LLMIntel Model Lifecycle
mcp remote · streamable-http · v0.2.0 · source: crawl
https://llmintel.ai/v1/mcp
https://github.com/hivemindunit/llmintel-mcp
Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to.
Works
100
Verified Oct 31, 2026 · p50 622 ms · p95 882 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'llmintel' |
| tools_listed | 15 | pass | 5 tools |
| schema_complete | 15 | pass | 5 of 5 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 622 ms |
| latency_p95 | 5 | pass | p95 882 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (5)
| Name | Description | Schema |
|---|---|---|
search_models | List tracked models, optionally filtered by provider and lifecycle state. Use this to discover what is currently available from a provider. | typed |
recent_lifecycle_changes | Lifecycle state changes across all tracked providers, newest first. Use this to answer 'what model deprecations happened recently?'. | typed |
check_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 | typed |
list_retiring_models | List tracked models scheduled to retire within a time window, soonest first. Use this to audit a codebase or plan migration work. | typed |
suggest_replacement | 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. | typed |
Badge
Paste into your README. It updates on every verification.
[](https://app.agent-xm.com/a/ai-llmintel-model-lifecycle)
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