingress rules for each hostname — more setup than a single-binary tunnel tool, though well documented and a common homelab pattern once learned.","Ingress rules can route many hostnames to different local services from one tunnel, Zero Trust Access adds per-hostname authentication, and the same daemon handles HTTP alongside TCP\u002FUDP via WARP.","Traffic rides Cloudflare's global Anycast network end to end, giving it the same routing and edge performance as the rest of Cloudflare's CDN.","A standard recommendation in self-hosting and homelab communities for exposing services without port forwarding, though it competes with several other tunnel tools rather than being the default name people reach for first.","Tightly coupled to a Cloudflare account and DNS zone — migrating off Cloudflare means replacing the entire exposure mechanism, not just swapping a config value.","2026-10-06",{"tailscale":513,"cloudflare-tunnel":514},"Add Tailscale alongside a server to open the harness's web interface from a laptop or phone browser anywhere, on a private address and with no port open to the internet. The web server trusts only loopback until the tailnet hostname is named as trusted. The personal tier is free.","For a public HTTPS address without opening a port: cloudflared connects outbound from the server, matching the tunnel-or-proxy setup the harness's deployment guide describes. It's also how GitHub's webhooks reach the review overlay. Put Cloudflare Access in front, since the printed launch URL carries a credential. Free, with a domain on Cloudflare.",{},"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.",{"name":518,"tools":519,"descriptions":596,"aliases":600,"preface":601,"see_all":36},"Code Review",[520,550,574],{"tool_id":521,"name":522,"slug":523,"tooltip_description":524,"logo_url":525,"logo_bg":92,"pricing_model":526,"learning_curve_score":527,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":528,"subcategory":529,"categories":533,"subcategories":535,"flexibility_score":149,"performance_score":39,"portability_score":39,"is_featured":110,"tags":537,"score_reasonings":544,"published_date":133,"last_updated_date":36},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":94,"display_name":95,"description":96},1,{"category_id":276,"name":277,"slug":278},{"subcategory_id":530,"name":531,"slug":532},73,"AI Code Review","ai-code-review",[534],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[536],{"subcategory_id":530,"name":531,"slug":532,"category_id":276,"is_primary":3,"display_order":107},[538,539,543],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":540,"name":541,"slug":542,"tag_type":116},16,"AI-powered","ai-powered",{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"flexibility":545,"learning_curve":546,"performance":547,"popularity":548,"portability":549},"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":551,"name":552,"slug":553,"tooltip_description":554,"logo_url":555,"logo_bg":92,"pricing_model":556,"learning_curve_score":142,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":557,"subcategory":558,"categories":559,"subcategories":561,"flexibility_score":149,"performance_score":149,"portability_score":149,"is_featured":110,"tags":563,"score_reasonings":568,"published_date":133,"last_updated_date":36},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":94,"display_name":95,"description":96},{"category_id":276,"name":277,"slug":278},{"subcategory_id":530,"name":531,"slug":532},[560],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[562],{"subcategory_id":530,"name":531,"slug":532,"category_id":276,"is_primary":3,"display_order":107},[564,565,566,567],{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":540,"name":541,"slug":542,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":569,"flexibility":570,"performance":571,"popularity":572,"portability":573},"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":575,"name":576,"slug":577,"tooltip_description":578,"logo_url":579,"logo_bg":92,"pricing_model":580,"learning_curve_score":527,"popularity_score":39,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":581,"subcategory":582,"categories":583,"subcategories":585,"flexibility_score":39,"performance_score":149,"portability_score":142,"is_featured":110,"tags":587,"score_reasonings":590,"published_date":133,"last_updated_date":36},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":189,"display_name":190,"description":191},{"category_id":276,"name":277,"slug":278},{"subcategory_id":530,"name":531,"slug":532},[584],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[586],{"subcategory_id":530,"name":531,"slug":532,"category_id":276,"is_primary":3,"display_order":107},[588,589],{"tag_id":540,"name":541,"slug":542,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":591,"flexibility":592,"performance":593,"popularity":594,"portability":595},"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":597,"greptile":598,"cursor-bugbot":599},"Add