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Karada eliminates the operational friction of deploying and hosting Model Context Protocol (MCP) servers. Whenever you compile an Auto-MCP project or connect an API specification, Karada provisions an isolated, high-performance Go container runtime ready to handle concurrent tool invocations from AI assistants and autonomous agent fleets.

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High-Throughput Architecture

Karada runtimes are engineered for production agent workloads:
  • Stateless Streamable HTTP Transport: Modern MCP protocol standard (POST /mcp + stdio, protocol 2026-07-28), eliminating legacy stateful connection overhead.
  • Sub-5ms Execution Latency: Compiled Go engine with zero reflection overhead.
  • 10,000+ Concurrent Streams: Handles bursty multi-agent workloads with ease.
  • Automated TLS & Custom Domains: Free automated Let’s Encrypt certificates or custom domain bindings (e.g., mcp.yourcompany.com).

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How Deployments Work

A deployment represents a specific build artifact and isolated runtime state for your MCP server.

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Automated Build & CI/CD Pipeline

When you click Deploy or trigger a repository webhook:
  1. Spec Ingestion & Validation: Validates your API specification (OpenAPI or Postman).
  2. Go Compilation: Builds the native Go binary with compiled schemas and active composable plugins.
  3. Endpoint Provisioning: Exposes a secure HTTPS Streamable HTTP endpoint with sub-5ms response latency.

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Managing Deployments & Health

From the Deployments tab in your Project Dashboard, manage your runtime lifecycle:

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Real-Time Build & Runtime Logs

Every build stream is captured live. If an upstream specification contains unresolved $ref pointers or missing credentials, the build log highlights the exact error for rapid troubleshooting.

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Zero-Downtime Rollbacks

If a spec change or configuration tweak causes issues, revert instantly. Click the action menu next to any previous successful deployment and select Rollback. Karada routes traffic back to the prior stable container with zero downtime.

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Custom Domains & Managed TLS

By default, every project receives a secure https://<project-slug>.karada.ai endpoint. You can also bind custom enterprise domains via standard DNS CNAME records. Karada automatically issues and renews TLS certificates.