Infer MCP Server
This is an MCP (Model Context Protocol) server providing resource access via SSH and RDBMS connections. It is designed to integrate with AI Copilot tools like GitHub Copilot in VS Code and Cursor.
Setup
- Install dependencies:
npm install - Build:
npm run build - Run:
npm start
Features
- SSH command execution enforced through configured profiles, command allowlists, and output quotas
- PostgreSQL database queries limited to configured connections and statement patterns
- Per-profile concurrency limits with cancellation-aware execution and progress notifications
- Classifier training orchestration via SSH profiles
Configuration
The server loads configuration from either INFER_MCP_CONFIG_PATH (JSON file) or INFER_MCP_CONFIG (inline JSON string). A starter config is available at config/sample-config.json; copy .env.example to .env and update paths/secrets as needed.
Secrets can be provided inline, via environment variables, or read from disk. Example:
{
"sshProfiles": {
"training-cluster": {
"host": "cluster.example.com",
"username": "trainer",
"privateKey": {
"path": "./secrets/training-cluster.key"
},
"policy": {
"allowedCommands": ["^python\\s+train.py\\b"],
"maxExecutionMs": 900000,
"maxOutputBytes": 1048576
}
}
},
"databaseProfiles": {
"training-metadata": {
"connectionString": { "env": "TRAINING_METADATA_DB_URL" },
"allowedStatements": ["^\\s*SELECT\\b", "^\\s*WITH\\b"],
"maxRows": 1000,
"maxExecutionMs": 20000
}
},
"training": {
"defaultCommandTemplate": "python train.py --dataset={{datasetPath}} --class={{subclass}}",
"defaultTimeoutMs": 600000
}
}
sshProfilesdefine reusable credentials for tools such assshExecuteandtrainClassifier. Forpassword,privateKey, orpassphrase, supply either a raw string,{ "env": "VAR_NAME" }, or{ "path": "relative/or/absolute" }. Base64-encoded files are supported with{ "path": "...", "encoding": "base64" }. Policies control command allowlists, maximum runtime, captured output size, and per-profilemaxConcurrentslots. The sample config includes alocal-testprofile against127.0.0.1with placeholder credentials (tester/changeme) so you can quickly exercise SSH tooling via a local daemon—update these values before real use.databaseProfilescentralise PostgreSQL access. Statements must match the configured regex allowlists and respect row/time limits, withmaxConcurrentrestricting simultaneous queries per profile.trainingcontrols defaults for classifier jobs.
Integration
Configure in your AI tool's MCP settings to connect to this server.
For VS Code GitHub Copilot: Add to mcp.json in .vscode folder.
Debugging
You can debug this MCP server using VS Code's debugger.
Simulator
Build the project (npm run build) and use the simulator to exercise tools locally without an agent client:
npm run simulate -- list
npm run simulate -- call sshExecute '{"profile":"training-cluster","command":"python train.py --help"}'
npm run simulate -- call dbQuery '{"profile":"training-metadata","query":"SELECT * FROM jobs LIMIT 5"}'
Override defaults with environment variables:
MCP_SERVER_COMMAND– binary to launch (defaultnode)MCP_SERVER_ARGS– comma-separated arguments (defaultbuild/index.js)MCP_SERVER_CWD– working directory for the spawned server
For staging validation, copy config/staging-config.json, populate the referenced secrets, and set INFER_MCP_CONFIG_PATH=$(pwd)/config/staging-config.json before running npm run simulate -- … commands. For quick localhost smoke-tests, aim INFER_MCP_CONFIG_PATH at config/sample-config.json, ensure your SSH server accepts the local-test credentials, or tweak that profile to match an existing local account. The server runs in permissive local-test mode by default; set INFER_MCP_MODE=production to re-enable SSH policy enforcement for the loopback profile when you deploy.
Integration Testing
- Build the project (
npm run build) so the simulator artifact exists. - Configure staging credentials via
INFER_MCP_CONFIG_PATHorINFER_MCP_CONFIG(the staging sample references environment variables and secret files underconfig/secrets/). - Run
npm run test:integrationto execute Vitest suites that shell out to the simulator (guarded byINTEGRATION=1). - The integration suite expects the simulator to list
sshExecute,dbQuery, andtrainClassifier; extendtests/integration/with additional cases as you add tools.
