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SoftPerceptron

by softperceptron.com · remote · no sign-in to list tools · v1.0.1 · published by com.softperceptron

AI model/agent directory with pricing and comparisons, plus GPU VRAM fit and tokens/sec estimates.

Changes · 1
CompareRegistry entry

6 tools: 1 change things and 5 only read.

Scanned Oct 22, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http softperceptron https://softperceptron.com/mcp

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

6 tools

Changes things 1Claude Code: ask
  • can_i_run_modelCheck whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimated decode speed in to…No findings

    Why it is in this group

    • The name "can_i_run_model" says "run": a word for a change.
    Description, as the server wrote it
    Check whether a specific open-weight model fits on a specific GPU: VRAM required, whether it fits, how much headroom, which quantization to use, and an estimated decode speed in tokens/sec. Use for questions like 'can an RTX 4090 run Llama 70B'.
Only reads 5Claude Code: allow
  • compare_ai_modelsCompare two directory entries side by side — pricing, context window, modality and what each is best for.No findings

    Why it is in this group

    • The name "compare_ai_models" says "compare": a word for reading.
    Description, as the server wrote it
    Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind (model vs model, agent vs agent).
  • get_ai_modelGet full details for one directory entry by id or common alias (e.g.No findings

    Why it is in this group

    • The name "get_ai_model" says "get": a word for reading.
    Description, as the server wrote it
    Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links.
  • list_gpusList the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw.No findings

    Why it is in this group

    • The name "list_gpus" says "list": a word for reading.
    Description, as the server wrote it
    List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw.
  • list_local_modelsList the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for.No findings

    Why it is in this group

    • The name "list_local_models" says "list": a word for reading.
    Description, as the server wrote it
    List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for.
  • search_ai_modelsSearch the SoftPerceptron directory of AI models, autonomous agents and token/credit products.No findings

    Why it is in this group

    • The name "search_ai_models" says "search": a word for reading.
    Description, as the server wrote it
    Search the SoftPerceptron directory of AI models, autonomous agents and token/credit products. Returns pricing, specs and provider for each match. Use this to answer questions like 'what AI models are available', 'cheapest model with a big context window', or 'which coding agents exist'.

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.0.1. Values in angle brackets are yours to fill in.

claude mcp add --transport http softperceptron https://softperceptron.com/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__softperceptron__search_ai_models",
      "mcp__softperceptron__get_ai_model",
      "mcp__softperceptron__compare_ai_models",
      "mcp__softperceptron__list_local_models",
      "mcp__softperceptron__list_gpus"
    ],
    "ask": [
      "mcp__softperceptron__can_i_run_model"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as softperceptron. Review it before you use it.