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AppHandoff blog — MCP, AI agents, and production handoffs

Long-form posts on AI-agent coordination, contract scanning, mismatch detection, and what it takes to move generated frontends into real production systems.

MCPEngineering

What Is the AppHandoff MCP Server?

The AppHandoff MCP server gives AI coding agents a live, structured view of your app's backend, contracts, and work in flight — so they coordinate instead of guess.

May 29, 2026 · 6 min read

MCPArchitecture

The ask_apphandoff Gateway: One Tool Instead of Fifty

How AppHandoff collapses dozens of MCP tools into one natural-language gateway: schemas on demand, paraphrased output, and confirmation before any write.

May 29, 2026 · 7 min read

MCPAIWorkflow

How MCP Turns an AI Agent Swarm Into a Team

Multiple AI coding agents collide, duplicate work, and stall silently. See how MCP handoff tickets, role lifecycles, and stale detection coordinate them.

May 29, 2026 · 7 min read

TutorialMCPSetup

Connect Claude Code, Cursor & Codex to AppHandoff via MCP

Connect Claude Code, Cursor, and Codex to AppHandoff over MCP in about five minutes: one URL, an OAuth sign-in, and your first ask_apphandoff call.

May 29, 2026 · 5 min read

ArchitectureOpinionMCP

Why a Gateway Beats Exposing Every MCP Tool

A gateway in front of your MCP tools trades fifty schemas for one intent surface, an LLM router, and a confirm step on every mutation. The tradeoffs, paid honestly.

May 29, 2026 · 8 min read

TutorialMCPLovable

Lovable MCP Setup: Connect Lovable to Your Backend in 5 Minutes (2026 Guide)

How to set up MCP with Lovable in under 5 minutes. Add AppHandoff's Lovable MCP server, authorize via OAuth, and get contract scanning, mismatch detection, and shared Kanban tickets — no config files, no Docker.

April 2, 2026 · 6 min read

EngineeringOpinion

Engineering Handoffs Are Broken — Our Fix

Design-to-code handoffs fail because they're one-shot. Real engineering needs continuous sync between prototype and production.

March 30, 2026 · 7 min read

AIArchitecture

AI Agents Need Guardrails, Not Free Rein

Letting AI agents commit directly to production is reckless. Here's how AppHandoff keeps agents productive without giving them the keys.

March 24, 2026 · 6 min read

ArchitectureEngineering

Why We Built a Continuous Sync Pipeline

Most handoff tools run once and leave you stranded. Here's why AppHandoff watches your repos continuously and how the pipeline catches drift before it becomes a production bug.

February 14, 2026 · 8 min read

Workflow

The PR-First Workflow — Every Change Ships

Direct commits are risky. AppHandoff opens a clean PR with a diff summary, preview link, and CI checks so your team stays in control.

February 8, 2026 · 6 min read

Case Study

How Agencies Scale Design-to-Code with AppHandoff

A look at how early-access agencies manage multiple Lovable repos feeding into production codebases — all from one dashboard.

February 4, 2026 · 7 min read

TutorialMCP

What is Model Context Protocol (MCP)? A Developer Guide

What is an MCP server? The Model Context Protocol is the open standard that lets AI coding agents access your project's real context — API specs, DB schemas, tickets — without manual wiring. Here's everything you need to know.

February 28, 2026 · 15 min read

AIWorkflow

AI Agent Project Management: How Bots and Humans Coordinate

AI agents don't replace Jira. They need their own lanes, review gates, and handoff points. Here's the 5-lane kanban that makes it work.

February 23, 2026 · 9 min read

EngineeringOpinion

Design to Code: Why the Handoff Still Breaks in 2026

Figma-to-code, Lovable, v0 — code generation got better but handoffs still break. The gap is coordination, not conversion.

February 18, 2026 · 8 min read

TutorialLovable

How to Ship Lovable Apps to Production

Complete guide: connect your Lovable repo, run first scan, fix mismatches, let bots plan, review PRs, and deploy to production.

February 12, 2026 · 10 min read

ComparisonAI

Lovable vs Bolt vs v0: Which AI Builder Should You Use?

A fair comparison of Lovable, Bolt, and v0 — what each does best, where each falls short, and where AppHandoff fits in.

February 7, 2026 · 9 min read

EngineeringAPI

What Are API Contracts and Why They Matter for AI Development

Machine-readable API contracts prevent drift between frontend and backend. Here's how they work and why AI agents need them.

