DISCOVER & TEST KONNECT APIS IN REAL TIME WITH INSOMNIA 13 MIGRATE 50% FASTER WITH KONG MIGRATION SERVICES DON'T MISS OUT ON API + AI SUMMIT 2026 | PRICES INCREASE AUGUST 16
  • [Why Kong ](/company/why-kong)Why Kong
  • _API & AI CONNECTIVITY TECHNOLOGIES_
    The Unified API and AI Platform
    []
    API ManagementAI ManagementEvent ManagementMonetization
    Migration Services
    API Advisory Services + Forward Deployed EngineersNEW
    • RUNTIMES
    • [API Gateway ](/products/kong-gateway)API Gateway
    • [AI Gateway HOT](/products/kong-ai-gateway)AI Gateway HOT
    • [Event Gateway ](/products/event-gateway)Event Gateway
    • [Service Mesh ](/products/kong-mesh)Service Mesh
    • [Context Mesh ](/products/kong-konnect/features/context-mesh)Context Mesh
    • [Ingress Controller ](/products/kong-ingress-controller)Ingress Controller
    • [Kong Operator ](/products/kong-operator)Kong Operator
    • CORE SERVICES
    • [MCP Registry NEW](/products/mcp-registry)MCP Registry NEW
    • [API Service Catalog ](/products/kong-konnect/features/api-service-catalog)API Service Catalog
    • [Runtime Management ](/products/kong-konnect/features/runtime-management)Runtime Management
    • [APIOps & Automation ](/products/apiops-automation)APIOps & Automation
    • APPS & AI AGENTS
    • [Developer Portal ](/products/kong-konnect/features/developer-portal)Developer Portal
    • [Usage Billing & Metering ](/products/kong-konnect/features/usage-based-metering-and-billing)Usage Billing & Metering
    • [Observability ](/products/kong-konnect/features/api-observability)Observability
    • [KAi Agent ](/products/kong-konnect/features/kai-ai-agent)KAi Agent
    DEVELOPER TOOLS
    [Insomnia ](https://insomnia.rest/)Insomnia [Plugins ](https://developer.konghq.com/plugins/)Plugins [Volcano ](https://volcano.dev/)Volcano [Kong MCP ](https://developer.konghq.com/konnect-platform/konnect-mcp/)Kong MCP [Documentation ](https://docs.konghq.com/)Documentation [Open Source ](/community)Open Source
      • FOR PLATFORM TEAMS
      • [Developer Platform ](/solutions/building-developer-platform)Developer Platform
      • [Kubernetes and Microservices ](/solutions/build-on-kubernetes)Kubernetes and Microservices
      • [Observability ](/solutions/observability)Observability
      • [Service Mesh Connectivity ](/solutions/service-mesh-connectivity)Service Mesh Connectivity
      • [Kafka Event Streaming ](/solutions/kafka-stream-api-management)Kafka Event Streaming
      • FOR EXECUTIVES
      • [AI Connectivity ](/ai-connectivity)AI Connectivity
      • [Open Banking ](/solutions/open-banking)Open Banking
      • [Legacy Migration ](/solutions/legacy-api-management-migration)Legacy Migration
      • [Platform Cost Reduction ](/solutions/api-platform-consolidation)Platform Cost Reduction
      • [Kafka Cost Optimization ](/solutions/reduce-kafka-cost)Kafka Cost Optimization
      • [API Monetization ](/solutions/api-monetization)API Monetization
      • [AI Monetization ](/solutions/ai-monetization)AI Monetization
      • [AI FinOps ](/solutions/ai-cost-governance-finops)AI FinOps
      • FOR AI TEAMS
      • [Agent Gateway ](/agent-gateway)Agent Gateway
      • [AI Governance ](/solutions/ai-governance)AI Governance
      • [AI Security ](/solutions/ai-security)AI Security
      • [Token Cost Management ](/solutions/ai-cost-optimization-management)Token Cost Management
      • [Agentic Infrastructure ](/solutions/agentic-ai-workflows)Agentic Infrastructure
      • [MCP Production ](/solutions/mcp-production-and-consumption)MCP Production
      • [MCP Traffic Gateway ](/solutions/mcp-governance)MCP Traffic Gateway
      • FOR DEVELOPERS
      • [Mobile App API Development ](/solutions/mobile-application-api-development)Mobile App API Development
      • [GenAI App Development ](/solutions/power-openai-applications)GenAI App Development
      • [API Gateway for Istio ](/solutions/istio-gateway)API Gateway for Istio
      • [Decentralized Load Balancing ](/solutions/decentralized-load-balancing)Decentralized Load Balancing
      • BY INDUSTRY
      • [Financial Services ](/solutions/financial-services-industry)Financial Services
      • [Healthcare ](/solutions/healthcare)Healthcare
      • [Higher Education ](/solutions/api-platform-for-education-services)Higher Education
