gpu MCP servers & tools

Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.

MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.

Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. pip install "jobd[mcp]".

Classifies GPU workloads as inference or training from telemetry alone via MCP tools.

Provision private AI model endpoints on dedicated GPUs (Llama, Qwen, Mistral). Pay per minute.

Estimated game fps for any GPU or Apple Silicon chip, with the limiter and tweaks.

PC hardware decision engine for Brazil (pt-BR): compatibility, GPU recommendations, build analysis.

Run reproducible scientific workloads on GPUs, local compute, Slurm, and PBS with provenance.

Compare live GPU cloud rental prices and match workloads to the cheapest provider.

On-demand GPU nodes for agents: create nodes, run commands, and submit jobs, billed by the minute.

Which open models fit your GPU or Mac, measured. Plus model momentum and GPU rental prices.

Kilawatt Cloud MCP Server for AI Agent GPU Orchestration

Rent real GPUs from the terminal. Per-second billing, $0.50 minimum. stdio MCP server.

Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client

VMware Private AI (NVIDIA): GPU inventory, vGPU profiles, utilization, model serving — 10 tools

GPU compute price indices over MCP; every value carries a verify URL. Five key-free tools.

Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only.

Search and compare dedicated, VPS, GPU and cloud server plans by specs, location and price.

Run a GPU job under a hard dollar cap and collect the files it writes.

Rent GPUs from ParalonCloud: browse, start, poll, and stop GPU rentals over the rental API.

Every machine you have, for your coding agent: live GPU, VRAM, RAM and disk, and SSH.

Rent GPUs, robots, drones, and construction gear on RIGShare; also onboards equipment owners.

Can this LLM run on my GPU? VRAM, speed ceiling and what fits instead, for any model and GPU.