Mmcp.market

AI Compute Radar MCP server

by aicomputeradar.dev·dev.aicomputeradar/ai-compute-radar·v1.2.0
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Which open models fit your GPU or Mac, measured. Model momentum, GPU rental prices, weekly pick.

C69/100grade C
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Safety scan
C69/100

full report

Adoption
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If you have run it, two minutes of your experience saves the next person an afternoon.

AI Compute Radar tools (5)

write = sends, deletes, buys or posts
  • find_fitFree

    Which tracked models run on a given GPU or Mac: measured GGUF weights + computed context cache + runtime overhead versus usable memory. Returns the best recommendation and every verdict (EXCELLENT/GOOD/TIGHT/OFFLOAD_REQUIRED/NOT_RECOMMENDED/UNKNOWN) with plain-language reasons. Get hardware ids from list_hardware.

  • gpu_pricesFree

    Median verified on-demand rental price per GPU class on Vast.ai (USD per hour), with min/p75 and offer counts, the collection timestamp, and per class the Rent Index: this week's median against last week and against the first week collected, a trend word, and the days excluded as marketplace glitches. The index describes what prices did; it never forecasts.

  • list_hardwareFree

    Curated GPU and Mac profiles the fit engine knows — ids, memory, usable memory after margins, bandwidth. Use an id with find_fit.

  • trending_modelsFree

    Tracked AI models ranked by Heat Score (0–100, weighted percentiles of measured Hugging Face/OpenRouter signals) with the raw signals, local-run facts (GGUF size, quantization) and links. Models still collecting a week of history have heat=null and rank after scored ones.

  • weekly_pickFree

    The current pick of the week: one tracked model chosen by a published rule (largest counted Heat Score rise among models that run comfortably on a consumer card of up to 24 GB), with the numbers frozen at selection time, a device-by-device fit ladder and the written report including its caveats. Pass week (e.g. 2026-w37) for a past issue. issue is null until the first issue is published.

Public scan report

scanner v0.1.5 · 2026-09-19 · same rubric, same numbers if you re-run it

1 low
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 1174ms20/20
  • Tool poisoning5 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenanceno repository listed3/15
  • Maintainer identityverified namespace with website, no repo4/10

Findings (1)

  • lowNo source repository listedmaint.no-repo
Overall 69/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install directly

claude mcp add --transport http ai-compute-radar https://aicomputeradar.dev/api/mcp
Add to Cursor

AI Compute Radar: common questions

Is AI Compute Radar MCP server safe?
With care: it is graded C, so read the findings first (69/100). Read the AI Compute Radar safety report
How do I install AI Compute Radar?
It runs remotely at aicomputeradar.dev. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does AI Compute Radar need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is AI Compute Radar maintained?
The latest release is v1.2.0.
Is AI Compute Radar up?
100% of our last 6 checks got an answer. We check remote servers about four times a day.
What can I use instead of AI Compute Radar?
Servers from other publishers that do the same job: mcptoon MCP server.

Alternatives to AI Compute Radar

Same job from other publishers: the closest match first, then the best rated.

  • mcptoon
    MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).
    A
AI Compute Radar vs mcptoon

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