{"data": {"window_days": 7, "as_of": "2026-10-27", "classifications": [{"tag": "classification_tagging", "display_name": "Classification", "macro_category": "general", "usage_share": 0.346, "token_share": 0.122, "category_usage_share": 0.594, "category_token_share": 0.384, "models": [{"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.219, "tag_token_share": 0.138}, {"id": "typesafe/jev-1.14-20261014", "tag_usage_share": 0.092, "tag_token_share": 0.083}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.065, "tag_token_share": 0.086}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.044, "tag_token_share": 0.056}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.04, "tag_token_share": 0.046}, {"id": "google/gemini-3.5-flash-lite-20260721", "tag_usage_share": 0.04, "tag_token_share": 0.002}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.028, "tag_token_share": 0.02}, {"id": "perplexity/pplx-decider-v1.2-20261016", "tag_usage_share": 0.026, "tag_token_share": 0.029}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.026, "tag_token_share": 0.006}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.025, "tag_token_share": 0.062}]}, {"tag": "data:extraction", "display_name": "Data Extraction", "macro_category": "data", "usage_share": 0.126, "token_share": 0.055, "category_usage_share": 0.737, "category_token_share": 0.738, "models": [{"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.173, "tag_token_share": 0.17}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.073, "tag_token_share": 0.051}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.047, "tag_token_share": 0.062}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.042, "tag_token_share": 0.012}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.041, "tag_token_share": 0.031}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.04, "tag_token_share": 0.085}, {"id": "mistralai/mistral-nemo", "tag_usage_share": 0.039, "tag_token_share": 0.011}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.036, "tag_token_share": 0.006}, {"id": "google/gemini-3.1-flash-lite-20260507", "tag_usage_share": 0.032, "tag_token_share": 0.011}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.026, "tag_token_share": 0.015}]}, {"tag": "agent:workflow_execution", "display_name": "Workflow Execution", "macro_category": "agent", "usage_share": 0.096, "token_share": 0.222, "category_usage_share": 0.617, "category_token_share": 0.671, "models": [{"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.219, "tag_token_share": 0.1}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.143, "tag_token_share": 0.215}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.074, "tag_token_share": 0.096}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.047, "tag_token_share": 0.083}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.043, "tag_token_share": 0.032}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.029, "tag_token_share": 0.015}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.024, "tag_token_share": 0.011}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.024, "tag_token_share": 0.052}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.022, "tag_token_share": 0.037}, {"id": "tencent/hy3-20260706", "tag_usage_share": 0.021, "tag_token_share": 0.029}]}, {"tag": "roleplay_fiction", "display_name": "Roleplay & Fiction", "macro_category": "general", "usage_share": 0.069, "token_share": 0.027, "category_usage_share": 0.118, "category_token_share": 0.086, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.159, "tag_token_share": 0.115}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.149, "tag_token_share": 0.107}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.097, "tag_token_share": 0.08}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.092, "tag_token_share": 0.052}, {"id": "mistralai/mistral-nemo", "tag_usage_share": 0.039, "tag_token_share": 0.013}, {"id": "google/gemma-4-31b-it-20260402", "tag_usage_share": 0.035, "tag_token_share": 0.036}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.033, "tag_token_share": 0.062}, {"id": "deepseek/deepseek-v4-pro-20260813", "tag_usage_share": 0.03, "tag_token_share": 0.023}, {"id": "qwen/qwen3.7-flash-20260727", "tag_usage_share": 0.027, "tag_token_share": 0.007}, {"id": "google/gemini-3-flash-preview-20251217", "tag_usage_share": 0.024, "tag_token_share": 0.05}]}, {"tag": "data:transformation", "display_name": "Data Transformation", "macro_category": "data", "usage_share": 0.045, "token_share": 0.02, "category_usage_share": 0.263, "category_token_share": 0.262, "models": [{"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.414, "tag_token_share": 0.379}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.057, "tag_token_share": 0.039}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.045, "tag_token_share": 0.025}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.037, "tag_token_share": 0.049}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.031, "tag_token_share": 0.088}, {"id": "google/gemini-3.1-flash-lite-20260507", "tag_usage_share": 0.03, "tag_token_share": 0.011}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.029, "tag_token_share": 