      • [Insurance ](/solutions/insurance)Insurance
      • [Manufacturing ](/solutions/manufacturing)Manufacturing
      • [Retail ](/solutions/retail)Retail
      • [Software & Technology ](/solutions/software-and-technology)Software & Technology
      • [Transportation ](/solutions/transportation-and-logistics)Transportation
    NEW
    Kong for Startups
    Apply for $100k credits & 50% off AI Gateway
  • [Pricing ](/pricing)Pricing
      • DOCUMENTATION
      • [Kong Konnect ](https://developer.konghq.com/konnect/)Kong Konnect
      • [Kong Gateway ](https://developer.konghq.com/gateway/)Kong Gateway
      • [Kong Mesh ](https://developer.konghq.com/mesh/)Kong Mesh
      • [Kong AI Gateway ](https://developer.konghq.com/ai-gateway/)Kong AI Gateway
      • [Kong Event Gateway ](https://developer.konghq.com/event-gateway/)Kong Event Gateway
      • [Kong Insomnia ](https://developer.konghq.com/insomnia/)Kong Insomnia
      • [Plugin Hub ](https://developer.konghq.com/plugins/)Plugin Hub
      • EXPLORE
      • [Blog ](/blog)Blog
      • [Learning Center ](/blog/learning-center)Learning Center
      • [eBooks ](/resources/e-book)eBooks
      • [Reports ](/resources/reports)Reports
      • [Demos ](/resources/demos)Demos
      • [Customer Stories ](/customer-stories)Customer Stories
      • [Videos ](/resources/videos)Videos
      • EVENTS
      • [API + AI Summit ](/events/conferences/api-ai-summit)API + AI Summit
      • [Webinars ](/events/webinars)Webinars
      • [User Calls ](/events/user-calls)User Calls
      • [Workshops ](/events/workshops)Workshops
      • [Meetups ](/events/meetups)Meetups
      • [See All Events ](/events)See All Events
      • FOR DEVELOPERS
      • [Get Started ](https://developer.konghq.com/)Get Started
      • [Community ](/community)Community
      • [Certification ](/academy/certification)Certification
      • [Training ](https://education.konghq.com)Training
      • COMPANY
      • [About Us ](/company/about-us)About Us
      • [We're Hiring! ](/company/careers)We're Hiring!
      • [Press Room ](/company/press-room)Press Room
      • [Contact Us ](/company/contact-us)Contact Us
      • [Kong Partner Program ](/partners)Kong Partner Program
      • [Enterprise Support Portal ](https://support.konghq.com/s/)Enterprise Support Portal
      • [Documentation ](https://developer.konghq.com/?_gl=1*tphanb*_gcl_au*MTcxNTQ5NjQ0MC4xNzY5Nzg4MDY0LjIwMTI3NzEwOTEuMTc3MzMxODI2MS4xNzczMzE4MjYw*_ga*NDIwMDU4MTU3LjE3Njk3ODgwNjQ.*_ga_4JK9146J1H*czE3NzQwMjg1MjkkbzE4OSRnMCR0MTc3NDAyODUyOSRqNjAkbDAkaDA)Documentation
  • [](/search)
  • [Login](https://cloud.konghq.com/login)Login
  • [Book Demo](/contact-sales)Book Demo
  • [Get Started](/products/kong-konnect/register)Get Started
[Blog](/blog)Blog
  • [AI Gateway ](/blog/tag/ai-gateway)AI Gateway
  • [AI Security ](/blog/tag/ai-security)AI Security
  • [AIOps ](/blog/tag/aiops)AIOps
  • [API Security ](/blog/tag/api-security)API Security
  • [API Gateway ](/blog/tag/api-gateway)API Gateway
|
    • [API Management ](/blog/tag/api-management)API Management
    • [API Development ](/blog/tag/api-development)API Development
    • [API Design ](/blog/tag/api-design)API Design
    • [Automation ](/blog/tag/automation)Automation
    • [Service Mesh ](/blog/tag/service-mesh)Service Mesh
    • [Insomnia ](/blog/tag/insomnia)Insomnia
    • [Event Gateway ](/blog/tag/event-gateway)Event Gateway
    • [View All Blogs ](/blog/page/1)View All Blogs
We're Entering the Age of AI Connectivity [Read more](/blog/news/the-age-of-ai-connectivity)Read moreProducts & Agents:
    • [Kong AI Gateway](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong API Gateway](/products/kong-gateway)Kong API Gateway
    • [Kong Event Gateway](/products/event-gateway)Kong Event Gateway
    • [Kong Metering & Billing](/products/kong-konnect/features/usage-based-metering-and-billing)Kong Metering & Billing
    • [Kong Insomnia](/products/kong-insomnia)Kong Insomnia
    • [Kong Konnect](/products/kong-konnect)Kong Konnect
  • [Documentation](https://developer.konghq.com)Documentation
  • [Book Demo](/contact-sales)Book Demo
  1. Home
  2. Blog
  3. Engineering
  4. Local Previews and Agent-Driven Authoring for Your Konnect Dev Portal
[Developer Portal](/blog/tag/developer-portal)Developer Portal
July 21, 2026
11 min read

