{
  "object_id": "asca:openrouter-model-page-million-token-tool-models@2026-08-31.v1",
  "title": "Tool-calling models with at least one million context tokens",
  "slug": "million-token-tool-models",
  "snapshot_date": "2026-08-31",
  "snapshot_time": "2026-08-31T14:20:27.346Z",
  "snapshot_time_zone": "Asia/Seoul",
  "data": {
    "raw_json": "/data/openrouter-models-2026-08-31.json",
    "normalized_csv": "/data/openrouter-models-2026-08-31.csv",
    "raw_sha256": "sha256:b05830e49e69d5126bd8f71cb82f6f81cb414982821b057885df34beea5e4516",
    "csv_sha256": "sha256:28e6ba221b0b2edd9a8ff1f0505404b6890a4ade3151e0d2fbf7137cc14c4659"
  },
  "source_urls": [
    "https://openrouter.ai/api/v1/models?sort=top-weekly"
  ],
  "scope": "Paid models declaring tools support and a context window of at least 1,000,000 tokens.",
  "formula_or_selection_rule": "Keep context >= 1,000,000, declared tools support, and positive prompt/completion prices; sort by cost for 128K input + 4K output.",
  "observed_range": {
    "rows": 117,
    "listed_models": 396
  },
  "bias": "Declared compatibility, context metadata, and catalog bias.",
  "limitation": "Listed context and tools support do not prove usable long-context recall or successful tool execution.",
  "confidence": "high",
  "rows": [
    {
      "id": "qwen/qwen3.7-flash",
      "name": "Qwen: Qwen3.7 Flash",
      "rank": 52,
      "model_id": "qwen/qwen3.7-flash",
      "model_name": "Qwen: Qwen3.7 Flash",
      "created_at": "2026-07-27T22:16:01.000Z",
      "input_price_per_token_usd": 3e-8,
      "output_price_per_token_usd": 1.3e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.004359999999999999,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1000000,
      "supports_tools": true,
      "supports_structured_outputs": false,
      "input_modalities": [
        "text",
        "image",
        "video"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 52,
      "rank_throughput": 88,
      "rank_coding": 363,
      "rank_agentic": 363
    },
    {
      "id": "~deepseek/deepseek-v4-flash-latest",
      "name": "DeepSeek V4 Flash Latest",
      "rank": 376,
      "model_id": "~deepseek/deepseek-v4-flash-latest",
      "model_name": "DeepSeek V4 Flash Latest",
      "created_at": "2026-08-01T17:40:09.000Z",
      "input_price_per_token_usd": 3e-8,
      "output_price_per_token_usd": 1.6e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.00448,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1310720,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 376,
      "rank_throughput": 303,
      "rank_coding": 170,
      "rank_agentic": 157
    },
    {
      "id": "google/gemini-2.5-flash-lite:batch",
      "name": "Google: Gemini 2.5 Flash Lite (batch)",
      "rank": 215,
      "model_id": "google/gemini-2.5-flash-lite:batch",
      "model_name": "Google: Gemini 2.5 Flash Lite (batch)",
      "created_at": "2025-07-22T16:04:36.000Z",
      "input_price_per_token_usd": 5e-8,
      "output_price_per_token_usd": 2e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.0072,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1048576,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text",
        "image",
        "file",
        "audio",
        "video"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 215,
      "rank_throughput": 346,
      "rank_coding": 219,
      "rank_agentic": 208
    },
    {
      "id": "deepseek/deepseek-v4-flash-0731",
      "name": "DeepSeek: DeepSeek V4 Flash 0731",
      "rank": 1,
      "model_id": "deepseek/deepseek-v4-flash-0731",
      "model_name": "DeepSeek: DeepSeek V4 Flash 0731",
      "created_at": "2026-07-31T06:21:48.000Z",
      "input_price_per_token_usd": 6.5e-8,
      "output_price_per_token_usd": 1.8e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.00904,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1310720,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 1,
      "rank_throughput": 69,
      "rank_coding": 34,
      "rank_agentic": 25
    },
    {
      "id": "qwen/qwen3.5-flash-02-23",
      "name": "Qwen: Qwen3.5-Flash",
      "rank": 83,