0.006}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.025, "tag_token_share": 0.012}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.024, "tag_token_share": 0.022}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.021, "tag_token_share": 0.009}]}, {"tag": "agent:multi_step_planning", "display_name": "Multi-step Planning", "macro_category": "agent", "usage_share": 0.042, "token_share": 0.08, "category_usage_share": 0.266, "category_token_share": 0.243, "models": [{"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.317, "tag_token_share": 0.112}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.136, "tag_token_share": 0.247}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.063, "tag_token_share": 0.105}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.045, "tag_token_share": 0.03}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.039, "tag_token_share": 0.026}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.035, "tag_token_share": 0.017}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.019, "tag_token_share": 0.042}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.018, "tag_token_share": 0.036}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.018, "tag_token_share": 0.02}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.018, "tag_token_share": 0.035}]}, {"tag": "content_writing", "display_name": "Content Writing", "macro_category": "general", "usage_share": 0.039, "token_share": 0.023, "category_usage_share": 0.066, "category_token_share": 0.072, "models": [{"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.114, "tag_token_share": 0.097}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.098, "tag_token_share": 0.03}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.077, "tag_token_share": 0.033}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.076, "tag_token_share": 0.093}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.067, "tag_token_share": 0.059}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.06, "tag_token_share": 0.129}, {"id": "openai/gpt-oss-20b", "tag_usage_share": 0.028, "tag_token_share": 0.002}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.025, "tag_token_share": 0.014}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.024, "tag_token_share": 0.004}, {"id": "openai/gpt-4o-mini", "tag_usage_share": 0.022, "tag_token_share": 0.003}]}, {"tag": "qa_knowledge", "display_name": "Q&A & Knowledge", "macro_category": "general", "usage_share": 0.031, "token_share": 0.035, "category_usage_share": 0.053, "category_token_share": 0.11, "models": [{"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.096, "tag_token_share": 0.037}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.085, "tag_token_share": 0.007}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.084, "tag_token_share": 0.1}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.053, "tag_token_share": 0.061}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.048, "tag_token_share": 0.013}, {"id": "typesafe/jev-1.14-20261014", "tag_usage_share": 0.044, "tag_token_share": 0.009}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.037, "tag_token_share": 0.039}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.037, "tag_token_share": 0.02}, {"id": "stepfun/step-5-preview-20261008", "tag_usage_share": 0.034, "tag_token_share": 0.411}, {"id": "google/gemini-3.5-flash-lite-20260721", "tag_usage_share": 0.022, "tag_token_share": 0.002}]}, {"tag": "code:general_impl", "display_name": "Code Generation", "macro_category": "code", "usage_share": 0.025, "token_share": 0.086, "category_usage_share": 0.279, "category_token_share": 0.312, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.217, "tag_token_share": 0.23}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.089, "tag_token_share": 0.091}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.063, "tag_token_share": 0.051}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.05, "tag_token_share": 0.041}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.047, "tag_token_share": 0.052}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.039, "tag_token_share": 0.055}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.037, "tag_token_share": 0.041}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.033, "tag_token_share": 0.032}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.031, "tag_token_share": 0.037}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.028, "tag_token_share": 0.062}]}, {"tag": "conversational_reply", "display_name": "Conversation", "macro_category": "general", "usage_share": 0.023, "token_share": 0.023, "category_usage_share": 0.039, "category_token_share": 0.071, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.166, "tag_token_share": 0.142}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.109, "tag_token_share": 0.035}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.081, "tag_token_share": 0.098}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.054, "tag_token_share": 0.077}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.049, "tag_token_share": 0.032}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.036, "tag_token_share": 