Benchwarmers MCP
A self-hosted panel gateway for LLMs that allows agents to ask a collection of models at once, keeping answers side by side. It supports model routing, code review, and benchmarking by letting verdicts pick the next panel of models.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
Checks and signals
Each line is separate evidence, not a trust score.
- Popularity 1 GitHub star
What you can do with it
- Ask multiple LLMs simultaneously for comparison
- Perform code review using different models
- Benchmark models on private projects
- Route requests to specific model collections
Source and maintenance
- Last repository push
- Latest release
- v0.5.0
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
benchwarmers 0.5.0
{
"version": "0.5.0",
"transport": "stdio",
"identifier": "benchwarmers",
"runtimeHint": "uvx",
"registryType": "pypi",
"packageArguments": [
{
"type": "positional",
"value": "mcp"
}
],
"environmentVariables": [
{
"name": "BENCHWARMERS_URL",
"description": "Your Benchwarmers server (default http://127.0.0.1:8122)"
},
{
"name": "BENCHWARMERS_KEY",
"description": "A gateway key, needed beyond this machine or where the server requires keys"
},
{
"name": "BENCHWARMERS_TIMEOUT",
"description": "Seconds to wait for a panel (default 900)"
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · repository · passed · metadata changed · updated
- · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown
Connect from your client
Each snippet configures the same source-provided package; replace placeholders before use.
Cursor
{
"mcpServers": {
"benchwarmers-mcp": {
"command": "uvx",
"args": [
"benchwarmers==0.5.0",
"mcp"
],
"env": {
"BENCHWARMERS_URL": "<YOUR_BENCHWARMERS_URL>",
"BENCHWARMERS_KEY": "<YOUR_BENCHWARMERS_KEY>",
"BENCHWARMERS_TIMEOUT": "<YOUR_BENCHWARMERS_TIMEOUT>"
}
}
}
}Cline
{
"mcpServers": {
"benchwarmers-mcp": {
"command": "uvx",
"args": [
"benchwarmers==0.5.0",
"mcp"
],
"env": {
"BENCHWARMERS_URL": "<YOUR_BENCHWARMERS_URL>",
"BENCHWARMERS_KEY": "<YOUR_BENCHWARMERS_KEY>",
"BENCHWARMERS_TIMEOUT": "<YOUR_BENCHWARMERS_TIMEOUT>"
}
}
}
}VS Code
{
"servers": {
"benchwarmers-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"benchwarmers==0.5.0",
"mcp"
],
"env": {
"BENCHWARMERS_URL": "<YOUR_BENCHWARMERS_URL>",
"BENCHWARMERS_KEY": "<YOUR_BENCHWARMERS_KEY>",
"BENCHWARMERS_TIMEOUT": "<YOUR_BENCHWARMERS_TIMEOUT>"
}
}
}
}Claude Desktop
{
"mcpServers": {
"benchwarmers-mcp": {
"command": "uvx",
"args": [
"benchwarmers==0.5.0",
"mcp"
],
"env": {
"BENCHWARMERS_URL": "<YOUR_BENCHWARMERS_URL>",
"BENCHWARMERS_KEY": "<YOUR_BENCHWARMERS_KEY>",
"BENCHWARMERS_TIMEOUT": "<YOUR_BENCHWARMERS_TIMEOUT>"
}
}
}
}Let your agent find its tools
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