CodeRabbit when pull requests from the harness should get a second reviewer that isn't the same agent on the same model: it installs as a GitHub or GitLab app, summarizes the diff, and leaves line-level comments, with a free tier for open-source repos.","Add Greptile when review should read the whole repository rather than only the diff: it indexes the codebase so its GitHub and GitLab comments carry wider context, and its self-hosted deployment keeps code on your own infrastructure.","Add Cursor Bugbot when a bug-focused reviewer is enough: it reviews GitHub or GitLab pull requests whatever agent wrote them, though it bills through a Cursor plan rather than a subscription of its own.",{},"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.",{"name":603,"tools":604,"descriptions":662,"aliases":665,"preface":666,"see_all":667},"Model Aggregator",[605,637],{"tool_id":606,"name":607,"slug":608,"tooltip_description":609,"logo_url":610,"logo_bg":92,"pricing_model":611,"learning_curve_score":527,"popularity_score":149,"hosting_assignment_type":612,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":613,"subcategory":616,"categories":620,"subcategories":622,"flexibility_score":149,"performance_score":149,"portability_score":39,"is_featured":110,"tags":624,"score_reasonings":630,"published_date":133,"last_updated_date":636},218,"OpenRouter","openrouter","Unified, OpenAI-compatible API to 500+ models across 80+ providers, with automatic provider fallback and one credits-based bill: the hosted, nothing-to-deploy counterpart to a self-hosted gateway like LiteLLM.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fopenrouter.svg",{"slug":189,"display_name":190,"description":191},"managed_only",{"category_id":357,"name":614,"slug":615},"AI Infrastructure","ai-infrastructure",{"subcategory_id":617,"name":618,"slug":619},63,"AI Model Aggregators","ai-model-aggregators",[621],{"category_id":357,"name":614,"slug":615,"is_primary":3,"display_order":107},[623],{"subcategory_id":617,"name":618,"slug":619,"category_id":357,"is_primary":3,"display_order":107},[625,629],{"tag_id":626,"name":627,"slug":628,"tag_type":291},25,"Machine Learning","machine-learning",{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"flexibility":631,"performance":632,"portability":633,"popularity":634,"learning_curve":635},"500+ models across 80+ providers, custom data policies, and a Bring-Your-Own-Key mode cover most routing needs, though there's no control over the underlying routing logic the way a self-hosted gateway offers.","Edge-deployed routing and automatic provider fallback keep added latency low and reliability high, backed by real scale (200+ trillion tokens\u002Fmonth).","Closed-source, hosted-only SaaS with no self-hosting option, credits and API keys are OpenRouter-specific and don't transfer if switching to a self-hosted gateway.","Aggregates 400+ models from 60+ providers behind one OpenAI-style API and is usually the first stop for developers who want to try many models without juggling separate provider keys. A fixture of the LLM-app-building corner of AI development specifically, not a name outside that corner.","A single OpenAI-compatible API key and endpoint gives instant access to hundreds of models, no infrastructure setup or provider-specific integration work required.","2026-10-01",{"tool_id":638,"name":639,"slug":640,"tooltip_description":641,"logo_url":642,"logo_bg":92,"pricing_model":643,"learning_curve_score":142,"popularity_score":149,"hosting_assignment_type":644,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":645,"subcategory":646,"categories":647,"subcategories":649,"flexibility_score":44,"performance_score":149,"portability_score":44,"is_featured":110,"tags":651,"score_reasonings":656,"published_date":133,"last_updated_date":511},221,"LiteLLM","litellm","The open-source AI gateway you run yourself: one OpenAI-compatible endpoint in front of more than 100 model providers, with virtual keys, budgets, and spend tracking. It is the self-hosted counterpart to