MCP server

SoftPerceptron Official

com.softperceptron/mcp

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

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

Working at last checkVerified publisher: softperceptron.comAbout 760 tokens per request once connected6 tools

https://softperceptron.com/mcp

At a glance

Type: MCP server
Publisher: softperceptron.com (verified by the MCP Registry)
Status: Working at last check
Tools: 6
Token cost: About 760 tokens per request
Sets up in: Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok
Last checked: 26 Oct 2026, 08:29 UTC

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

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

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.softperceptron]
url = "https://softperceptron.com/mcp"

Gemini CLI

{"mcpServers":{"softperceptron":{"httpUrl":"https://softperceptron.com/mcp"}}}

Cursor

{"mcpServers":{"softperceptron":{"url":"https://softperceptron.com/mcp"}}}

VS Code

{"servers":{"softperceptron":{"type":"http","url":"https://softperceptron.com/mcp"}}}

Antigravity

agy mcp add softperceptron https://softperceptron.com/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"softperceptron","server_url":"https://softperceptron.com/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"softperceptron","server_url":"https://softperceptron.com/mcp"}

can_i_run_model ~230 tokens
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'.
compare_ai_models ~118 tokens
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_model ~98 tokens
Get full details for one directory entry by id or common alias (e.g. 'claude', 'gpt', 'gemini'). Returns pricing, specs, provider and links.
list_gpus ~51 tokens
List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw.
list_local_models ~62 tokens
List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for.
search_ai_models ~201 tokens
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'.

Nodegrove VRAM: can I run it?
Can this LLM run on my GPU? VRAM, speed ceiling and what fits instead, for any model and GPU.
ContexteTech
Search and load AI datasets, prompts and few-shot contexts from the ContexteTech catalogue.
gpu.nz GPU cloud
Rent cloud GPUs from AI agents: live prices, VRAM estimates, launch, logs and stop.
The GTM Directory
Search and compare GTM tools and their vendor-verified MCP, API and pricing facts. Keyless.
ComparEdge Pricing
Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives.
ModelCostComparison
Find AI model pricing, estimate token costs and compare offers. No API key required.
LLM Hosting Pricing
LLM and GPU rental prices: model price lookup, GPU listings, cheapest-GPU search, price history
AI Tool Directory
Search 2,000+ AI tools: pricing, alternatives, comparisons, and live, dead or acquired status.

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