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90

MCP live MCP 2025-11-25 http

Playwright MCP Server

mcp.so:altssdata/aguasto-research

Watch this dependency Share evidence report

Uptime

100.0%

3 direct probes · 30d

Response

802ms

last probe

Tools

2

callable

Resources

90

readable

Prompts

0

available

Primary URL

https://www.aguasto.com/mcp/docs

Score: 90/100

Handshake verified by our own probe.

pass Answers the MCP handshake 50/50

The handshake and the list calls succeeded on the primary URL.

pass Lists tools, resources or prompts 30/30

2 tools, 90 resources, 0 prompts returned.

pass 3 or more catalogue items 10/10

92 items in total; 3 or more earns these points.

fail Describes itself 0/10

0 characters; more than 30 earns these points.

How to earn +10 points

Describe the server in one or two sentences

Set description in your server.json (or the registry listing) to say what the server does and for whom.

Tools · 2

search_pages

Find published Aguasto page titles, descriptions and canonical references. Follow the page for full sourced evidence.

get_page

Retrieve a published page's description, date, canonical URL and Markdown link. Not the full article text.

Resources · 90

API Versioning & Deprecation Policy

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/developers/versioning

Developer Sandbox & Synthetic API Tests

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/sandbox

Aguasto | Modular AI Infrastructure, GPU Compute & Inference

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/

Infrastructure

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/infrastructure

GPU Cloud

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpu-cloud

AI Inference

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/ai-inference

Development & Investment

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/development

Company

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/company

Contact

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/contact

Privacy

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/privacy

Public Research Terms of Use

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/terms

AI Compute Research Topics

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/topics

GPU systems & local clusters

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/topics/gpu-systems

Model serving & inference

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/topics/model-serving

Modular infrastructure & resources

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/topics/modular-infrastructure

Compute economics & evidence

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/topics/compute-economics

AI Compute & Infrastructure Glossary

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/glossary

Research Sources & Methodologies

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/methodologies

Developer API, MCP & SDK Documentation

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/developers

Aguasto Research & Resources

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/resources

GPU Library

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus

Model Index

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models

Inference Stack Library

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack

AI Infrastructure Engineering Guides

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn

AI Infrastructure Insights

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/insights

AI Infrastructure Research

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research

Public Infrastructure Case Analyses

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/cases

Why Modular AI Data Centers?

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/infrastructure/why-modular

Cooling & Resource Efficiency

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/infrastructure/cooling-resource-efficiency

OEM & Strategic Collaboration

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/partners

Compare GPU & Rack References

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/compare

Compare Open-Weight Model References

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/compare

AI Infrastructure Engineering Calculators

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/tools

The Growing Friction in Hyperscale Data Center Development

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/hyperscale-development-friction

NVIDIA H100 SXM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/h100

NVIDIA H200 SXM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/h200

NVIDIA B200 SXM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/b200

NVIDIA B300

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/b300

NVIDIA GB200 NVL72

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/gb200-nvl72

NVIDIA GB300 NVL72

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/gb300-nvl72

NVIDIA Vera Rubin NVL72

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/vera-rubin-nvl72

AMD Instinct MI300X

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/mi300x

AMD Instinct MI325X

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/mi325x

AMD Instinct MI355X

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/mi355x

AMD Instinct MI455X

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/mi455x

AMD Helios

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/gpus/helios

GLM-4.5

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/glm-4-5

Qwen3-235B-A22B

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/qwen3-235b-a22b

DeepSeek-R1

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/deepseek-r1

Llama 3.3 70B Instruct

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/llama-3-3-70b-instruct

Gemma 3 27B IT

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/gemma-3-27b-it

gpt-oss-120b

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/gpt-oss-120b

Kimi-K2-Instruct

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/kimi-k2-instruct

GLM-5.3

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/glm-5-3

Qwen3.8-27B

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/qwen3-8-27b

DeepSeek-V4.1-Flash

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/deepseek-v4-1-flash

Llama 4 Scout 17B-16E Instruct

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/llama-4-scout-17b-16e-instruct

Gemma 4 31B IT

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/gemma-4-31b-it

Kimi K3

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/models/kimi-k3

vLLM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/vllm

SGLang

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/sglang

TensorRT-LLM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/tensorrt-llm

NVIDIA Dynamo

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/dynamo

NVIDIA Triton Inference Server

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/triton

AMD ROCm

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/rocm

Ray Serve

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/ray-serve

Kubernetes GPU orchestration — NVIDIA device plugin

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/inference-stack/kubernetes

Model weights are only the beginning of the memory budget

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/model-weights-and-runtime-memory

Why tokens per second is not enough to benchmark inference

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/inference-benchmark-methodology

Prefill, decode and the cost of separating them

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/prefill-decode-and-disaggregated-serving

Choosing between vLLM, SGLang and TensorRT-LLM

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/choosing-an-inference-serving-framework

From Power to Inference—Building a Distributed AI Compute Network

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/from-power-to-inference

Dedicated compute and shared inference: compare the whole workload

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/insights/dedicated-and-shared-inference-economics

Distributed inference reliability begins with the failure boundary

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/distributed-inference-reliability

Core Scientific: reading contracted, energized and billed capacity

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/cases/core-scientific-capacity-disclosures

Why Modular AI Infrastructure Matters Now

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/why-modular-ai-infrastructure-matters-now

What Is a Modular AI Data Center?

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/what-is-a-modular-ai-data-center

How Modular AI Data Centers Are Built and Commissioned

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/modular-data-center-factory-to-commissioning

Liquid Cooling for High-Density GPU Systems: Follow the Interfaces

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/liquid-cooling-gpu-rack-interfaces

Why Electricity Availability Shapes AI Infrastructure Deployment

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/electricity-availability-and-time-to-power

What Is KV Cache? Capacity, Reuse and Isolation

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/kv-cache-capacity-and-policy

Continuous Batching: Throughput Without Hiding Latency

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/continuous-batching-and-latency

Applied Digital: Reading the Polaris Forge 1 Delivery Milestones

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/cases/applied-digital-polaris-forge-capacity-milestones

Crusoe Abilene: Separate Delivered Infrastructure from Expansion Plans

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/cases/crusoe-abilene-delivery-and-expansion

Data Center Cooling: Choosing Air, Liquid, Dry and Hybrid Architectures

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/data-center-cooling-air-liquid-dry-hybrid

Can Data Centers Reduce Water Consumption? Define the Water Boundary First

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/data-center-water-consumption-and-withdrawal

Measuring PUE, WUE and AI Compute Efficiency at the Right Boundary

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/measuring-pue-wue-and-ai-compute-efficiency

The Environmental Trade-offs of High-Density AI Infrastructure

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/research/environmental-tradeoffs-and-infrastructure-reuse

Selecting GPU Systems for Enterprise Inference

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/selecting-enterprise-inference-gpu-systems

Networking Rack-Scale AI Systems: Define the Communication Boundary

Published page description and links; follow canonical HTML for full content.

https://www.aguasto.com/learn/rack-scale-ai-networking-boundaries

How to use

Claude Desktop or claude.ai: add a custom connector (Customize → Connectors; on Team and Enterprise plans an owner adds it under Organization settings → Connectors) with this server URL: https://www.aguasto.com/mcp/docs

Cursor or Cline: add to your MCP config:

{
  "mcpServers": {
    "playwright_mcp_server": {
      "url": "https://www.aguasto.com/mcp/docs",
      "transport": "http"
    }
  }
}