0.029}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.029, "tag_token_share": 0.016}, {"id": "openai/gpt-5-nano-2025-08-07", "tag_usage_share": 0.02, "tag_token_share": 0}, {"id": "mistralai/mistral-nemo", "tag_usage_share": 0.017, "tag_token_share": 0.002}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.017, "tag_token_share": 0.068}]}, {"tag": "translation", "display_name": "Translation", "macro_category": "general", "usage_share": 0.017, "token_share": 0.002, "category_usage_share": 0.03, "category_token_share": 0.007, "models": [{"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.118, "tag_token_share": 0.091}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.091, "tag_token_share": 0.156}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.067, "tag_token_share": 0.046}, {"id": "google/gemini-3.1-flash-lite-20260507", "tag_usage_share": 0.061, "tag_token_share": 0.032}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.056, "tag_token_share": 0.018}, {"id": "meta-llama/llama-3.1-8b-instruct", "tag_usage_share": 0.047, "tag_token_share": 0.006}, {"id": "mistralai/mistral-nemo", "tag_usage_share": 0.044, "tag_token_share": 0.004}, {"id": "openai/gpt-4o-mini", "tag_usage_share": 0.037, "tag_token_share": 0.006}, {"id": "google/gemma-4-26b-a4b-it-20260403", "tag_usage_share": 0.033, "tag_token_share": 0.014}, {"id": "google/gemma-4-31b-it-20260402", "tag_usage_share": 0.033, "tag_token_share": 0.02}]}, {"tag": "customer_support", "display_name": "Customer Support", "macro_category": "general", "usage_share": 0.017, "token_share": 0.009, "category_usage_share": 0.028, "category_token_share": 0.03, "models": [{"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.164, "tag_token_share": 0.147}, {"id": "google/gemini-2.5-flash", "tag_usage_share": 0.083, "tag_token_share": 0.021}, {"id": "openai/gpt-5.2-20251211", "tag_usage_share": 0.052, "tag_token_share": 0.015}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.046, "tag_token_share": 0.084}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.043, "tag_token_share": 0.073}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.04, "tag_token_share": 0.029}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.039, "tag_token_share": 0.08}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.033, "tag_token_share": 0.034}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.032, "tag_token_share": 0.043}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.029, "tag_token_share": 0.005}]}, {"tag": "summarization", "display_name": "Summarization", "macro_category": "general", "usage_share": 0.016, "token_share": 0.033, "category_usage_share": 0.028, "category_token_share": 0.102, "models": [{"id": "stepfun/step-5-preview-20261008", "tag_usage_share": 0.116, "tag_token_share": 0.804}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.088, "tag_token_share": 0.019}, {"id": "google/gemma-4-26b-a4b-it-20260403", "tag_usage_share": 0.059, "tag_token_share": 0.004}, {"id": "mistralai/mistral-nemo", "tag_usage_share": 0.052, "tag_token_share": 0.003}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.044, "tag_token_share": 0.005}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.043, "tag_token_share": 0.015}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.038, "tag_token_share": 0.025}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.034, "tag_token_share": 0.009}, {"id": "google/gemini-3.1-flash-lite-20260507", "tag_usage_share": 0.033, "tag_token_share": 0.002}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.032, "tag_token_share": 0.001}]}, {"tag": "code:debugging", "display_name": "Debugging", "macro_category": "code", "usage_share": 0.016, "token_share": 0.051, "category_usage_share": 0.179, "category_token_share": 0.186, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.185, "tag_token_share": 0.214}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.111, "tag_token_share": 0.093}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.08, "tag_token_share": 0.087}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.057, "tag_token_share": 0.032}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.036, "tag_token_share": 0.052}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.035, "tag_token_share": 0.038}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.034, "tag_token_share": 0.033}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.032, "tag_token_share": 0.085}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.031, "tag_token_share": 0.041}, {"id": "openai/gpt-6.1-sol-20260929", "tag_usage_share": 0.022, "tag_token_share": 0.02}]}, {"tag": "code:file_read_write", "display_name": "File I/O", "macro_category": "code", "usage_share": 0.015, "token_share": 0.047, "category_usage_share": 0.165, "category_token_share": 0.171, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.2, "tag_token_share": 0.233}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.086, "tag_token_share": 0.087}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.085, "tag_token_share": 0.074}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.081, "tag_token_share": 0.101}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.044, "tag_token_share": 