# Local Previews and Agent-Driven Authoring for Your Konnect Dev Portal

Adam DeHaven
Senior Staff Software Engineer, Kong

The new Konnect Dev Portal Toolkit extension for Visual Studio Code gives you a live, portal-accurate preview of your content right beside the file you are editing. You watch a page take shape exactly as it will appear to your developers, as you type, without ever leaving your local editor.

Konnect has always let you preview content in the Konnect web application, rendered in your portal's real context before you publish. The extension brings that same experience out of your browser, onto your local machine in VS Code. From there, it takes the idea a step further. Pair the extension with [the Konnect MCP server](https://developer.konghq.com/konnect-platform/konnect-mcp/)the Konnect MCP server and you can hand the same author-and-preview loop to an AI agent that builds, brands, validates, and visually verifies portal content on its own. The two work together or entirely on their own: the extension gives you local previews in VS Code, the Konnect MCP gives an agent the same author-and-preview capabilities, and neither one depends on the other.

This post walks through what the extension does, how to set it up, and how the Konnect MCP server turns local previews into a full agent-driven authoring workflow.


What it is

The Konnect Dev Portal Toolkit is a free extension published by Kong Inc. on the [Visual Studio Code Marketplace](https://marketplace.visualstudio.com/items?itemName=konghq.vscode-konnect-dev-portal-toolkit)Visual Studio Code Marketplace (ID konghq.vscode-konnect-dev-portal-toolkit) and on Open VSX.

[Konnect Developer Portals](https://konghq.com/products/kong-konnect/features/developer-portal)Konnect Developer Portals are how teams publish API documentation, guides, and other content to the developers who consume their APIs. Portal pages are authored in MDC (Markdown Components), an extension of Markdown that lets you embed and configure rich components inside otherwise plain content. MDC is what makes a portal page more than a wall of text, and it is also the part that is hardest to get right without seeing it rendered. The set of available components, along with the portal customization guide, lives in the Konnect Dev Portal documentation at [portaldocs.konghq.com](https://portaldocs.konghq.com/)portaldocs.konghq.com.

That focus on portal content carries through to how the extension behaves. It activates only when you open a .md or .mdc file, so it stays out of your way until you are actually working on portal content.

Local MDC preview

How the preview renders

Open a portal content file, trigger the preview, and a panel opens beside your editor. From there it follows along with your work, keeping pace as you type and showing the page in its current state. There is no publish step in between, and no separate browser tab to keep refreshing.

What makes this preview genuinely useful, rather than merely convenient, is that it is not a generic Markdown renderer. Your content renders inside an embedded view of your selected portal, in the real portal context, so the styling matches your portal and the components render the way they will once published. This is the difference between guessing how something will look and knowing.

Pages and snippets

A portal holds two kinds of content, and the extension previews both. (For more on how portals structure content, see [pages and content](https://developer.konghq.com/dev-portal/pages-and-content/)pages and content in the Konnect documentation.)

  • Pages live in a configurable pages directory (pages by default) and can be nested in subdirectories. The preview derives the page path from the file path, so pages/getting-started/overview.md previews as /getting-started/overview, and pages/home.md previews as the portal root, /. The result is that you preview a page exactly as it will appear at its real location in the portal.
  • Snippets live in a configurable snippets directory (snippets by default) and use a flat structure, with no subdirectories. They are reusable fragments that pages pull in, and to make them render correctly in context, the extension can automatically inject all snippets into the preview. This behavior is controlled by kong.konnect.devPortal.injectSnippets and is on by default, so a page that references a snippet shows that snippet rendered rather than missing.

Opening the preview

There are three ways to open the preview, so it fits whatever you happen to be doing:

  • The button in the editor title bar, when a content file is active.
  • The command palette, via Open Portal Preview.
  • The file explorer context menu, by right-clicking a file in the file list.

And when you want to force a fresh render, a companion Refresh Portal Preview command is there to do it.



Getting set up

Getting to that first preview is a short sequence of one-time steps.

