LLMIntel Model Lifecycle

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

Sollte ich dies verwenden

Qualität und Sicherheit

A
Qualität der Beschreibung
96%
Vollständigkeit des Schemas
94%
Qualität der Benennung
92%
Risiko der Vergiftung
100%
Übereinstimmung der Berechtigungen
100%
Einhaltung des Protokolls
100%

Basierend auf einer automatisierten Analyse der Tool-Definitionen und der Einhaltung des Protokolls.

Kontextkosten

~797Tokens (Tool-Definitionen)
~1.1 KBTypische Antwortgröße
Mittlere Auswirkung auf die Aufmerksamkeit (0.62% von 128k Kontext)

Dies ist die ungefähre Anzahl der Tokens, die jedes Mal verbraucht werden, wenn die Tools des Servers in den Kontext eines Modells geladen werden. Höhere Werte verringern die Aufmerksamkeit, die für andere Aufgaben verfügbar ist.

Installieren

Installation mit einem Klick

Fügen Sie dies Ihrer Datei `claude_desktop_config.json` hinzu:

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

Ausführbare Pakete

npm@llmintel/mcp0.2.0stdio

Remote-Endpunkte

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

Was es kann

Tool-Inventar

Tools (5)

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🟢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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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?'.

Eingabe-Schema

{
  "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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