LLM Preflight MCP
A local, cross-provider preflight check tool for LLM integration changes. It allows engineers to define output rules, JSON shapes, or routing labels, and then validates LLM responses against these constraints before deploying model, prompt, schema, or provider changes. It supports running as an MCP server to integrate with AI agents.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
What you can do with it
- Validate LLM responses against defined JSON schemas or output rules
- Check model outputs before changing providers or prompts
- Run preflight checks locally as an MCP server for agent integration
Source and maintenance
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
llm-preflight 2.23.0
{
"version": "2.23.0",
"transport": "stdio",
"identifier": "llm-preflight",
"registryType": "pypi",
"packageArguments": [
{
"name": "--workspace",
"type": "named",
"format": "filepath",
"isRequired": true,
"description": "Absolute path to the repository that the server may read."
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
Connect from your client
Each snippet configures the same source-provided package; replace placeholders before use.
Cursor
{
"mcpServers": {
"llm-preflight-mcp": {
"command": "uvx",
"args": [
"llm-preflight==2.23.0"
]
}
}
}Cline
{
"mcpServers": {
"llm-preflight-mcp": {
"command": "uvx",
"args": [
"llm-preflight==2.23.0"
]
}
}
}VS Code
{
"servers": {
"llm-preflight-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"llm-preflight==2.23.0"
]
}
}
}Claude Desktop
{
"mcpServers": {
"llm-preflight-mcp": {
"command": "uvx",
"args": [
"llm-preflight==2.23.0"
]
}
}
}Let your agent find its tools
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