  1. Install the extension. Search for "Konnect Dev Portal Toolkit" in the VS Code Extensions panel, or install it directly from the [VS Code Marketplace](https://marketplace.visualstudio.com/items?itemName=konghq.vscode-konnect-dev-portal-toolkit)VS Code Marketplace or Open VSX.
  2. Configure a Personal Access Token. The extension authenticates to Konnect with a Personal Access Token (PAT), which starts with the prefix kpat_. Use a token from the Konnect organization that owns the Dev Portal you want to preview. Run Configure Konnect Personal Access Token (PAT) and paste your token. It is stored through VS Code SecretStorage, which uses the operating system keychain, not in plain text in your settings. If you ever need to clear your credentials, Delete Access Token removes the token and the stored portal selection. [See here for instructions on creating a Konnect PAT.](https://developer.konghq.com/konnect-api/#personal-access-tokens)See here for instructions on creating a Konnect PAT.
  3. Choose your portal. Running Select Portal fetches the portals available to your account from the Konnect API and lets you pick the one to preview against. Your selection is validated when a session starts, so a stale selection does not silently break the preview.
  4. Configure directories if needed. If your repository does not use the default pages and snippets directory names, set kong.konnect.devPortal.pagesDirectory and kong.konnect.devPortal.snippetsDirectory to match your layout.
  5. Add the recommended companion extension. We recommend installing the [Comark - Components in Markdown](https://marketplace.visualstudio.com/items?itemName=Nuxt.mdc)Comark - Components in Markdown (ID Nuxt.mdc) extension for proper syntax highlighting, completions, and formatting while you author MDC. When you have a portal selected, the Konnect Dev Portal Toolkit can sync settings so that Comark offers completions backed by your portal's actual component metadata. That means the component suggestions you see while typing reflect what your portal really supports.
  6. Optionally integrate kongctl. [kongctl](https://developer.konghq.com/kongctl/)kongctl is Kong's command-line tool for working with Konnect from the terminal. The extension can work with it: it can install the CLI, check its status, show diagnostics, and run commands with your PAT injected, through commands such as Install CLI, Check Status, Show Diagnostics, and Run Command. If kongctl is not available, the extension falls back to the API, so the CLI is an enhancement rather than a requirement.

Additional settings

A few additional settings round out the experience, all under the kong.konnect.devPortal.* namespace: autoOpenPreview, readyTimeout, debug, and showMDCRecommendation, along with the kong.konnect.kongctl.* settings for the CLI path and timeout.

Leveling up with the Konnect MCP

So far, everything keeps a human in the loop, which is exactly what you want when you are hand-authoring content and reviewing it as you go. But a growing amount of work now happens through coding agents, and the Konnect MCP server lets an agent take part in that same loop.

Connecting an agent

The Konnect MCP is a server you connect from an MCP-compatible client, such as Claude, Cursor, or Copilot, using a Konnect PAT. Connection and setup instructions live in its [documentation](https://developer.konghq.com/konnect-platform/konnect-mcp/)documentation, so this post focuses instead on what it unlocks once connected.

The short version is that your agent stops guessing at MDC from training data and starts asking the portal what is true. That matters for more than page copy: the same access lets an agent help brand your developer portal, apply customizations, and build page content that stays consistent with your design system.

Note: The Konnect MCP server can perform actions against the Konnect API using the credentials you provide. Depending on the permissions of those credentials, this may include modifying or deleting resources. For safety, use credentials with the minimum required permissions and review any AI-suggested actions before executing them.

The recommended agent workflow

To make all of that reliable, the Konnect MCP documents a recommended sequence for an agent to follow, and that sequence is what keeps the output correct and on-brand:

  1. Read the MDC syntax guide via the MCP once, to learn component syntax, props, slots, nesting, and formatting rules.
  2. Read the server usage guide via the MCP once, to learn how to use the tools effectively.
  3. List the components available in the target portal, so the agent works from the real catalog.
  4. Get component metadata: the authoritative specification of a component's props and slots, with descriptions, so the agent never invents prop names.
  5. Get component examples: real usage patterns to follow rather than improvise.
  6. Get design tokens: the portal's standardized colors, spacing, and typography, with primary brand colors derived from the portal's configured theme, so styling stays brand-consistent.
  7. Author the MDC content.
  8. Format the MDC, normalizing it to consistent formatting.
  9. Validate the MDC syntax, catching errors before anything is previewed.
  10. Generate a live preview URL, then visually inspect the result, then iterate on the design and MDC code until it’s a match.

Branding and customization

Steps 3 through 6 are what make this useful for branding and customization, not just copywriting. Because the design tokens come from the portal's theme, an agent can style content with the right colors, spacing, and typography rather than hardcoding values that drift from your brand. Components such as a page hero or a full-width page section can be built to match the portal's look from the start, so a new page reads as part of the portal rather than something pasted in.

