ModelSpec

Name: ModelSpec
Author: turbobeest

MCP serverMCP

Find AI models that fit a job from your requirements, sourced benchmarks and real cost.

by turbobeestrepository ↗homepage ↗vb8da9336f3c5a0b56d47987251a29006a5b0487b

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Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability25/25 checks ok

when	check	result	http	latency	detail
57 min ago	mcp initialize	ok	200	360 ms	server modelspec d326a69bb46f9d573f28c6988aef95d412d01d9a · protocol 2025-06-18 · 9 tools
8 h ago	mcp initialize	ok	200	281 ms	server modelspec d326a69bb46f9d573f28c6988aef95d412d01d9a · protocol 2025-06-18 · 9 tools
14 h ago	mcp initialize	ok	200	216 ms	server modelspec d326a69bb46f9d573f28c6988aef95d412d01d9a · protocol 2025-06-18 · 9 tools
21 h ago	mcp initialize	ok	200	230 ms	server modelspec 581bc17186ec9c0c5a7ec1b7e532fc640c45c470 · protocol 2025-06-18 · 9 tools
28 h ago	mcp initialize	ok	200	161 ms	server modelspec 7e3d8ba6c95eac6f03e438366686c5299499b6bc · protocol 2025-06-18 · 9 tools
35 h ago	mcp initialize	ok	200	430 ms	server modelspec 7e3d8ba6c95eac6f03e438366686c5299499b6bc · protocol 2025-06-18 · 9 tools
2 d ago	mcp initialize	ok	200	225 ms	server modelspec 7e3d8ba6c95eac6f03e438366686c5299499b6bc · protocol 2025-06-18 · 9 tools
2 d ago	mcp initialize	ok	200	278 ms	server modelspec ae149af075e1ea1e479cd5ab3a43ebce74f7ca08 · protocol 2025-06-18 · 9 tools
2 d ago	mcp initialize	ok	200	257 ms	server modelspec 0bbfeed4d2e8eca5983d3364fe1c4b0aff27946c · protocol 2025-06-18 · 9 tools
3 d ago	mcp initialize	ok	200	338 ms	server modelspec 9be40994f5e884588aa21d49b2f2647e4a3fec3c · protocol 2025-06-18 · 9 tools

Tools observed via MCP handshake

rank — Legacy v1; use decide. Deprecated fixed-benchmark ranking; scores lag the catalogue and newer models may be unranked. Which models lead a fixed use-case profile
model_info — What does one model's card say? Reads https://modelspec.dev/api/models/<model_id>.json. Split mode returns only its display name. Needs an API key. Not current
list_use_cases — Which legacy profiles and ranking rules exist? Returns https://modelspec.dev/api/rank/profiles.json with evidence floors and the neutrality commitment. Needs an
policy_check — Which models and platforms does my policy allow? Returns pass, fail or undetermined per model/platform for licence, origin and data handling; undetermined is no
decide — Which models fit this job? Call decide early. Returns answer, ranked results, may_qualify, reading and recovery hints, decision_id and snapshot. Never add a gat
compare_models — What facts do 2 to 4 named models have? Returns sourced snapshot facts, offerings and evidence in caller order; unknowns stay null. Needs an API key (Authorizat
hardware_fit — Does this workload fit? Returns measured for an exact cited run, estimated with sources, or undetermined. Uses basis full with sourced headroom, or basis lower_
vocab — What can a Spec say? Returns ids and task types. Needs an API key. One vocabulary lookup per unknown facet, then decide. Use decide to compare models. Starter i
feedback — Was an answer reliable? Returns recorded/not_recorded for a rating after acting; include decision_id. Free, no key, and no Authorization header is forwarded. No

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kind Official MCP Registry

name Official MCP Registry

repoUrl Official MCP Registry

summary Official MCP Registry

version Official MCP Registry

description Official MCP Registry

homepageUrl Official MCP Registry

publisherName Official MCP Registry

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Official MCP Registryio.github.turbobeest/modelspec

first seen 7 d ago · fetched 4 d agoopen ↗

Field history (7 recent events)

7 d ago · declared · summary → "Find AI models that fit a job from your requirements, sourced benchmarks and real cost."
7 d ago · declared · description → "Find AI models that fit a job from your requirements, sourced benchmarks and real cost."
7 d ago · declared · publisherName → "turbobeest"
7 d ago · declared · homepageUrl → "https://modelspec.dev"
7 d ago · declared · repoUrl → "https://github.com/turbobeest/modelspec"
7 d ago · declared · version → "b8da9336f3c5a0b56d47987251a29006a5b0487b"
7 d ago · declared · protocols → ["mcp"]

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