io.github.turbobeest/modelspec

up checked 2026-11-11T06:38:26.610Z

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Publisher-provided title

ModelSpec

Publisher-provided description

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

Summary by lookupd

Lets an agent find and compare AI models for a job, check licence and data policies, and estimate hardware fit.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http modelspec https://api.modelspec.dev/mcp

Codex, remote (streamable-http)

codex mcp add modelspec --url https://api.modelspec.dev/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "modelspec": {
      "url": "https://api.modelspec.dev/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (9 tools)

Publisher-provided text

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

Details

Version: b8da9336f3c5a0b56d47987251a29006a5b0487b
Transports: streamable-http
Uptime (7 days): 100%
Median latency: 473 ms
First indexed: 2026-11-01T09:58:34.593Z
Last seen in registry: 2026-11-01T09:58:34.593Z
Repository: https://github.com/turbobeest/modelspec
Website: https://modelspec.dev

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62071 servers
Last crawl: 2026-11-11T16:17:25.167Z
API base: https://api.lookupd.com
MCP URL: https://api.lookupd.com/mcp