Beta

The infrastructure platform forModel Context Protocol.

Auto-compile APIs into MCP servers, keep tools in sync with CI/CD on every deploy, bolt on composable middleware, and publish to our registry to work everywhere across Cursor, Claude Code, Windsurf, and agent fleets.

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api /api.acme.com/v1/spec.json

Deploy tools compatible with every leading AI assistant & agent

ClaudeClaude
OpenAIOpenAI
GeminiGemini
CursorCursor
CopilotCopilot

Live Protocol

See how AI applications use MCP Servers.

When users prompt an AI assistant, it calls your Karada-hosted MCP tools behind the scenes to take real actions.

U
User Prompt (Claude / Cursor)
Order 2 spicy chicken burritos with extra guacamole from Chipotle to 452 King St with express delivery.
TOOL CALL→doordash-mcp::order_food()
200 OK (0.42ms)
Payload Arguments:
{
  "restaurant": "Chipotle Mexican Grill",
  "items": [
    {
      "name": "Spicy Chicken Burrito",
      "qty": 2,
      "options": [
        "extra_guacamole",
        "pico_de_gallo"
      ]
    }
  ],
  "delivery_address": "452 King St, Apt 4B",
  "speed": "express"
}
MCP Server Return Value:
Order #DD-84920 confirmed with Chipotle. Payment $32.40 approved via Apple Pay. Estimated arrival: 18-24 mins.
AI Assistant
Your Chipotle order has been placed! • Items: 2x Spicy Chicken Burritos (extra guacamole) • Delivery Address: 452 King St, Apt 4B (Express Delivery) • Total: $32.40 USD Estimated arrival is 18–24 mins. Live tracking link sent to your phone.
Select a scenario above to test live MCP tool executions...

Platform

The control plane for AI tool infrastructure.

One unified control plane to test tool executions, inspect real-time Streamable HTTP streams, bolt on production plugins, and monitor deployed MCP servers in seconds.

Dashboard interface of Karada showing project metrics and deployment status

Architecture

Built for production agent infrastructure.

The complete AI tool infrastructure platform: multi-source API compilation, 1-click composable plugins, sub-5ms stateless hosting, and a unified gateway across all AI harnesses.

api-spec.yaml
AST Extractor
API Specification
/v1/refunds:
post: refund_charge
schema: { charge_id, amount }
Compiled MCP Server0.42ms p99
runtime: native Go binary
✓ Streamable HTTP (10k+ streams)
✓ Strict schema validation
APIs (OpenAPI / Postman)Zero Reflection · Sub-ms p99

Build & CI/CD Sync

APIs to MCP Servers

Point Karada to any API specification. It auto-compiles APIs into MCP servers and keeps tools in sync with CI/CD on every API deploy and spec drift with Streamable HTTP transport and sub-5ms execution.

Enhanced Gateway · karada_agent
Zero Context Bloat
Standard MCP Gateway
40+ raw schemas loaded in client prompt (18k tokens)
Karada Enhanced Gateway
1 single meta-tool in context. Server routes execution.
agent call:"Find unpaid invoice in Postgres & alert billing"
server loop →postgres__query()→slack__send()✓ 2 steps
No Schema Hallucination95% Context Saved

Context-Saving Intelligence

Enhanced Gateway & Meta-Agent

Eliminate context bloat in your AI client. Instead of stuffing dozens of raw schemas into prompts, your client calls a single meta-tool (karada_agent) while Karada discovers tools and executes workflows server-side.

Env: Production▾
krd_gw_prod_9a...
Multiplexer
POSTgateway.karada.ai/mcpSingle Endpoint
Stripe MCPOAuth PKCE
PostgreSQLEncrypted
Internal APIGo Engine
GitHub MCPBearer Auth
Zero Client Config Sprawl<50ms Cached Handshake

Universal Gateway

Dual Audience & Distribution Hub

Set up configurations once on Karada and use across multiple harnesses (Cursor, Claude Code, Windsurf) while enforcing org tool standards. For MCP creators, publish to our registry to distribute tools directly to active agent fleets.

Plugin Pipeline
3 Active
⚡
Rate Limiting
100 req/min token bucket
✓
📊
GA4 & Sentry Tracing
Live error & usage telemetry
✓
🛡️
AI Firewall & Auth
Dynamic token & prompt checks
✓
Hot-PluggableZero Code Changes

Production Middleware

1-Click Composable Plugins

Bolt on Sentry error tracing, Google Analytics/GA4 telemetry, Slack alert webhooks, rate limits, and AI firewalls without modifying server code.

Live Spec Sync
CI/CD Webhook
git push origin main✓ Triggered
api spec updatedRecompiling...
Hot-Reloaded in 84ms
Spec Change PipelineZero Downtime

Continuous Delivery

Zero-Downtime Spec Sync

Keep your MCP tools in sync with API changes. Point to raw spec URLs or webhooks to auto-deploy new endpoints in 84ms without restarting agent sessions.

FAQ

Frequently asked questions.

Everything you need to know about Karada, Go engine performance, and the Model Context Protocol ecosystem.

Have a specific technical question?

Join our developer Discord community or book a direct walkthrough with our engineering team.

Ask on Discord

Direct Access

Connect with the team.

Whether you need custom OpenAPI architecture guidance, real-time developer community support, or direct founder access.

Live Office Hours1-on-1

Talk to Founder

Book a 1-on-1 session to audit your OpenAPI schema, discuss Go engine performance, or plan custom integrations with Shashwat.

SG
Shashwat Gupta
Founder & Lead Engineer
CommunityReal-time

Join our Discord

Connect with engineers deploying MCP servers, share tools, ask questions, and get instant feedback from our team.

#general-mcp
#help-and-specs
#feature-requests
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Direct Email

Send us your OpenAPI schema or architecture questions directly. We review every spec and provide detailed technical feedback.

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