The live preview URL and the feedback loop

How the preview URL works

The final step in that sequence is where the loop closes. Given MDC content and a target portal, the Konnect MCP generates a live preview URL that renders the content fully styled in the real portal context. Generating it requires a Konnect PAT configured for the MCP client. The URL is temporary and single-use: it is consumed on first visit and then expires. Because of that, a capable agent loads it deliberately.

It sets the browser viewport before navigating, so the page loads once at the intended width, and it waits for full hydration before taking a screenshot and comparing the result against the target. To test responsive behavior, it resizes the viewport in place rather than requesting another URL, since the existing page is already loaded, and it only requests a new preview URL when the MDC content itself changes. If the comparison shows something off, it adjusts the MDC, formats and validates again, generates a fresh URL, and repeats.

Navigating the URL, capturing screenshots, and comparing them does require a browser automation tool. [Playwright MCP](https://github.com/microsoft/playwright-mcp)Playwright MCP and [Vercel's agent-browser](https://github.com/vercel-labs/agent-browser)Vercel's agent-browser are two examples suitable for agents. And if no browser tool is available, the agent can simply return the preview URL for a user to open manually.

What the loop supports

The Konnect MCP documentation calls out three concrete use cases that this loop supports:

  • Creating a new page from a source design, such as a screenshot or an existing marketing site, then building the MDC to match it.
  • Editing an existing page, capturing how it looks before the change, making the change, and comparing the after against the before.
  • Inspecting and improving responsive design, checking how a page behaves across viewport widths and tightening it up.

Matching a design from a prompt

The first of these is the most striking in practice: point an agent at a design you want to match and let it work toward that target. A prompt to start it off might look like this:

I'd like to create a new Dev Portal page that matches the visual layout, styling, branding, and look and feel of this URL: <INSERT_URL_HERE>. The page should be built using the Konnect Developer Portal's MDC components and design system, ensuring that it is responsive and accessible across different devices and screen sizes. Pay very close attention to the font treatments, layouts, backgrounds and colors, and both the desktop and mobile viewports.

Use the MCP server to understand the MDC language, available components, and how you can customize them, then iterate and do visual verification with the preview URL to make sure the rendered page closely matches the source URL above. You can use Agent Browser, Playwright MCP, or another browser tool alongside the preview URL to do visual comparisons and help you iterate to a final version that is as close as possible to the source URL.

From there the agent follows the sequence above. It learns the syntax and components, builds the page with your design tokens, validates the result, generates a preview URL, screenshots it, compares it against the source, and refines until the two line up.



How it relates to the local preview

All of this complements the extension's local preview rather than replacing it. The extension is the human-in-the-loop tool; the Konnect MCP is the agent-facing surface for the same work, producing preview URLs a person can review afterward. Both render content in the real portal context rather than approximating it.

Publishing your changes

When the content is ready, you publish it the way you manage the rest of your portal: pages, snippets, and customizations can be kept in version control as declarative configuration and published through your existing CI/CD pipeline, such as where [kongctl](https://developer.konghq.com/kongctl/)kongctl applies the changes to Konnect with its plan, apply, and sync commands.

Why this matters

The common thread is closing the distance between writing content and knowing it is right.

For an individual author

For one person at a keyboard, this means faster authoring and fewer publish-and-check cycles. You see components render as you type, with your portal's styling, instead of publishing only to discover a mistake. And because component completions and validation are backed by your portal's real metadata, you spend less time chasing prop names and syntax errors.

For teams

At team scale, branding and customization stay consistent because design tokens come from the portal theme rather than being copied by hand, so heroes, full-width sections, and ordinary copy all sit on the same visual system. Reviews get easier because a preview URL is a real, styled page anyone can open, not a diff that reviewers have to imagine rendered. And because the Konnect MCP follows a documented workflow, content and customization work can be built into automated pipelines that author, validate, preview, and verify without a person driving each step.

Get started

Install the Konnect Dev Portal Toolkit from the [VS Code Marketplace](https://marketplace.visualstudio.com/items?itemName=konghq.vscode-konnect-dev-portal-toolkit)VS Code Marketplace or from Open VSX, configure your PAT, select a portal and region, and open a content file to see the preview. For the available MDC components and the portal customization guide, see [portaldocs.konghq.com](https://portaldocs.konghq.com/)portaldocs.konghq.com. To connect an agent to the Konnect MCP, see the docs at [developer.konghq.com/konnect-platform/konnect-mcp](https://developer.konghq.com/konnect-platform/konnect-mcp/)developer.konghq.com/konnect-platform/konnect-mcp.


## FAQs

**1. What is the Konnect Dev Portal Toolkit?**
The Konnect Dev Portal Toolkit is a free VS Code extension published by Kong that provides real-time, portal-accurate previews of MDC (Markdown Components) content. It renders pages using your actual portal styling and components, so you see exactly how content will appear to developers before you publish.

