MCP

Tools for agents that work safely in operations.

Approved command actions can be exposed as typed MCP tools. Tools follow the same approval boundary humans do. AI agents propose, policy decides, the receipt explains what happened.

What it does

Three things this surface gives you.

Hosted MCP endpoint

Worked example.

# Preview access provides KARMANFLOW_API_URL and a scoped agent key.
curl -s "$KARMANFLOW_API_URL/mcp" \
  -H "content-type: application/json" \
  -H "authorization: Bearer $KARMANFLOW_AGENT_KEY" \
  -H "x-karmanflow-tenant: $KARMANFLOW_TENANT_ID" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | jq

# Agents call tools through the same registry the
# operator console reads. Risky tools route through
# RequestApproval before the underlying command runs.

Continue inside the hosted KarmanFlow docs for the schema reference, explorer, runtime notes, and preview setup guidance.

Read hosted runtime guide

Preview

Run a working integration path.

Request a guided preview workspace, or bring a sample integration shape to a working session and we will walk through it on a call.

Privacy choices

This controls app-managed marketing analytics: cookie-free Plausible, optional Cloudflare Web Analytics, and first-party event logs with session-only UTM attribution. The site works without it.

Read the privacy notice