OpenRouter.","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Flitellm.png",{"slug":94,"display_name":95,"description":96},"deployable",{"category_id":357,"name":614,"slug":615},{"subcategory_id":617,"name":618,"slug":619},[648],{"category_id":357,"name":614,"slug":615,"is_primary":3,"display_order":107},[650],{"subcategory_id":617,"name":618,"slug":619,"category_id":357,"is_primary":3,"display_order":107},[652,653,654,655],{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":626,"name":627,"slug":628,"tag_type":291},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":657,"flexibility":658,"performance":659,"popularity":660,"portability":661},"Requires standing up and maintaining real infrastructure, PostgreSQL, Redis, the proxy server itself, meaningfully more setup than a zero-ops hosted aggregator like OpenRouter.","Full control over routing logic, guardrails, virtual keys, and spend limits across 100+ providers, the most configurable option in the aggregator genre precisely because you own the deployment.","8ms P95 latency at 1,000 RPS and a Rust core deliver genuinely fast proxy performance, though real-world throughput depends on the self-hosted infrastructure backing it.","56K+ GitHub stars and production adoption at Stripe, Google ADK, Greptile, and OpenHands make it the clear self-hosted leader in this genre.","MIT licensed, genuinely self-hostable anywhere with Docker or the provided Terraform modules, no vendor lock-in to a hosted service.",{"openrouter":663,"litellm":664},"Add OpenRouter when one key and one credit balance should cover DeepSeek and hundreds of other models, with fallback when a host is down. It's a ready-made route in the harness's bundled provider catalog, and it adds 5.5% on credit purchases.","Add LiteLLM when you'd rather run the gateway yourself: an MIT-licensed proxy that puts DeepSeek, Kimi, GLM, and local models behind one OpenAI-compatible endpoint, with per-key budgets and spend logs. The harness adds it as a custom model API, and self-hosting it is free.",{},"Add a model aggregator when you want one API key and one bill for models from many providers, with automatic fallback when one of them is down, instead of setting up each provider separately.",{"kind":668,"slug":619,"name":618,"href":669},"subcategory","\u002Ftools\u002Fcategories\u002Fai-infrastructure\u002Fai-model-aggregators",{"name":289,"tools":671,"descriptions":731,"aliases":734,"preface":735,"see_all":736},[672,705],{"tool_id":673,"name":674,"slug":675,"tooltip_description":676,"logo_url":677,"logo_bg":140,"pricing_model":678,"learning_curve_score":39,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":679,"subcategory":680,"categories":684,"subcategories":686,"flexibility_score":44,"performance_score":149,"portability_score":149,"is_featured":110,"tags":688,"score_reasonings":699,"published_date":132,"last_updated_date":133},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":94,"display_name":95,"description":96},{"category_id":118,"name":470,"slug":471},{"subcategory_id":681,"name":682,"slug":683},34,"CI\u002FCD Pipelines","cicd-pipelines",[685],{"category_id":118,"name":470,"slug":471,"is_primary":3,"display_order":107},[687],{"subcategory_id":681,"name":682,"slug":683,"category_id":118,"is_primary":3,"display_order":107},[689,690,691,692,693,694],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"tag_id":288,"name":289,"slug":290,"tag_type":291},{"tag_id":391,"name":392,"slug":393,"tag_type":116},{"tag_id":695,"name":696,"slug":697,"tag_type":698},45,"Declarative","declarative","paradigm",{"flexibility":700,"learning_curve":701,"performance":702,"popularity":703,"portability":704},"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":706,"name":707,"slug":708,"tooltip_description":709,"logo_url":308,"logo_bg":140,"pricing_model":710,"learning_curve_score":39,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":711,"subcategory":712,"categories":713,"subcategories":715,"flexibility_score":44,"performance_score":39,"portability_score":39,"is_featured":110,"tags":717,"score_reasonings":725,"published_date":132,"last_updated_date":133},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":94,"display_name":95,"description":96},{"category_id":118,"name":470,"slug":471},{"subcategory_id":681,"name":682,"slug":683},[714],{"category_id":118,"name":470,"slug":471,"is_primary":3,"display_order":107},[716],{"subcategory_id":681,"name":682,"slug":683,"category_id":118,"is_primary":3,"display_order":107},[718,719,720,721,722,723,724],{"tag_id":293,"name":294,"slug":295,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"tag_id":288,"name":289,"slug":290,"tag_type":291},{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":391,"name":392,"slug":393,"tag_type":116},{"tag_id":695,"name":696,"slug":697,"tag_type":698},{"learning_curve":726,"flexibility":727,"performance":728,"popularity":729,"portability":730},"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":732,"gitlab-cicd":733},"Add