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A living community for the people, capabilities, and connected systems behind modern AI products.

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01Model adoption

Models ranked by recorded token usage on OpenRouter over the last seven days.

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  1. 1DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flashdeepseek16.9T
  2. 2GLM-5.3-Flashzhipuai/glm-5.3-flashzhipuai16.9T
  3. 3Hy4 previewtencent/hy4-previewtencent12.7T
  4. 4DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731deepseek8.9T
  5. 5GPT-5.6 Lunaopenai/gpt-5.6-lunaopenai8.7T
  6. 6MiMo-V2.5xiaomi/mimo-v2.5xiaomi6.9T
  7. 7Hy3tencent/hy3tencent4.5T
  8. 8DeepSeek V4 Flashdeepseek/deepseek-v4-flashdeepseek3.7T
  9. 9GLM-5.3zhipuai/glm-5.3zhipuai3.2T
  10. 10Gemini 3.8 Flashgoogle/gemini-3.8-flashgoogle2.2T
  11. 11GPT-5.6 Solopenai/gpt-5.6-solopenai2T
  12. 12GPT-6 Astraopenai/gpt-6-astraopenai1.8T
  13. 13GLM-5.2zhipuai/glm-5.2zhipuai1.7T
  14. 14Claude Sonnet 5anthropic/claude-sonnet-5anthropic1.5T
  15. 15MiniMax-M3minimax/MiniMax-M3minimax1.5T
  16. 16Kimi K3moonshotai/kimi-k3moonshotai1.5T
  17. 17DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813deepseek1.2T
  18. 18Claude Opus 5anthropic/claude-opus-5anthropic1.2T
  19. 19DeepSeek V4 Prodeepseek/deepseek-v4-prodeepseek961.9B
  20. 20Gemini 3 Flash Previewgoogle/gemini-3-flash-previewgoogle791.8B
  21. 21Gemini 2.5 Flash-Litegoogle/gemini-2.5-flash-litegoogle676.8B
  22. 22GPT OSS 120Bopenai/gpt-oss-120bopenai625.8B
  23. 23GPT-5.6 Terraopenai/gpt-5.6-terraopenai596.9B
  24. 24Gemini 3.7 Flashgoogle/gemini-3.7-flashgoogle550.5B
  25. 25Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-litegoogle496.4B
  26. 26Claude Fable 5.1anthropic/claude-fable-5-1anthropic492.7B
  27. 27Gemini 2.5 Flashgoogle/gemini-2.5-flashgoogle490.4B
  28. 28Qwen3.8 Flashalibaba/qwen3.8-flashalibaba455.7B
  29. 29Claude Opus 4.8anthropic/claude-opus-4-8anthropic421.5B
  30. 30Qwen3.7 Flashalibaba/qwen3.7-flashalibaba402.4B
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02Agent capabilities

Reusable capabilities shaping how agents are built, ranked by community adoption.

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1find-skillsvercel-labs/skills3.5M
2grill-memattpocock/skills1.2M
3grill-with-docsmattpocock/skills1M
4improve-codebase-architecturemattpocock/skills972K
5tddmattpocock/skills944.2K
6frontend-designanthropics/skills909.8K
7agent-browservercel-labs/agent-browser902.7K
8setup-matt-pocock-skillsmattpocock/skills872.2K
9handoffmattpocock/skills846.7K
10triagemattpocock/skills822.5K
11prototypemattpocock/skills819.5K
12grillingmattpocock/skills750K
13vercel-react-best-practicesvercel-labs/agent-skills733.5K
14lark-docopen.feishu.cn718.9K
15lark-baseopen.feishu.cn718.6K
16lark-driveopen.feishu.cn718.5K
17lark-sharedopen.feishu.cn718.1K
18lark-imopen.feishu.cn717.9K
19lark-approvalopen.feishu.cn717.9K
20lark-calendaropen.feishu.cn717.7K
21lark-sheetsopen.feishu.cn717.5K
22lark-wikiopen.feishu.cn717.3K
23lark-contactopen.feishu.cn717K
24lark-slidesopen.feishu.cn716.8K
25lark-minutesopen.feishu.cn716.7K
26lark-mailopen.feishu.cn716.7K
27lark-taskopen.feishu.cn716.7K
28lark-eventopen.feishu.cn716.6K
29lark-whiteboardopen.feishu.cn716.6K
30lark-attendanceopen.feishu.cn716.5K
View all skills →
03Connected systems

Latest MCP Servers

Fresh connections for agents, kept current and ready to inspect.

