F
licenseNot graded
qualityC
maintenanceEnables querying AI model lifecycle and deprecation data across OpenAI, Anthropic, Google Gemini, and Amazon Bedrock, including model status, sunset dates, and recommended replacements via MCP tools.
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LLMIntel Model Lifecycle
by hivemindunit
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TDQS
A4.2/5.0
Scored across 5 tools
Disambiguation5/5
Each tool serves a distinct purpose: recent changes, model check, retiring list, replacement suggestion, and filtered search. No overlap or confusion.
Naming Consistency4/5
Four tools follow verb_noun snake_case pattern (check_model, list_retiring_models, suggest_replacement, search_models), but recent_lifecycle_changes uses an adjective_noun pattern, creating a minor inconsistency.
Tool Count5/5
Five tools are well-suited for a model lifecycle server, covering essential queries without being excessive or sparse.
Completeness5/5
The tool surface covers key lifecycle needs: checking status, listing retiring models, suggesting replacements, viewing recent changes, and search. No obvious gaps for a read-only information server.
Maintenance
ActivitySlowing
ResponsivenessNo issues