0.059}, {"id": "tencent/hy3-20260706", "tag_usage_share": 0.038, "tag_token_share": 0.04}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.037, "tag_token_share": 0.03}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.028, "tag_token_share": 0.03}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.028, "tag_token_share": 0.023}, {"id": "qwen/qwen3.8-flash-20260826", "tag_usage_share": 0.024, "tag_token_share": 0.012}]}, {"tag": "code:review_security", "display_name": "Code Review", "macro_category": "code", "usage_share": 0.015, "token_share": 0.029, "category_usage_share": 0.163, "category_token_share": 0.105, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.19, "tag_token_share": 0.329}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.143, "tag_token_share": 0.007}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.137, "tag_token_share": 0.128}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.083, "tag_token_share": 0.066}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.066, "tag_token_share": 0.083}, {"id": "qwen/qwen3.8-flash-20260826", "tag_usage_share": 0.03, "tag_token_share": 0.019}, {"id": "typesafe/jev-1.14-20261014", "tag_usage_share": 0.027, "tag_token_share": 0.008}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.027, "tag_token_share": 0.016}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.025, "tag_token_share": 0.039}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.022, "tag_token_share": 0.04}]}, {"tag": "security_audit", "display_name": "Security Audit", "macro_category": "general", "usage_share": 0.009, "token_share": 0.023, "category_usage_share": 0.015, "category_token_share": 0.073, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.331, "tag_token_share": 0.43}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.129, "tag_token_share": 0.168}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.104, "tag_token_share": 0.105}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.09, "tag_token_share": 0.021}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.048, "tag_token_share": 0.002}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.038, "tag_token_share": 0.053}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.034, "tag_token_share": 0.061}, {"id": "minimax/minimax-m3.1-flash-20261019", "tag_usage_share": 0.017, "tag_token_share": 0.026}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.016, "tag_token_share": 0.004}, {"id": "typesafe/jev-1.14-20261014", "tag_usage_share": 0.013, "tag_token_share": 0.003}]}, {"tag": "code:shell_execution", "display_name": "Shell Execution", "macro_category": "code", "usage_share": 0.008, "token_share": 0.023, "category_usage_share": 0.088, "category_token_share": 0.083, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.196, "tag_token_share": 0.231}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.105, "tag_token_share": 0.116}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.093, "tag_token_share": 0.093}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.058, "tag_token_share": 0.069}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.037, "tag_token_share": 0.048}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.035, "tag_token_share": 0.042}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.035, "tag_token_share": 0.028}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.032, "tag_token_share": 0.032}, {"id": "openai/gpt-6.1-sol-20260929", "tag_usage_share": 0.025, "tag_token_share": 0.028}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.024, "tag_token_share": 0.007}]}, {"tag": "finance_trading", "display_name": "Finance & Trading", "macro_category": "general", "usage_share": 0.007, "token_share": 0.004, "category_usage_share": 0.012, "category_token_share": 0.012, "models": [{"id": "nace-ai/drex-v1.5-20261009", "tag_usage_share": 0.193, "tag_token_share": 0.003}, {"id": "nace-ai/drex-v2.0-20261009", "tag_usage_share": 0.128, "tag_token_share": 0.002}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.107, "tag_token_share": 0.009}, {"id": "typesafe/jev-1.14-20261014", "tag_usage_share": 0.076, "tag_token_share": 0.009}, {"id": "nace-ai/drex-max-20261016", "tag_usage_share": 0.064, "tag_token_share": 0.001}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.043, "tag_token_share": 0.168}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.022, "tag_token_share": 0.072}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.021, "tag_token_share": 0.114}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.018, "tag_token_share": 0.016}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.017, "tag_token_share": 0.031}]}, {"tag": "agent:tool_dispatch", "display_name": "Tool Dispatch", "macro_category": "agent", "usage_share": 0.007, "token_share": 0.012, "category_usage_share": 0.043, "category_token_share": 0.036, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.154, "tag_token_share": 0.276}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.078, "tag_token_share": 0.11}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.069, "tag_token_share": 0.083}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.063, "tag_token_share": 