February 2, 2026 · 8 min read

EngineeringOpinion

The Hidden Cost of Manual Handoffs in Software Teams

Manual handoffs cost mid-size teams 400-600 engineering hours per year. Here's where the time goes and how to get it back.

January 28, 2026 · 8 min read

AgencyAI

How Agencies Use AI Coding Agents to Scale Client Work

AI agents let agencies handle more clients without hiring more engineers. Here's the multi-project workflow that makes it work.

January 23, 2026 · 9 min read

EngineeringFeature

Mismatch Detection: Catching Frontend-Backend Drift Automatically

AppHandoff's scanner compares frontend API calls against backend specs on every push. Here's how it works under the hood.

January 18, 2026 · 9 min read

TutorialMCPGitHubCursor

How to Set Up GitHub MCP Server in Cursor (Step-by-Step)

Connect a GitHub MCP server to Cursor in under 2 minutes. Configure mcp.json, authenticate, and give your AI agent full project context — API specs, DB schemas, and tickets.

April 9, 2026 · 5 min read

MCPGitHubCopilotComparison

GitHub MCP Server vs GitHub Copilot: What AI Agents Actually Need

GitHub Copilot autocompletes code. A GitHub MCP server gives AI agents structured project context — API specs, DB schemas, tickets. Here's when you need which.

April 9, 2026 · 7 min read

TutorialMCPDatabase

PostgreSQL MCP Server: Give AI Agents Database Context

Connect AI coding agents to PostgreSQL via MCP. Schema awareness, migration tracking, and structured queries — without raw SQL access.

April 12, 2026 · 8 min read

TutorialMCPProject Management

Linear MCP Server: AI-Powered Issue Tracking via MCP

Connect AI coding agents to Linear via MCP for automated issue tracking, sprint context, and ticket-aware development workflows.

April 12, 2026 · 8 min read

TutorialMCP

MCP Server Examples: Real-World Implementations for AI Agents

Survey of production MCP server implementations — file system, GitHub, PostgreSQL, Linear, Slack, and AppHandoff — with architecture patterns and setup guides.

April 12, 2026 · 8 min read

EngineeringMCP

MCP Server Architecture: How the Protocol Actually Works

Deep dive into MCP protocol internals — JSON-RPC 2.0, Streamable HTTP transport, tool registration, session management, auth patterns, and scaling considerations.

April 12, 2026 · 8 min read

TutorialMCPClaude Code

Best MCP Servers for Claude Code: A Developer's Guide

The top MCP servers to connect to Claude Code — GitHub, PostgreSQL, Linear, AppHandoff, Playwright, Supabase, and more. Setup configs included.

May 30, 2026 · 10 min read

TutorialMCPClaude CodeTesting

Playwright MCP + Claude Code: Browser Automation for AI Agents

Add Playwright MCP to Claude Code and let your agent run E2E tests, take screenshots, and verify UI behavior — without you ever touching the browser.

May 30, 2026 · 7 min read

TutorialMCPClaude CodeSupabase

Supabase MCP + Claude Code: Give Your Agent Full Database Context

Connect Claude Code to Supabase via MCP in two minutes. Your agent gets live schema access, table queries, and migration history — no copy-pasting required.

May 30, 2026 · 7 min read

ComparisonAIClaude Code

Best AI Coding Agents in 2026: Claude Code, Cursor, Codex, Devin Compared

Honest comparison of the best AI coding agents — Claude Code, Cursor, Codex, Devin, and Windsurf. What each does best, where each falls short, and how to get more from any of them.

May 30, 2026 · 10 min read

TutorialLovableBackend

Adding a Real Backend to Your Lovable App

Lovable builds the frontend. Here's how to wire it to a real backend — Supabase, custom API routes, auth, and keeping both sides in sync as you ship.

May 30, 2026 · 9 min read

TutorialLovableProduction

Lovable to Production: The Complete Guide for 2026

Step-by-step guide to taking a Lovable prototype to production — connecting a real backend, fixing API mismatches, managing auth, and deploying. What the docs don't tell you.

May 30, 2026 · 12 min read

ComparisonLovableAI

Lovable Alternatives in 2026: Which AI Builder Actually Gets You to Production?

Honest comparison of Lovable alternatives — Bolt, v0, Cursor, Webflow, and Framer. What each does best, what none of them solve, and what you actually need to ship.

May 30, 2026 · 10 min read