**2. What is MDC and why does it matter for developer portals?**
MDC (Markdown Components) extends standard Markdown by letting you embed and configure rich, interactive components inside otherwise plain content. It is the authoring format for Konnect Dev Portal pages, enabling elements like heroes, tabbed sections, and API reference blocks that go beyond what basic Markdown supports.

**3. How do I set up the Konnect Dev Portal Toolkit in VS Code?**
Install the extension from the VS Code Marketplace or Open VSX, configure a Konnect Personal Access Token (PAT), and select the portal you want to preview against. Optionally set custom page and snippet directory paths if your repository uses a non-default layout. The extension activates only on `.md` or `.mdc` files.

**4. What is the Konnect MCP server and how does it relate to the extension?**
The Konnect MCP server is a separate tool that gives AI agents access to your portal's components, design tokens, and live preview URLs. While the VS Code extension provides local previews for human authors, the MCP server enables agent-driven authoring workflows — letting AI build, brand, validate, and visually verify portal content autonomously.

**5. Can AI agents author Konnect Dev Portal content?**
Yes. When connected to the Konnect MCP server, an AI agent can read component metadata, apply your portal's design tokens, author MDC content, validate syntax, and generate live preview URLs to visually verify the result. The agent follows a documented workflow that keeps output consistent with your portal's branding and component catalog.

**6. How does the live preview URL work for agents?**
The Konnect MCP server generates a temporary, single-use preview URL that renders MDC content in the real portal context. A capable agent loads this URL in a browser tool, captures a screenshot, and compares it against the target design. If adjustments are needed, the agent regenerates the URL with updated MDC content and iterates until the output matches.

**7. Do the VS Code extension and Konnect MCP server depend on each other?**
No. The extension and the MCP server work together or entirely on their own. The extension gives human authors local previews in VS Code. The MCP server gives AI agents the same author-and-preview capabilities. Neither one requires the other to function.

**8. How do I publish portal content after previewing it locally?**
Content is published through your existing CI/CD pipeline using kongctl, Kong's declarative CLI for Konnect. Pages, snippets, and portal customizations are kept in version control as declarative configuration, and kongctl applies changes to Konnect with its plan, apply, and sync commands.

- [Developer Portal](/blog/tag/developer-portal)Developer Portal- [Developer Experience](/blog/tag/developer-experience)Developer Experience- [MCP](/blog/tag/mcp)MCP- [Kong Konnect](/blog/tag/kong-konnect)Kong Konnect- [Agentic AI](/blog/tag/agentic-ai)Agentic AI- [CI/CD](/blog/tag/ci-cd)CI/CD

## More on this topic

_Videos_

## Create, Explore, Manage: Improving Developer Experience with Konnect Developer Portal

_Videos_

## PEXA’s Resilient API Platform on Kong Konnect

## See Kong in action

Accelerate deployments, reduce vulnerabilities, and gain real-time visibility. 

[Get a Demo](/contact-sales)Get a Demo
**Topics**
- [Developer Portal](/blog/tag/developer-portal)Developer Portal- [Developer Experience](/blog/tag/developer-experience)Developer Experience- [MCP](/blog/tag/mcp)MCP- [Kong Konnect](/blog/tag/kong-konnect)Kong Konnect- [Agentic AI](/blog/tag/agentic-ai)Agentic AI- [CI/CD](/blog/tag/ci-cd)CI/CD
Adam DeHaven
Senior Staff Software Engineer, Kong

Recommended posts

# kongctl 1.0: A Declarative, AI-Native CLI for Kong Konnect

[Product Releases](/blog/tag)Product ReleasesJune 12, 2026

kongctl was built with the modern development stack in mind. Developers working in a terminal want the ability to query systems quickly to verify state, behaviors, and capabilities. Coding harnesses need well defined tools and accurate schemas for

Rick Spurgeon

# How to Test Gateway APIs Directly from Kong Konnect with Insomnia

[Engineering](/blog/tag)EngineeringJune 22, 2026

What You'll Build To explore the new integration, I'll build a realistic API platform workflow using Konnect, Kong Gateway, and Insomnia. By the end of this tutorial, I'll have: A Konnect Control Plane (KongAir Dev) A local Kong Gateway Data Pl

Juhi Singh

# How We Used Agentic AI to Fix Kong Gateway's Flakiest Tests

[Engineering](/blog/tag)EngineeringJune 10, 2026

Quality is at the core of every product we build. To move fast without compromising on quality, we rely on an extensive set of test suites that tell us quickly whether a change has caused a regression. Those suites are large enough that a single ful

Datong Sun

# A Unified Gateway for APIs + Agentic Applications on VMware VKS with Kong Konnect

[Engineering](/blog/tag)EngineeringMay 20, 2026

Built on top of Kong API Gateway, the Kong AI Gateway is designed to address key challenges in enterprise AI adoption. Modern AI applications rarely rely on a single model; instead, they orchestrate multiple GenAI providers, agent frameworks, Age