GitHub Actions when every push should run the tests the harness writes. Its headless mode, which runs one task, prints the answer, and exits, fits a job step too, billed to a provider API key.","Add GitLab CI\u002FCD when the project lives on GitLab: pipelines defined in a .gitlab-ci.yml file run the tests on every push, on GitLab's runners or entirely on your own, with the harness's headless mode as one more job if you want it.",{},"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":668,"slug":683,"name":682,"href":737},"\u002Ftools\u002Fcategories\u002Fdevops-cicd\u002Fcicd-pipelines",{"name":739,"tools":740,"descriptions":771,"aliases":773,"preface":774,"see_all":775},"Containerization",[741],{"tool_id":742,"name":743,"slug":744,"tooltip_description":745,"logo_url":746,"logo_bg":92,"pricing_model":747,"learning_curve_score":149,"popularity_score":44,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":748,"subcategory":749,"categories":752,"subcategories":754,"flexibility_score":44,"performance_score":149,"portability_score":44,"is_featured":3,"tags":756,"score_reasonings":765,"published_date":132,"last_updated_date":133},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":94,"display_name":95,"description":96},{"category_id":118,"name":470,"slug":471},{"subcategory_id":750,"name":739,"slug":751},33,"containerization",[753],{"category_id":118,"name":470,"slug":471,"is_primary":3,"display_order":107},[755],{"subcategory_id":750,"name":739,"slug":751,"category_id":118,"is_primary":3,"display_order":107},[757,758,759,760,761],{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":118,"name":119,"slug":120,"tag_type":116},{"tag_id":391,"name":392,"slug":393,"tag_type":116},{"tag_id":288,"name":289,"slug":290,"tag_type":291},{"tag_id":762,"name":763,"slug":764,"tag_type":125},43,"Cross-platform","cross-platform",{"learning_curve":766,"performance":767,"portability":768,"flexibility":769,"popularity":770},"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":772},"Add Docker for the isolation the harness's own safety notice asks for: a container that holds only the repository and keys one agent needs, since its sandbox reduces risk without guaranteeing it. Docker also gives the project the same setup locally, on a server, and in CI.",{},"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":668,"slug":751,"name":739,"href":776},"\u002Ftools\u002Fcategories\u002Fdevops-cicd\u002Fcontainerization",{},[100],{"Development Tools":780,"LLM":821},[781,808],{"tool_id":782,"name":783,"slug":784,"tooltip_description":785,"logo_url":91,"logo_bg":92,"pricing_model":786,"learning_curve_score":39,"popularity_score":149,"hosting_assignment_type":36,"hosting_provider_restriction":97,"hosting_target_restriction":97,"hosting_compatible_tool_ids":36,"parent_tool_id":36,"category":789,"subcategory":790,"categories":794,"subcategories":796,"flexibility_score":44,"performance_score":39,"portability_score":44,"is_featured":110,"tags":798,"score_reasonings":802,"published_date":133,"last_updated_date":511},208,"DeepSeek Harness","deepseek-harness","DeepSeek's open-source (MIT) agent harness built entirely from swappable plugins, run from a local web UI, desktop app, headless CLI, ACP server, or Python SDK, with DeepSeek models first-class and other providers supported.",{"slug":787,"display_name":114,"description":788},"open_source","Source code is publicly available and free to use, modify, and distribute. No paid plans from the project itself.",{"category_id":276,"name":277,"slug":278},{"subcategory_id":791,"name":792,"slug":793},49,"AI Coding Agents","ai-coding-agents",[795],{"category_id":276,"name":277,"slug":278,"is_primary":3,"display_order":107},[797],{"subcategory_id":791,"name":792,"slug":793,"category_id":276,"is_primary":3,"display_order":107},[799,800,801],{"tag_id":113,"name":114,"slug":115,"tag_type":116},{"tag_id":540,"name":541,"slug":542,"tag_type":116},{"tag_id":122,"name":123,"slug":124,"tag_type":125},{"learning_curve":803,"flexibility":804,"performance":805,"portability":806,"popularity":807},"The web UI and CLI are approachable quickly, but understanding and customizing the plugin architecture (swapping loops, sandboxes, or