      "model_id": "qwen/qwen3.5-flash-02-23",
      "model_name": "Qwen: Qwen3.5-Flash",
      "created_at": "2026-02-25T21:09:36.000Z",
      "input_price_per_token_usd": 6.5e-8,
      "output_price_per_token_usd": 2.6e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.009359999999999999,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1000000,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text",
        "image",
        "video"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 83,
      "rank_throughput": 137,
      "rank_coding": 358,
      "rank_agentic": 358
    },
    {
      "id": "z-ai/glm-5.3-flash",
      "name": "Z.ai: GLM 5.3 Flash",
      "rank": 5,
      "model_id": "z-ai/glm-5.3-flash",
      "model_name": "Z.ai: GLM 5.3 Flash",
      "created_at": "2026-08-26T13:59:01.000Z",
      "input_price_per_token_usd": 7.5e-8,
      "output_price_per_token_usd": 2.5e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.010599999999999998,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1310720,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text",
        "image",
        "video"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 5,
      "rank_throughput": 235,
      "rank_coding": 25,
      "rank_agentic": 6
    },
    {
      "id": "deepseek/deepseek-v4-flash",
      "name": "DeepSeek: DeepSeek V4 Flash 0423",
      "rank": 6,
      "model_id": "deepseek/deepseek-v4-flash",
      "model_name": "DeepSeek: DeepSeek V4 Flash 0423",
      "created_at": "2026-04-24T03:17:46.000Z",
      "input_price_per_token_usd": 8.554e-8,
      "output_price_per_token_usd": 1.7108e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.01163344,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1048576,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 6,
      "rank_throughput": 188,
      "rank_coding": 57,
      "rank_agentic": 50
    },
    {
      "id": "poolside/laguna-s-2.1",
      "name": "Poolside: Laguna S 2.1",
      "rank": 86,
      "model_id": "poolside/laguna-s-2.1",
      "model_name": "Poolside: Laguna S 2.1",
      "created_at": "2026-07-21T16:51:23.000Z",
      "input_price_per_token_usd": 9e-8,
      "output_price_per_token_usd": 1.8e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.01224,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1048576,
      "supports_tools": true,
      "supports_structured_outputs": false,
      "input_modalities": [
        "text"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 86,
      "rank_throughput": 55,
      "rank_coding": 329,
      "rank_agentic": 329
    },
    {
      "id": "nvidia/nemotron-3-super-120b-a12b",
      "name": "NVIDIA: Nemotron 3 Super",
      "rank": 150,
      "model_id": "nvidia/nemotron-3-super-120b-a12b",
      "model_name": "NVIDIA: Nemotron 3 Super",
      "created_at": "2026-03-11T16:07:19.000Z",
      "input_price_per_token_usd": 8.5e-8,
      "output_price_per_token_usd": 4e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.012479999999999998,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1000000,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 150,
      "rank_throughput": 147,
      "rank_coding": 105,
      "rank_agentic": 114
    },
    {
      "id": "meta/muse-spark-1.2-contributor",
      "name": "Meta: Muse Spark 1.2 Contributor",
      "rank": 43,
      "model_id": "meta/muse-spark-1.2-contributor",
      "model_name": "Meta: Muse Spark 1.2 Contributor",
      "created_at": "2026-08-21T18:21:16.000Z",
      "input_price_per_token_usd": 1e-7,
      "output_price_per_token_usd": 2e-7,
      "request_price_per_request_usd": 0,
      "derived_cost_usd": 0.0136,
      "derived_cost_basis": "$ per 128K input + 4K output text tokens",
      "context_tokens": 1048576,
      "supports_tools": true,
      "supports_structured_outputs": true,
      "input_modalities": [
        "text",
        "image",
        "video",
        "file",
        "audio"
      ],
      "output_modalities": [
        "text"
      ],
      "rank_top_weekly": 43,
      "rank_throughput": 34,
      "rank_coding": 249,
      "rank_agentic": 242
    }
  ]
}