Anika Suri

# New MCP Support Across the Entire Konnect Platform

[Product Releases](/blog/tag)Product ReleasesOctober 14, 2025

Bridging the API (and API access) gap between AI coding tools, agents, and the APIs that they “eat” Data might be the fuel for AI. But APIs are the proper way to package that “fuel” as AI-ready “food” is through the API. AI coding tools can do a lot

Alex Drag

# Build Reuse into Your API Program with Konnect Dev Portal

[Product Releases](/blog/tag)Product ReleasesJuly 1, 2025

The new Kong Konnect Dev Portal is now generally available for all users! In March, we announced the public beta version of our reimagined Dev Portal. We set out to fully address the needs of the modern API consumer as well as the needs of the moder

Erin Choi

# New Enhancements to Konnect to Fuel API-Driven Innovation

[Product Releases](/blog/tag)Product ReleasesApril 15, 2025

APIs are the lifeblood of disruption . . . when leveraged correctly. The best, most disruptive businesses are able to harness API growth as a strategic opportunity. But how? With an API platform that drives innovation, faster delivery, and top-tier

Erin Choi

# kongctl 1.0: A Declarative, AI-Native CLI for Kong Konnect

[Product Releases](/blog/tag)Product ReleasesJune 12, 2026

kongctl was built with the modern development stack in mind. Developers working in a terminal want the ability to query systems quickly to verify state, behaviors, and capabilities. Coding harnesses need well defined tools and accurate schemas for

Rick Spurgeon

# How to Test Gateway APIs Directly from Kong Konnect with Insomnia

[Engineering](/blog/tag)EngineeringJune 22, 2026

What You'll Build To explore the new integration, I'll build a realistic API platform workflow using Konnect, Kong Gateway, and Insomnia. By the end of this tutorial, I'll have: A Konnect Control Plane (KongAir Dev) A local Kong Gateway Data Pl

Juhi Singh

# How We Used Agentic AI to Fix Kong Gateway's Flakiest Tests

[Engineering](/blog/tag)EngineeringJune 10, 2026

Quality is at the core of every product we build. To move fast without compromising on quality, we rely on an extensive set of test suites that tell us quickly whether a change has caused a regression. Those suites are large enough that a single ful

Datong Sun

# A Unified Gateway for APIs + Agentic Applications on VMware VKS with Kong Konnect

[Engineering](/blog/tag)EngineeringMay 20, 2026

Built on top of Kong API Gateway, the Kong AI Gateway is designed to address key challenges in enterprise AI adoption. Modern AI applications rarely rely on a single model; instead, they orchestrate multiple GenAI providers, agent frameworks, Age

Anika Suri

# New MCP Support Across the Entire Konnect Platform

[Product Releases](/blog/tag)Product ReleasesOctober 14, 2025

Bridging the API (and API access) gap between AI coding tools, agents, and the APIs that they “eat” Data might be the fuel for AI. But APIs are the proper way to package that “fuel” as AI-ready “food” is through the API. AI coding tools can do a lot

Alex Drag

# Build Reuse into Your API Program with Konnect Dev Portal

[Product Releases](/blog/tag)Product ReleasesJuly 1, 2025

The new Kong Konnect Dev Portal is now generally available for all users! In March, we announced the public beta version of our reimagined Dev Portal. We set out to fully address the needs of the modern API consumer as well as the needs of the moder

Erin Choi

# New Enhancements to Konnect to Fuel API-Driven Innovation

[Product Releases](/blog/tag)Product ReleasesApril 15, 2025

APIs are the lifeblood of disruption . . . when leveraged correctly. The best, most disruptive businesses are able to harness API growth as a strategic opportunity. But how? With an API platform that drives innovation, faster delivery, and top-tier

Erin Choi

# kongctl 1.0: A Declarative, AI-Native CLI for Kong Konnect

[Product Releases](/blog/tag)Product ReleasesJune 12, 2026

kongctl was built with the modern development stack in mind. Developers working in a terminal want the ability to query systems quickly to verify state, behaviors, and capabilities. Coding harnesses need well defined tools and accurate schemas for

Rick Spurgeon

# How to Test Gateway APIs Directly from Kong Konnect with Insomnia

[Engineering](/blog/tag)EngineeringJune 22, 2026

What You'll Build To explore the new integration, I'll build a realistic API platform workflow using Konnect, Kong Gateway, and Insomnia. By the end of this tutorial, I'll have: A Konnect Control Plane (KongAir Dev) A local Kong Gateway Data Pl

