Krauncher analyzer

How long a GPU job will run and cost, before running it — static code analysis, never executed.

Connector by Ilya-a-sergeyev-ger · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)

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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/ilya-a-sergeyev-ger-krauncher-mcp

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

How long a GPU job will run and cost, before running it — static code analysis, never executed.

Reviews

Write a review

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Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Nov 1, 2026.

Tools: 1 read · 0 write · 0 deleteRead-only
Secrets: 1 (API keys, tokens or passwords)
Install scripts: None found
Runs as: Python package

Tools by what they do 1

Read from the source code; the running server may list different tools.

Read 1 · Look things up without changing anything.

estimate_gpu_time_and_cost

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

KRAUNCHER_API_KEY

Network hosts it talks to 5

analyzer.krauncher.com · found in code
cs231n.stanford.edu · found in code
github.com · found in code
huggingface.co · found in code
krauncher.com · found in code

Files it touches

/tmp/bert-imdb
/tmp/cora
/tmp/o
/tmp/qwen-lora

Tools (1)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

estimate_gpu_time_and_cost
Runtime, cost and performance analysis of a GPU job, before running it. Use it to predict how long a training or inference job will take, find what holds its performance back, see whether the GPU is utilized or left waiting on the host, and pick the run parameters that make the code faster or cheaper. Numbers come from a corpus of measured runs — a runtime reasoned out of source is routinely wrong by several times. The code is analyzed, never executed: change a parameter, re-estimate, keep the cheaper variant — zero GPU-seconds. Returns, on a fixed reference card (RTX PRO 6000 WS): compute_s…

Signals

Stars: 0
Forks: 0
Open issues: 0
Weekly downloads: 58
Last commit: Oct 7, 2026 (25 days ago)
Last release: Aug 13, 2026 (2 months ago)
Last package publish: Aug 13, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name: io.github.Ilya-a-sergeyev-ger/krauncher-mcp
Version: 0.5.0
Auth: API key
Packages: pypi krauncher-mcp
License: MIT
Repository: github.com/Ilya-a-sergeyev-ger/krauncher
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: Official MCP Registry github-graphql

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Cite this page

Krauncher analyzer MCP server. Agent Mart. https://agentmart.dev/connectors/ilya-a-sergeyev-ger-krauncher-mcp (last updated 2026-10-24)