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LLMIntel Model Lifecycle

by ai.llmintel
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Server Details

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

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
hivemindunit/llmintel-mcp
GitHub Stars
1
Server Listing
LLMIntel Model Lifecycle
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 5 tools

Disambiguation4/5

Each tool has a fairly distinct entry point: point lookup (check_model), time-windowed listing (list_retiring_models), change feed (recent_lifecycle_changes), filtered discovery (search_models), and replacement advice (suggest_replacement). However, check_model already returns a migration target and suggest_replacement does replacement advice, and list_retiring_models overlaps with search_models filtered by state, creating mild boundary confusion.

Naming Consistency4/5

Four of five names follow a verb_noun or verb_object pattern (check_model, list_retiring_models, search_models, suggest_replacement). recent_lifecycle_changes deviates as a bare noun phrase rather than an action, a minor inconsistency but still readable and predictable overall.

Tool Count5/5

Five tools is well-scoped for a model-lifecycle lookup service, with each tool earning its place across distinct query patterns (single model, retiring window, recent changes, discovery, replacement).

Completeness4/5

The surface covers the core lifecycle workflows: verify a model, audit retirements, review recent changes, discover available models, and find replacements. Minor gaps remain (e.g., batch/codebase-wide model checking or full per-model detail/history), but agents can work around them.

Available Tools

5 tools
check_modelCheck a model's lifecycle statusA
Read-only
Inspect

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.

Inputs: model (required).

list_retiring_modelsList models retiring soonA
Read-only
Inspect

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

Inputs: provider, withinDays.

recent_lifecycle_changesRecent lifecycle changesA
Read-only
Inspect

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

Inputs: provider, sinceDays.

search_modelsSearch the model catalogA
Read-only
Inspect

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

Inputs: limit, state, provider.

suggest_replacementSuggest a replacement for a modelA
Read-only
Inspect

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.

Inputs: model (required).

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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