SoftPerceptron

Name: SoftPerceptron
Author: com.softperceptron

MCP serverMCP

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

by com.softperceptronhomepage ↗v1.0.1

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Observed by Wellknown

Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability16/16 checks ok

when	check	result	http	latency	detail
5 h ago	mcp initialize	ok	200	942 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
13 h ago	mcp initialize	ok	200	1200 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
21 h ago	mcp initialize	ok	200	1053 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
27 h ago	mcp initialize	ok	200	595 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
35 h ago	mcp initialize	ok	200	688 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
2 d ago	mcp initialize	ok	200	665 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
2 d ago	mcp initialize	ok	200	723 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
2 d ago	mcp initialize	ok	200	813 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
3 d ago	mcp initialize	ok	200	539 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools
3 d ago	mcp initialize	ok	200	670 ms	server softperceptron 1.0.1 · protocol 2025-06-18 · 6 tools

Tools observed via MCP handshake

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 a
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 a
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 estimate
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.

Declared by sources

What the publisher says

Attributed to the source that supplied each field. Treated as claims, not facts.

No long description beyond the summary.

kind Official MCP Registry

name Official MCP Registry

summary Official MCP Registry

version Official MCP Registry

description Official MCP Registry

homepageUrl Official MCP Registry

publisherName Official MCP Registry

Derived by Wellknown

Capabilities

Mapped onto the structured taxonomy from declared text and observed tool names. Confidence shown for derived entries.

commerce.pricingPricing & Quotes100%dev.filesystemFilesystem96%ai.agent-discoveryAgent Discovery96%commerce.ecommerceE-commerce Operations53%

Provenance

Where this record came from

Every source is kept verbatim. Field changes are logged as events.

Official MCP Registrycom.softperceptron/mcp

first seen 5 d ago · fetched 33 h agoopen ↗

Field history (6 recent events)

5 d ago · declared · summary → "AI model/agent directory with pricing and comparisons, plus GPU VRAM fit and tokens/sec estimates."
5 d ago · declared · description → "AI model/agent directory with pricing and comparisons, plus GPU VRAM fit and tokens/sec estimates."
5 d ago · declared · publisherName → "com.softperceptron"
5 d ago · declared · homepageUrl → "https://softperceptron.com"
5 d ago · declared · version → "1.0.1"
5 d ago · declared · protocols → ["mcp"]