Real problems, solved in production.

Challenge

AI assistants and agents are only as useful as the tools they can reach. But exposing an existing REST API to a model like Claude means hand-writing and maintaining a bespoke Model Context Protocol (MCP) server for every endpoint. That work is repetitive, error-prone, and out of date the moment the API changes.

Solution

Kuhn Consulting designed and built API2MCP, a platform that turns any REST API into a hosted MCP server, so AI clients can call existing services as native tools with no custom glue code.

• Register API providers from an OpenAPI spec or auto-import existing endpoints
• One-click “Wrap to MCP” generates a live MCP server and toolset
• Tools stay in sync with the live API spec: new endpoints added, removed ones dropped, and manual tools kept
• Secure credential and auth management per provider (API key, bearer header, and more)
• Centralized dashboard for servers, tools, providers, and 24-hour usage
• Tier-based plans with rate limiting, payload limits, and per-day request quotas

Results

A hosted platform where teams stand up production MCP servers in minutes instead of days, turning live APIs like weather.gov and USDA into AI-ready tools that Claude, Claude Code, and other MCP clients can call directly.

Challenge

Multiple client applications needed the same shared backend infrastructure: authentication, payments, AI integration, messaging. Building all of that separately for each app was costly and unsustainable.

Solution

Kuhn Consulting architected and built a multi-tenant SaaS backend serving as shared infrastructure, with open-source SDK packages enabling rapid client app development.

• Multi-tenant architecture with database-level tenant isolation
• Multi-provider AI integration layer (OpenAI, Azure OpenAI, Anthropic) with prompt versioning and streaming
• Stripe + PayPal subscription billing with full lifecycle management
• Enterprise auth: OAuth2, WebAuthn/Passkeys, 2FA, social login
• Multi-provider SMS/email services with templated messaging
• Shared TypeScript SDK packages for React, React Native, and Node.js
• Real-time messaging hub via SignalR
• Reusable Blazor component library with theming and centralized error handling

Results

A production platform now serving multiple client applications from a single backend, with reusable SDK packages that dramatically reduce development time for new apps. Full subscription management, real-time messaging, and AI capabilities available to all tenants.

Challenge

A client needed an AI coaching app that could run natively on every major platform (Windows, iOS, macOS, and Android) with real-time streaming, voice interaction, and the flexibility to switch between AI providers.

Solution

Kuhn Consulting built a cross-platform .NET MAUI application with Blazor Hybrid UI, delivering native performance from a single C# codebase.

• Multi-model support with provider abstraction (OpenAI, Anthropic, Gemini)
• Real-time streaming AI responses with persistent session history
• Speech-to-text and text-to-speech for hands-free voice coaching
• Configurable coaching style and model parameters
• Tier-based subscription with usage limits

Results

A fully native AI coaching app deployed across all four major platforms from a single codebase, with smooth voice interaction and the ability to switch AI providers without code changes.

Challenge

Organizations needed a way to create and manage complex forms without pulling in a developer, including generating forms from natural language, scanning existing documents, and exporting in multiple formats.

Solution

Kuhn Consulting designed a dynamic form builder using the Entity-Attribute-Value pattern, enabling unlimited customization without database schema changes.

• AI-powered form generation from natural language descriptions
• Document scanning: converts PDF/image forms into structured templates
• Multi-format export pipeline (PDF, JSON, CSV, XML)
• QR code generation and embed-code sharing for distribution
• Drag-and-drop field organization with role-based authorization

Results

A flexible form platform that lets non-technical users build sophisticated forms in minutes: from scratch, by describing them in plain English, or by scanning existing paper forms.

Challenge

Outdoor enthusiasts needed reliable trail condition forecasts in places with little or no connectivity, which meant AI-generated insights, interactive mapping, and an offline-first architecture.

Solution

Kuhn Consulting built a cross-platform .NET MAUI application with an offline-first SQLite architecture and AI-powered forecasting.

• AI-generated trail condition forecasts via OpenAI
• Interactive Mapbox mapping with multiple styles and trail overlays
• Local-first SQLite architecture for offline use
• Intelligent API call optimization to reduce costs
• Audio caching for offline playback

Results

A reliable trail forecasting app that works offline, delivering AI-powered condition reports with interactive mapping even in remote areas with no cell service.