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AllTopicsToday > Blog > AI > Kong Releases Volcano: A TypeScript, MCP-native SDK for Building Production Ready AI Agents with LLM Reasoning and Real-World actions
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Kong Releases Volcano: A TypeScript, MCP-native SDK for Building Production Ready AI Agents with LLM Reasoning and Real-World actions

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Last updated: October 18, 2025 10:56 am
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Published: October 18, 2025
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Kong has open sourced Volcano, a TypeScript SDK that makes use of native Mannequin Context Protocol (MCP) instruments to configure multi-step agent workflows throughout a number of LLM suppliers. This launch coincides with in depth MCP capabilities for Kong AI Gateway and Konnect, positioning Volcano because the MCP-managed management aircraft developer SDK.

Why use the Volcano SDK? As a result of 9 strains of code is quicker to write down and simpler to take care of than 100+ strains of code. What if you do not have the Volcano SDK? Dealing with the device schema, context administration, supplier switching, error dealing with, and HTTP shopper requires over 100 strains. With Volcano SDK: 9 strains.

import { agent, llmOpenAI, llmAnthropic, mcp } from “volcano-ai”; // Setup: 2 LLMs, 2 MCP servers const planner = llmOpenAI({ mannequin: “gpt-5-mini”, apiKey: course of.env.OPENAI_API_KEY! }); const executor = llmAnthropic({ mannequin: “claude-4.5-sonnet”, apiKey: course of.env.ANTHROPIC_API_KEY! }); const database = mcp(“https://api.firm.com/database/mcp”); constlack = mcp(“https://api.firm.com/slack/mcp”); // One workflow is await agent({ llm: planner }) .then({ immediate: “Analyze final week’s gross sales knowledge”, mcps: [database] // Auto-detect and name the suitable device }) .then({ llm: executor, // Swap to Claude Immediate: “Create government abstract” }) .then({ Immediate: “Submit abstract to #executives”, mcps: [slack]
}). run();

What do volcanoes supply?

Volcano exposes a compact, chainable API that switches the LLM at every step whereas passing intermediate context between steps (e.g., plan in a single mannequin and execute in one other). Treats MCP as a first-class interface. Builders cross Volcano an inventory of MCP servers, and the SDK routinely discovers and invokes the device. Manufacturing options embody automated retries, per-step timeouts, MCP server connection pooling, OAuth 2.1 authentication, and OpenTelemetry tracing/metrics for distributed observability. The venture is launched with Apache-2.0.

The primary options of Volcano SDK are:

Chainable API: Construct multi-step workflows utilizing the concise .then(…).run() sample. Context move between steps Utilizing MCP native instruments: Passing the MCP server. The SDK routinely detects and calls the suitable device at every step. Multi-provider LLM assist: Combine fashions inside one workflow (e.g. plan in a single workflow and run in one other). Streaming intermediate and last outcomes for responsive interactions with brokers. Configurable retries and timeouts for every step to enhance reliability beneath real-world failures. Hooks to customise conduct and instrumentation (earlier than/after steps). Typed error dealing with to uncover actionable errors throughout agent execution. Specific complicated management flows with parallel execution, branches, and loops. Observability with OpenTelemetry gives traces and metrics throughout steps and gear calls. OAuth assist and connection pooling help you entry MCP servers securely and effectively.

The place does it match into Kong’s MCP structure?

Kong’s Konnect platform provides a number of MCP governance and entry layers that complement Volcano’s SDK floor.

AI Gateway consists of MCP Gateway options equivalent to automated server technology from Kong-managed APIs, centralized OAuth 2.1 for MCP servers, and observability of instruments, workflows, and prompts within the Konnect dashboard. These present unified coverage and evaluation for MCP evaluation. By turning the Konnect developer portal into an MCP server, AI coding instruments and brokers can uncover APIs, request entry, and use endpoints programmatically, decreasing guide credential workflows and offering entry to the API catalog by way of MCP. Kong’s workforce additionally previewed MCP Composer and MCP Runner for designing, producing, and working MCP servers and integrations.

Necessary factors

Volcano is an open-source TypeScript SDK that makes use of first-class MCP instruments to construct multi-step AI brokers. The SDK gives manufacturing performance (retries, timeouts, connection pooling, OAuth, OpenTelemetry traces/metrics) for MCP workflows. Volcano configures a number of LLM plans/executions and auto-discovers/invokes MCP servers/instruments to attenuate customized glue code. Kong combines an SDK and platform management. AI Gateway/Konnect provides automated MCP server technology, centralized OAuth 2.1, and observability.

Kong’s Volcano SDK is a sensible addition to the MCP ecosystem. A TypeScript-first agent framework that connects developer workflows with enterprise controls (OAuth 2.1, OpenTelemetry) offered by way of AI Gateway and Konnect. This pairing fills widespread gaps in agent stacks (device discovery, authentication, and observability) with out inventing new interfaces past MCP. This design prioritizes protocol-native MCP integration over bespoke glue, decreasing operational drift and eliminating audit gaps as inner brokers scale.

Take a look at the GitHub repository and technical particulars. Be at liberty to go to our GitHub web page for tutorials, code, and notebooks. Additionally, be at liberty to observe us on Twitter. Additionally, do not forget to affix the 100,000+ ML SubReddit and subscribe to our publication. hold on! Are you on telegram? Now you can additionally take part by telegram.

Michal Sutter is a knowledge science skilled with a grasp’s diploma in knowledge science from the College of Padova. With a powerful basis in statistical evaluation, machine studying, and knowledge engineering, Michal excels at reworking complicated datasets into actionable insights.

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