Account, billing, team, API key and model discovery tools for agents that use ModelsLab.

MCP readiness

B · 77/100

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 A, 96.8/100), 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	25/25	Endpoint answers the MCP initialize handshake (261 ms).
Protocol revision	0/10	No protocol revision reported by initialize.
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 10 tool(s) with descriptions.
Verified identity	7/10	Namespace verified by the official MCP Registry (GitHub or DNS proof at publish time).
Freshness + modern flags	0/5	not seen in a source for over 30 days.
Auth declaration	2/5	Declares credential scheme: bearer_api_key.

Applicable criteria total 90 points, scaled to 100.

Responsiveness: Responsive (261 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 37% of peers; This listing 77 · peer median 81
Latency: Faster than 86% of peers; This listing 126 ms · peer median 326 ms

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

Protocol revision −10 — Support the current protocol revision.
Now: No protocol revision reported by initialize.
Freshness + modern flags −5 — Keep the listing current in the registry or source it comes from.
Now: not seen in a source for over 30 days.
Verified identity −3 — Claim the listing and prove control of its domain.
Now: Namespace verified by the official MCP Registry (GitHub or DNS proof at publish time).

How many agent tools actually work · All statistics

Adoption signals

Public signals from outside this directory, shown for context. They do not change search order or grades.

GitHub: ★ 0 · 0 forks; last push 2026-11-01
Site rank (Tranco): #922,845 of the top 1M; modelslab.com · list of 2026-11-10

Listed in

Directories this entry was found in.

mcp-registry since 2026-10-02 capkey since 2026-10-26 ↗

How to connect

MCP endpoint (streamable-http)

https://modelslab.com/mcp/agents

JSON-RPC initialize probe

curl -X POST https://modelslab.com/mcp/agents \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

Homepage

https://docs.modelslab.com/mcp-web-api/overview

Source code

https://github.com/ModelsLab/modelslab-mcp