Juhi Singh

# How We Used Agentic AI to Fix Kong Gateway's Flakiest Tests

[Engineering](/blog/tag)EngineeringJune 10, 2026

Quality is at the core of every product we build. To move fast without compromising on quality, we rely on an extensive set of test suites that tell us quickly whether a change has caused a regression. Those suites are large enough that a single ful

Datong Sun

# A Unified Gateway for APIs + Agentic Applications on VMware VKS with Kong Konnect

[Engineering](/blog/tag)EngineeringMay 20, 2026

Built on top of Kong API Gateway, the Kong AI Gateway is designed to address key challenges in enterprise AI adoption. Modern AI applications rarely rely on a single model; instead, they orchestrate multiple GenAI providers, agent frameworks, Age

Anika Suri

# New MCP Support Across the Entire Konnect Platform

[Product Releases](/blog/tag)Product ReleasesOctober 14, 2025

Bridging the API (and API access) gap between AI coding tools, agents, and the APIs that they “eat” Data might be the fuel for AI. But APIs are the proper way to package that “fuel” as AI-ready “food” is through the API. AI coding tools can do a lot

Alex Drag

# Build Reuse into Your API Program with Konnect Dev Portal

[Product Releases](/blog/tag)Product ReleasesJuly 1, 2025

The new Kong Konnect Dev Portal is now generally available for all users! In March, we announced the public beta version of our reimagined Dev Portal. We set out to fully address the needs of the modern API consumer as well as the needs of the moder

Erin Choi

# New Enhancements to Konnect to Fuel API-Driven Innovation

[Product Releases](/blog/tag)Product ReleasesApril 15, 2025

APIs are the lifeblood of disruption . . . when leveraged correctly. The best, most disruptive businesses are able to harness API growth as a strategic opportunity. But how? With an API platform that drives innovation, faster delivery, and top-tier

Erin Choi

## Ready to see Kong in action?

Get a personalized walkthrough of Kong's platform tailored to your architecture, use cases, and scale requirements.

[Get a Demo](/contact-sales)Get a Demo

## step-0

    • Company
    • [About Kong ](/company/about-us)About Kong
    • [Customers ](/customer-stories)Customers
    • [Careers ](/company/careers)Careers
    • [Press ](/company/press-room)Press
    • [Events ](/events)Events
    • [Contact ](/company/contact-us)Contact
    • [Pricing ](/pricing)Pricing
      •    * [Terms](/legal/terms-of-use)
      •    * [Privacy](/legal/privacy-policy)
      •    * [Trust and Compliance](https://trust.konghq.com/)
    • Platform
    • [Kong AI Gateway ](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong Konnect ](/products/kong-konnect)Kong Konnect
    • [Kong Gateway ](/products/kong-gateway)Kong Gateway
    • [Kong Event Gateway ](/products/event-gateway)Kong Event Gateway
    • [Kong Insomnia ](/products/kong-insomnia)Kong Insomnia
    • [Documentation ](https://developer.konghq.com)Documentation
    • [Book Demo ](/contact-sales)Book Demo
    • Compare
    • [AI Gateway Alternatives ](/performance-comparison/ai-gateway-alternatives)AI Gateway Alternatives
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • [Kong vs AWS ](/performance-comparison/kong-vsaws)Kong vs AWS
    • [Kong vs IBM ](/performance-comparison/ibm-api-connect-vs-kong)Kong vs IBM
    • [Kong vs Mulesoft ](/performance-comparison/kong-vs-mulesoft)Kong vs Mulesoft
    • [Kong vs Postman ](/performance-comparison/kong-vs-postman)Kong vs Postman
    • Explore More
    • [Kong for Startups ](/solutions/startup-program)Kong for Startups
    • [Open Banking API Solutions ](/solutions/open-banking)Open Banking API Solutions
    • [API Governance Solutions ](/solutions/api-governance)API Governance Solutions
    • [Istio API Gateway Integration ](/solutions/istio-gateway)Istio API Gateway Integration
    • [Kubernetes API Management ](/solutions/build-on-kubernetes)Kubernetes API Management
    • [API Gateway: Build vs Buy ](/campaign/secure-api-scalability)API Gateway: Build vs Buy
    • Open Source
    • [Kong Gateway ](https://developer.konghq.com/gateway/install/)Kong Gateway
    • [Kuma ](https://kuma.io/)Kuma
    • [Insomnia ](https://insomnia.rest/)Insomnia
    • [Kong Community ](/community)Kong Community

Kong enables the connectivity layer for the agentic era – securely connecting, governing, and monetizing APIs and AI tokens across any model or cloud.

  • English
  • Japanese
  • Frenchcoming soon
  • Spanishcoming soon
  • Germancoming soon
[Everything is 200 OK](https://status.konghq.com/)
© Kong Inc. 2026
Interaction mode