the UI layer) takes real familiarity with the Cordis framework underneath.","The plugin-everything design is the most architecturally open-ended approach in the subcategory. Model, tools, sandboxes, orchestration, and UI are all independently swappable rather than baked into a fixed loop.","Too new for independent benchmarks at time of evaluation. Backed by a well-resourced model lab and DeepSeek's own V4-Pro model, but explicitly a developer preview with known compatibility instability ahead.","MIT-licensed, model-agnostic across major providers, and built on a swappable plugin kernel with no hard vendor lock-in required to use the core harness.","Exceptional launch trajectory (95K+ stars in 48 hours, 130K+ within days) is a strong early signal, though it's still a very recently launched project without a sustained multi-month track 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Dev Stack","OpenCode in the terminal, desktop app, or browser, running open-weight models like DeepSeek, GLM, and Kimi.","advanced","developer","https:\u002F\u002Fassets.tekyous.dev\u002Ficons\u002Fstack-types\u002Fdeveloper.svg",[845,850,851],{"tool_id":846,"slug":847,"name":848,"logo_url":849,"logo_bg":140},192,"opencode","OpenCode","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fopencode.svg",{"tool_id":269,"slug":271,"name":270,"logo_url":273,"logo_bg":140},{"tool_id":87,"slug":89,"name":88,"logo_url":91,"logo_bg":92},{"stack_id":853,"slug":854,"name":855,"tagline":856,"experience_level":841,"project_type":36,"stack_type_slug":842,"stack_type_icon_url":843,"score_popularity":149,"score_learning_curve":142,"catalog_display_order":36,"published_date":36,"last_updated_date":36,"core_tool_previews":857},168,"codex-dev-stack","Codex Dev Stack","OpenAI Codex on your desktop, in your terminal, or in the cloud, steerable from your phone.",[858,863,864],{"tool_id":859,"slug":860,"name":861,"logo_url":862,"logo_bg":92},150,"codex","Codex","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fcodex.svg",{"tool_id":269,"slug":271,"name":270,"logo_url":273,"logo_bg":140},{"tool_id":211,"slug":213,"name":212,"logo_url":215,"logo_bg":140},{"stack_id":866,"slug":867,"name":868,"tagline":869,"experience_level":841,"project_type":36,"stack_type_slug":842,"stack_type_icon_url":843,"score_popularity":39,"score_learning_curve":149,"catalog_display_order":36,"published_date":36,"last_updated_date":36,"core_tool_previews":870},241,"local-llm-dev-stack","Local LLM Dev Stack","A coding agent on a model that runs on your own machine, with no code sent to a provider.",[871,872,873,878],{"tool_id":846,"slug":847,"name":848,"logo_url":849,"logo_bg":140},{"tool_id":269,"slug":271,"name":270,"logo_url":273,"logo_bg":140},{"tool_id":874,"slug":875,"name":876,"logo_url":877,"logo_bg":92},162,"qwen","Qwen","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fqwen.svg",{"tool_id":879,"slug":880,"name":881,"logo_url":882,"logo_bg":140},210,"ollama","Ollama","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Follama.svg",{"stack_id":884,"slug":885,"name":886,"tagline":887,"experience_level":888,"project_type":36,"stack_type_slug":842,"stack_type_icon_url":843,"score_popularity":142,"score_learning_curve":39,"catalog_display_order":36,"published_date":36,"last_updated_date":36,"core_tool_previews":889},233,"cline-dev-stack","Cline Dev Stack","Cline's open-source agent in the terminal or its desktop app, running GLM, Kimi, Claude, or any model you choose.","intermediate",[890,895,896],{"tool_id":891,"slug":892,"name":893,"logo_url":894,"logo_bg":140},195,"cline","Cline","https:\u002F\u002Fassets.tekyous.dev\u002Flogos\u002Ftools\u002Fcline.svg",{"tool_id":269,"slug":271,"name":270,"logo_url":273,"logo_bg":140},{"tool_id":160,"slug":162,"name":161,"logo_url":164,"logo_bg":92},[898,901,904,907,910],{"question":899,"answer":900},"Can DeepSeek Harness keep working when my computer is off?","Only on another machine you keep on. There are no DeepSeek-hosted sessions and no mobile app: the web interface and the desktop apps run the agent on the computer in front of you, which has to stay awake while a task runs. For work that continues with the laptop closed, the same web interface runs on a VPS or home server, and any browser reaches it, including a phone's, over Tailscale, a Cloudflare tunnel, or a reverse proxy. Nothing extra is needed on the phone, since the interface is a web page.",{"question":902,"answer":903},"Can I use Claude, GPT, or a local model instead of DeepSeek?","Yes. Anthropic, OpenAI, Kimi, and GLM