0.042}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.053, "tag_token_share": 0.019}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.042, "tag_token_share": 0.019}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.041, "tag_token_share": 0.032}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.027, "tag_token_share": 0.02}, {"id": "openai/gpt-5.2-20251211", "tag_usage_share": 0.027, "tag_token_share": 0.003}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.021, "tag_token_share": 0.04}]}, {"tag": "agent:memory_extraction", "display_name": "Memory Extraction", "macro_category": "agent", "usage_share": 0.007, "token_share": 0.008, "category_usage_share": 0.043, "category_token_share": 0.025, "models": [{"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.139, "tag_token_share": 0.04}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.125, "tag_token_share": 0.135}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.08, "tag_token_share": 0.036}, {"id": "google/gemma-4-26b-a4b-it-20260403", "tag_usage_share": 0.05, "tag_token_share": 0.005}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.048, "tag_token_share": 0.126}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.045, "tag_token_share": 0.01}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.043, "tag_token_share": 0.028}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.039, "tag_token_share": 0.077}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.03, "tag_token_share": 0.078}, {"id": "openai/gpt-oss-20b", "tag_usage_share": 0.029, "tag_token_share": 0.009}]}, {"tag": "code:frontend_ui", "display_name": "Frontend & UI", "macro_category": "code", "usage_share": 0.005, "token_share": 0.021, "category_usage_share": 0.058, "category_token_share": 0.076, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.171, "tag_token_share": 0.199}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.076, "tag_token_share": 0.091}, {"id": "meta/muse-spark-1.3-contributor-20260902", "tag_usage_share": 0.064, "tag_token_share": 0.071}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.063, "tag_token_share": 0.07}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.059, "tag_token_share": 0.057}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.05, "tag_token_share": 0.045}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.047, "tag_token_share": 0.037}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.041, "tag_token_share": 0.076}, {"id": "tencent/hy3-20260706", "tag_usage_share": 0.041, "tag_token_share": 0.034}, {"id": "z-ai/glm-5.2-20260616", "tag_usage_share": 0.03, "tag_token_share": 0.027}]}, {"tag": "agent:web_search", "display_name": "Web Search", "macro_category": "agent", "usage_share": 0.005, "token_share": 0.008, "category_usage_share": 0.031, "category_token_share": 0.025, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.166, "tag_token_share": 0.206}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.093, "tag_token_share": 0.056}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.074, "tag_token_share": 0.093}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.063, "tag_token_share": 0.051}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.054, "tag_token_share": 0.027}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.048, "tag_token_share": 0.034}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.038, "tag_token_share": 0.085}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.029, "tag_token_share": 0.016}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.027, "tag_token_share": 0.026}, {"id": "perplexity/sonar", "tag_usage_share": 0.026, "tag_token_share": 0.001}]}, {"tag": "research_report", "display_name": "Research & Reports", "macro_category": "general", "usage_share": 0.005, "token_share": 0.011, "category_usage_share": 0.008, "category_token_share": 0.035, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.13, "tag_token_share": 0.156}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.082, "tag_token_share": 0.044}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.082, "tag_token_share": 0.152}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.071, "tag_token_share": 0.077}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.068, "tag_token_share": 0.035}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.064, "tag_token_share": 0.05}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.035, "tag_token_share": 0.142}, {"id": "tencent/hy3-20260706", "tag_usage_share": 0.026, "tag_token_share": 0.038}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.024, "tag_token_share": 0.014}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.022, "tag_token_share": 0.012}]}, {"tag": "code:repo_scan", "display_name": "Repo Scanning", "macro_category": "code", "usage_share": 0.004, "token_share": 0.011, "category_usage_share": 0.04, "category_token_share": 0.04, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.274, "tag_token_share": 0.323}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.114, "tag_token_share": 0.088}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.084, "tag_token_share": 0.098}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.044, "tag_token_share": 