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1gstinapi-mcpio.github.CsoftTarun/gstinapi-mcpPackage1.0.22Crovia — verifiable silence (TACET) and Crovia Sealcom.croviatrust/croviaRemote2.0.03WireTensorsai.wiretensors/wiretensorsRemote1.0.04Chasynccom.chasync/chasyncRemote1.0.75gankdatcom.gankdat/gankdatRemote0.6.26AETRE & The Governed Agentio.github.grayclayton/aetre-mcpPackage0.7.17BoondManager MCP Serverio.github.fauguste/boondmanager-mcp-serverPackage2.15.28Auditable memory (memory3l)io.github.jayzht/memory3l-mcpPackage0.1.09Yaw Labs AWS MCPio.github.YawLabs/aws-mcpPackage2.3.410Printixio.github.WYRE-AI/printix-mcpPackage1.0.011houki-egov-mcpio.github.shuji-bonji/houki-egov-mcpPackage0.14.012vatnode-mcpio.github.vatnode/vatnode-mcpPackage1.1.413canli-validation-mcpio.github.arhancanli/canli-validation-mcpPackage0.1.214OrchestKit Docs MCPio.github.yonatangross/orchestkitHybrid10.0.0-beta.6615homebutlerio.github.Higangssh/homebutlerPackage0.36.116Railhookio.github.vadymkykalo/railhookHybrid2.28.117gdharnessio.github.Aureliolo/gdharnessPackage0.13.3018Balthasar & Speyr Catalogueio.github.balthasarspeyr/catalogueRemote1.0.219misakanetio.github.Ikalus1988/misakanetPackage2.32.120SearXNG MCP Serverio.github.bumbaRasch/searxng-mcp-serverPackage0.1.121cmssyio.github.cmssy-io/cmssy-mcpPackage0.73.122french-rental-compliancecom.adminlanding/french-rental-complianceRemote1.16.023Obsidian Hybrid Searchio.github.flowing-abyss/obsidian-hybrid-searchPackage0.15.424GreenlandAIai.greenlandai/greenlandaiRemote0.5.225Ledivapp.lediv/mcpRemote0.5.026mcp-local-ragio.github.shinpr/mcp-local-ragPackage0.19.027Trustbase Lab · rCB & Chemical Recycling Datacom.trustbaselab/rcb-dataRemote1.9.128Agent Commsio.github.ExaDev/agent-commsPackage5.0.029GEO Tracker by DigestSEOio.github.AKzar1el/mcp-geoPackage0.3.1530cuemap-mcpio.github.cuemap-dev/cuemap-mcpPackage0.7.4
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04Stories & field notes

Ideas for an AI-native world.

Reporting, practical guides, and independent perspectives from the Artificial Atlas community.

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How to Evaluate an AI Assistant for Writing, Research and Everyday Tasks
AI4 min read

How to Evaluate an AI Assistant for Writing, Research and Everyday Tasks

Test AI assistants on your own tasks and compare accuracy, instruction following, editing effort, privacy and cost.

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AI18 min read

Shadow AI Policy Framework: How to Detect & Block Unauthorized AI Tools

Employees are already using AI tools you never approved. Learn how to detect shadow AI, block risky tools, and keep your teams productive.

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Shadow AI Policy Framework: How to Detect & Block Unauthorized AI Tools
Guides12 min read

Warzone Cronus Zen Scripts in 2026: Ban Risk, Detection and What to Check

Activision now classes Cronus Zen as a cheating tool. Here is what RICOCHET detects in Warzone, and what that means before you buy a script.

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Warzone Cronus Zen Scripts in 2026: Ban Risk, Detection and What to Check
Creativity27 min read

Prompt Engineering for Web Design: How to Build Custom Sites with Generative AI

Why AI websites all look the same, and the five-part brief plus 12 copy-paste prompts that get you a site built for one specific business.

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Prompt Engineering for Web Design: How to Build Custom Sites with Generative AI
Machines15 min read

How Much VRAM Do You Need for Local LLMs? The Spec That Decides What Runs

8, 12, 16, 24 or 32 GB? See which local LLMs each VRAM tier really runs once KV cache, context length and MoE models are counted.

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How Much VRAM Do You Need for Local LLMs? The Spec That Decides What Runs