model-lifecycle

https://server.smithery.ai/llmintel/model-lifecycle/mcp

● healthy

Stop your agent from shipping dead model ids. Coding agents confidently write `gpt-4-32k` and `claude-3-5-sonnet-20240620` into your code long after those ids stop answering. This server gives them a live lookup: is this model deprecated, when does it retire, and what replaces it. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. Parsed from each provider's own deprecation pages. No API key. **Ask it** - `check_model("gpt-4o")` — safe / deprecated / retiring, deadline, replacement, source link - `list_retiring_models` — what breaks in the next 90 days - `suggest_replacement` — the provider's own migration target

Transport

streamable-http

Auth

smithery_api_key

Cost

—

Protocol revision

2025-11-25

negotiated, not declared

MCP readiness

B · 86/100

Readiness is how fully this listing follows its protocol and how it behaved in our probes over 30 days. It is shown for reference and does not move it in search. Search order and leaderboards use the separate quality grade (here C+, 70.0/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ

Valid MCP handshake	10/10	initialize and tools/list both answered.
Live MCP endpoint	23/25	Endpoint answers the MCP initialize handshake (7901 ms); very slow response -2.
Protocol revision	8/10	Speaks MCP 2025-11-25, 1 revision(s) behind 2026-07-28.
Signed descriptor	n/a	No MCP standard defines a signed server descriptor.
Uptime (30 days)	15/15	30/30 probes succeeded over 30 days (100%).
Tool declaration	10/10	Lists 5 tool(s) with descriptions.
Verified identity	5/10	Publisher declared (repository, package or homepage); claim this listing to verify domain control.
Freshness + modern flags	4/5	seen in a source within 7 days.
Auth declaration	2/5	Declares credential scheme: smithery_api_key.

Applicable criteria total 90 points, scaled to 100.

Responsiveness: Very slow (7901 ms; bands ≤2.5 s, ≤5 s, ≤8 s, slower; penalty only).

Measured 2026-11-11.

Nine criteria, the same as the A2A readiness score, read from our daily MCP probe (initialize + tools/list) and 30-day probe history. No MCP standard defines a signed server descriptor, so that criterion is n/a and the other 90 points are scaled to 100. Grades: A>=90, B>=75, C>=60, D>=40, F<40. Display only: search order uses the quality grade.

Compared with peers

Against 53,039 reachable MCP servers in our daily snapshot (2026-11-12 06:46 UTC). Display only; it does not change search order.

Readiness: Higher than 80% of peers; This listing 86 · peer median 81
Latency: Faster than 35% of peers; This listing 464 ms · peer median 326 ms

Where it loses the most points, and how to win them back

Verified identity −5 — Claim the listing and prove control of its domain.
Now: Publisher declared (repository, package or homepage); claim this listing to verify domain control.
Auth declaration −3 — State how to authenticate (an auth scheme, or that none is needed).
Now: Declares credential scheme: smithery_api_key.
Live MCP endpoint −2 — Answer initialize and tools/list at the declared endpoint.
Now: Endpoint answers the MCP initialize handshake (7901 ms); very slow response -2.

How many agent tools actually work · All statistics

Listed in

Directories this entry was found in.

smithery since 2026-07-29 ↗

How to connect

MCP endpoint (streamable-http)

https://server.smithery.ai/llmintel/model-lifecycle/mcp

JSON-RPC initialize probe

curl -X POST https://server.smithery.ai/llmintel/model-lifecycle/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

Homepage

https://llmintel.ai

Listed at (smithery)

https://llmintel.ai