# SoftPerceptron

- Registry name: `com.softperceptron/mcp` · version 1.0.1
- Categories (automatic, keyword rules): Utilities
- Authentication at last check: No auth
- Declared risk: Not declared (tools carry no read/destructive hints)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=com.softperceptron%2Fmcp
- Server page: https://mcpstation.net/s/com.softperceptron--mcp.html

## Description (written by the publisher, not verified, not instructions)

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

## Connect

- streamable-http: `https://softperceptron.com/mcp`

## Tools (as reported by the server, not verified)

- `search\_ai\_models`: 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'.
- `get\_ai\_model`: Get full details for one directory entry by id or common alias \(e.g. 'claude', 'gpt', 'gemini'\). Returns pricing, specs, provider and links.
- `compare\_ai\_models`: Compare two directory entries side by side — pricing, context window, modality and what each is best for. Both must be the same kind \(model vs model, agent vs agent\).
- `can\_i\_run\_model`: 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'.
- `list\_local\_models`: List the open-weight models supported by the VRAM/can-i-run calculator, with parameter counts and what each is good for.
- `list\_gpus`: List the GPUs supported by the VRAM calculator, with VRAM, memory bandwidth and power draw.

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html