0.035}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.04, "tag_token_share": 0.018}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.035, "tag_token_share": 0.059}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.035, "tag_token_share": 0.018}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.031, "tag_token_share": 0.041}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.028, "tag_token_share": 0.031}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.026, "tag_token_share": 0.029}]}, {"tag": "math", "display_name": "Math", "macro_category": "general", "usage_share": 0.003, "token_share": 0.002, "category_usage_share": 0.006, "category_token_share": 0.005, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.131, "tag_token_share": 0.223}, {"id": "typesafe/jev-1.13-20260917", "tag_usage_share": 0.072, "tag_token_share": 0.022}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.047, "tag_token_share": 0.05}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.042, "tag_token_share": 0.05}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.041, "tag_token_share": 0.04}, {"id": "google/gemini-2.5-flash-lite", "tag_usage_share": 0.037, "tag_token_share": 0.002}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.036, "tag_token_share": 0.019}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.033, "tag_token_share": 0.026}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.022, "tag_token_share": 0.105}, {"id": "deepseek/deepseek-v4-flash-20260423", "tag_usage_share": 0.021, "tag_token_share": 0.004}]}, {"tag": "code:sql_database", "display_name": "SQL & Database", "macro_category": "code", "usage_share": 0.001, "token_share": 0.003, "category_usage_share": 0.015, "category_token_share": 0.011, "models": [{"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.132, "tag_token_share": 0.08}, {"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.117, "tag_token_share": 0.152}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.075, "tag_token_share": 0.054}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.069, "tag_token_share": 0.11}, {"id": "anthropic/claude-haiku-5.5-20261007", "tag_usage_share": 0.058, "tag_token_share": 0.014}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.048, "tag_token_share": 0.073}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.041, "tag_token_share": 0.071}, {"id": "openai/gpt-5.6-luna-20260709", "tag_usage_share": 0.03, "tag_token_share": 0.004}, {"id": "deepseek/deepseek-v4-flash-20260731", "tag_usage_share": 0.025, "tag_token_share": 0.028}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.022, "tag_token_share": 0.016}]}, {"tag": "code:devops_config", "display_name": "DevOps & Config", "macro_category": "code", "usage_share": 0.001, "token_share": 0.004, "category_usage_share": 0.012, "category_token_share": 0.016, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.183, "tag_token_share": 0.228}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.093, "tag_token_share": 0.126}, {"id": "openai/gpt-6-luna-20260922", "tag_usage_share": 0.093, "tag_token_share": 0.122}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.062, "tag_token_share": 0.06}, {"id": "openai/gpt-6.1-sol-20260929", "tag_usage_share": 0.061, "tag_token_share": 0.055}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.047, "tag_token_share": 0.033}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.046, "tag_token_share": 0.037}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.028, "tag_token_share": 0.033}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.025, "tag_token_share": 0.026}, {"id": "nvidia/nemotron-3.5-lightning-20260807:free", "tag_usage_share": 0.023, "tag_token_share": 0.022}]}, {"tag": "devops", "display_name": "DevOps", "macro_category": "general", "usage_share": 0.001, "token_share": 0.004, "category_usage_share": 0.002, "category_token_share": 0.012, "models": [{"id": "deepseek/deepseek-v4.1-flash-20261017", "tag_usage_share": 0.138, "tag_token_share": 0.184}, {"id": "deepseek/deepseek-v4.1-flash-20260910", "tag_usage_share": 0.113, "tag_token_share": 0.145}, {"id": "minimax/minimax-m3.1-flash-20261019:free", "tag_usage_share": 0.069, "tag_token_share": 0.067}, {"id": "z-ai/glm-5.3-flash-20260826", "tag_usage_share": 0.066, "tag_token_share": 0.078}, {"id": "tencent/hy4-preview-20260827", "tag_usage_share": 0.037, "tag_token_share": 0.042}, {"id": "nvidia/nemotron-3-ultra-550b-a55b-20260604:free", "tag_usage_share": 0.035, "tag_token_share": 0.024}, {"id": "z-ai/glm-5.3-20260816", "tag_usage_share": 0.034, "tag_token_share": 0.038}, {"id": "tencent/hy3-20260706", "tag_usage_share": 0.032, "tag_token_share": 0.028}, {"id": "anthropic/claude-opus-5.5-20260921", "tag_usage_share": 0.029, "tag_token_share": 0.058}, {"id": "xiaomi/mimo-v2.6-flash-20260921", "tag_usage_share": 0.028, "tag_token_share": 0.03}]}], "macro_categories": [{"key": "code", "label": "Code", "usage_share": 0.09, "token_share": 0.276}, {"key": "data", "label": "Data", "usage_share": 0.17, "token_share": 0.075}, {"key": "agent", "label": "Agent", "usage_share": 0.156, "token_share": 0.331}, {"key": "general", "label": "General", "usage_share": 0.583, "token_share": 0.318}]}}