are in the bundled provider list and connect with their own API keys, billed per token; signing in with a chat subscription isn't supported in the settings. A relay, a company gateway, or a model server on your own hardware joins as a custom endpoint speaking the OpenAI or Anthropic protocol. The model is chosen per session: picking one sets the default for new sessions, while a session that has already started keeps its model, so a cheap model can run routine sessions and a stronger one the hard tasks.",{"question":905,"answer":906},"How does DeepSeek Harness compare to Claude Code?","Claude Code is Anthropic's agent for the terminal and IDEs, with hosted sessions on the web and Remote Control from a phone, built around Claude models on a paid plan or API key. DeepSeek Harness has neither hosted sessions nor a phone app, and it lives in a browser or desktop window rather than the terminal. What it offers instead is cost and control: DeepSeek's per-token prices run a fraction of Claude's, any provider can be swapped in, and every part of the agent, from the loop to the sandbox, is a plugin you can replace. Claude Code is the more finished product; the harness is still a developer preview.",{"question":908,"answer":909},"Is DeepSeek's peak-hour pricing worth planning around?","It depends where you work. Peak hours are 01:00 to 04:00 and 06:00 to 10:00 UTC on weekdays, when every DeepSeek rate doubles; weekends and Chinese public holidays are off-peak all day. That leaves the US working day off-peak, while a European morning falls inside the second window. Even at peak, V4.1-Flash costs a fraction of Claude or GPT per token, so the doubling matters most for long unattended runs on V4-Pro, which are cheaper started in the European afternoon. The Pricing section has the per-model rates.",{"question":911,"answer":912},"Is it safe to put the web interface on a public address?","Not on its own. The web server listens only on loopback, and anyone holding the printed launch URL gets in, because that URL carries a credential the session cookie then replaces. The project's safety notice adds that the harness hasn't been audited, can run model-generated commands, and should get the least access possible. Reaching it over Tailscale avoids a public address entirely. A public address through a tunnel or reverse proxy needs HTTPS and a login layer such as Cloudflare Access in front, and the server should hold only the repositories and keys that one agent needs.",{"summary":914,"starting_cost_label":915,"has_free_tier":3,"line_items":916},"DeepSeek Harness is free and open source, so the bill is the models. DeepSeek's API starts at $0.15 per million input tokens off-peak for V4.1-Flash and doubles in weekday peak hours; Kimi, GLM, Claude, and GPT bill per token on their own keys, and a model on your own hardware costs only the hardware. GitHub or GitLab are free for individuals, and an optional server runs about €5.49–$24\u002Fmonth.","Free to start",[917,920,924,928,932,936],{"label":783,"cost":918,"note":919},"Free (open source)","MIT-licensed agent with a web interface, desktop apps, headless mode, and a Python SDK; no paid tier of its own.",{"label":921,"cost":922,"note":923},"Models","Pay per token","DeepSeek V4.1-Flash $0.15\u002FM input and $0.60\u002FM output off-peak, V4-Pro $0.66\u002F$1.98, double at weekday peak; Kimi, GLM, Claude, and GPT on their own API keys at their per-token rates.",{"label":925,"cost":926,"note":927},"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":929,"cost":930,"note":931},"Model aggregator (optional)","Provider prices + 0–5.5%","OpenRouter charges provider prices plus 5.5% on credit purchases; LiteLLM is free to self-host.",{"label":933,"cost":934,"note":935},"Remote access (optional)","Free","Tailscale's personal tier is free; Cloudflare Tunnel is free, with Access free for up to 50 users and a domain on Cloudflare.",{"label":937,"cost":938,"note":939},"Server (optional)","€5.49–$24\u002Fmo","4 GB leaves room for builds next to the harness: about €5.49 at Hetzner, $6.49 intro at Hostinger ($11.99 renewal), $24 at DigitalOcean; or a Raspberry Pi as a one-time cost.",{"title":941,"description":942,"og_image":36,"canonical":943},"DeepSeek Harness Dev Stack: Tools, Pricing & How to Deploy | Tekyous","DeepSeek's open-source, plugin-built agent in a local web interface or desktop ap… Compare DeepSeek Harness Dev Stack tools, pricing & how to deploy on Tekyous.","https:\u002F\u002Ftekyous.dev\u002Fstacks\u002Fdeepseek-harness-dev-stack",[],1791281218263]