LLMIntel Model Lifecycle

Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to.

我該用這個嗎

品質與安全性

A
說明品質
96%
結構描述完整度
94%
命名品質
92%
汙染風險
100%
權限相符程度
100%
協定合規性
100%

根據工具定義與協定合規性的自動化分析。

上下文成本

~797Token(工具定義)
~1.1 KB典型回應大小
中等的注意力影響(128k 上下文的 0.62%)

這是每次將伺服器的工具載入模型上下文時所消耗的約略 token 數量。數量越高,可用於其他工作的注意力就越少。

安裝

一鍵安裝

將以下內容加入你的 `claude_desktop_config.json` 檔案:

{
  "mcpServers": {
    "model-lifecycle": {
      "command": "npx",
      "args": [
        "@llmintel/mcp"
      ]
    }
  }
}

可執行的套件

npm@llmintel/mcp0.2.0stdio

遠端端點

https://llmintel.ai/v1/mcpstreamable-http

它能做什麼

工具清單

工具(5)

🟢 唯讀🟡 寫入🔴 刪除⚪ 未知
🟢check_model(model)

Check whether an LLM model id is safe to use, deprecated, or retired, and what to migrate to. Accepts the exact string used in code (e.g. 'gpt-4o', 'claude-sonnet-4-5-20250929', 'anthropic/claude-opus-4-1'). Call this before writing or changing any hardcoded model id.

輸入結構描述

{
  "type": "object",
  "properties": {
    "model": {
      "type": "string",
      "minLength": 1,
      "description": "Model id or alias exactly as it appears in code, e.g. 'gpt-4o'."
    }
  },
  "required": [
    "model"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_retiring_models(withinDays, provider)

List tracked models scheduled to retire within a time window, soonest first. Use this to audit a codebase or plan migration work.

輸入結構描述

{
  "type": "object",
  "properties": {
    "withinDays": {
      "type": "integer",
      "exclusiveMinimum": 0,
      "maximum": 1095,
      "default": 180,
      "description": "Only include models retiring within this many days. Defaults to 180."
    },
    "provider": {
      "type": "string",
      "enum": [
        "openai",
        "anthropic",
        "azure",
        "bedrock",
        "google",
        "cohere",
        "mistral"
      ],
      "description": "Restrict to one provider. Omit for all providers."
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢suggest_replacement(model)

Given a deprecated or retiring model, return the provider's recommended replacement(s) and, when none is published, active models from the same provider to consider.

輸入結構描述

{
  "type": "object",
  "properties": {
    "model": {
      "type": "string",
      "minLength": 1,
      "description": "Model id or alias to find a replacement for."
    }
  },
  "required": [
    "model"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢search_models(provider, state, limit)

List tracked models, optionally filtered by provider and lifecycle state. Use this to discover what is currently available from a provider.

輸入結構描述

{
  "type": "object",
  "properties": {
    "provider": {
      "type": "string",
      "enum": [
        "openai",
        "anthropic",
        "azure",
        "bedrock",
        "google",
        "cohere",
        "mistral"
      ],
      "description": "Filter by provider."
    },
    "state": {
      "type": "string",
      "enum": [
        "announced",
        "active",
        "legacy",
        "deprecated",
        "retiring",
        "retired"
      ],
      "description": "Filter by canonical lifecycle state, e.g. 'active' or 'deprecated'."
    },
    "limit": {
      "type": "integer",
      "exclusiveMinimum": 0,
      "maximum": 200,
      "default": 50,
      "description": "Maximum results."
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢recent_lifecycle_changes(sinceDays, provider)

Lifecycle state changes across all tracked providers, newest first. Use this to answer 'what model deprecations happened recently?'.

輸入結構描述

{
  "type": "object",
  "properties": {
    "sinceDays": {
      "type": "integer",
      "exclusiveMinimum": 0,
      "maximum": 365,
      "default": 30,
      "description": "Look back this many days. Defaults to 30."
    },
    "provider": {
      "type": "string",
      "enum": [
        "openai",
        "anthropic",
        "azure",
        "bedrock",
        "google",
        "cohere",
        "mistral"
      ],
      "description": "Restrict to one provider."
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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