MCP Recipes

Build Real AI Tools

Step-by-step tutorials that combine MCP servers with AI to create practical tools. Each recipe includes working code, architecture diagrams, and best practices.

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Working Code

Copy-paste configurations and scripts

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Architecture

Understand how components connect

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Production Ready

Security and best practices included

Intermediate15 min read

MCP Agent Use Cases: 8 AI Agents to Build by Role (2026)

MCP agent use cases by role: sales, marketing, social media, support, data and engineering. The MCP servers worth connecting, their real hosted URLs, and the right model for each job.

Intermediate14 min read

MongoDB MCP Server: Build an AI Agent for Natural-Language Mongo Queries

Spin up a hosted MongoDB MCP server in seconds — or self-host the official mongodb-mcp-server. Connect Claude, GPT-5, Gemini or DeepSeek and run queries, aggregation pipelines and schema audits in plain English.

Intermediate13 min read

Datadog MCP: AI-Powered Alert Triage and Dashboard Queries (Bits AI Setup)

Connect Claude (or GPT, Gemini, Grok) to Datadog with the official Bits AI MCP server. Triage alerts, query metrics, search logs and pull APM traces in plain English. No OAuth dance required — two API keys and you are live.

Intermediate9 min read

AI for Sales Ops: Run HubSpot, Slack and Linear From One Chat Agent

Connect HubSpot, Slack and Linear to a single AI agent and manage your entire sales pipeline from one conversation — no tab switching, no copy-pasting. Exact setup using the official MCP servers for each tool.

Intermediate9 min read

AI for DevOps: GitHub, Cloudflare and Sentry in One Agent

Connect GitHub, Cloudflare and Sentry to one AI agent — inspect commits, check Worker deployments, triage production errors and trace a Sentry alert back to the offending commit without switching tabs.

Intermediate9 min read

AI for Customer Success: Stripe, Slack and Linear in One Agent

A customer success agent that pulls Stripe billing, Slack conversations and Linear tickets into a single chat — see a customer's full health picture in one prompt, spot churn signals early, and log follow-ups without switching tools.

Intermediate12 min read

5 MCP Automation Recipes Every Developer Should Steal in 2026

Playwright MCP lets Claude run and fix browser tests in a closed loop. GitHub MCP turns a natural language prompt into a full PR. Supabase MCP writes migrations and updates RLS from one message. Here are 5 copy-paste workflows that save hours every week.

Intermediate13 min read

How to Automate Reddit Ads with Claude AI and MCP — Subreddit Intelligence, Community Targeting, and Real Results

Reddit's eCPM is $2.29 versus Meta's $11.73 — but most advertisers never unlock why certain subreddits convert and others don't. The Reddit Ads MCP server gives Claude live access to your campaigns, ad groups, and community-level performance data. Here are five workflows built for Reddit's unique signals.

Intermediate15 min read

Cross-Platform Ad Reporting with Claude AI and MCP — One Prompt for All Your Ad Data

Most advertisers optimize each platform in a silo and never see the full picture. The real waste in paid media isn't inside Google Ads or Meta — it's in the gap between platforms. With Claude connected to all your ad accounts simultaneously via MCP, you can ask one question and get an answer that spans Google, Meta, Amazon, LinkedIn, TikTok, Pinterest, X, and Snapchat at once.

Intermediate13 min read

How to Automate Snapchat Ads with Claude AI and MCP — AR Intelligence, Story Performance, and Real Results

Snapchat reaches 90% of 13–24 year olds — but most advertisers never get past surface-level metrics. Swipe-up rate, story completion rate, and AR lens engagement tell a story that Ads Manager buries in manual exports. The Snapchat Ads MCP server gives Claude live access to your campaigns, ad squads, and creative data. Here are five workflows built for the platform's unique signals.

Intermediate15 min read

How to Automate X (Twitter) Ads with Claude AI and MCP — Honest Workflows for a Platform in Transition

X shipped an official MCP server at api.x.com/mcp in June 2026 — but it does not touch advertising. Here is what XMCP actually covers, which third-party servers you still need for campaign management, and the X Ads workflows that genuinely pay off.

Intermediate16 min read

How to Automate TikTok Ads with Claude AI and MCP — Workflows, Creative Intelligence, and Real Results

TikTok shipped an official MCP server — no developer app, no approval queue, just sign in with your TikTok for Business account. It comes in two flavours (~400 tools or ~40), and which you pick matters more than you would think. Here is how to connect it, the two gotchas that will bite you, and five workflows that change how you run TikTok paid media.

Intermediate13 min read

How to Automate Pinterest Ads with Claude AI and MCP — E-Commerce Workflows, Shopping Ads, and Real Results

Pinterest is the only ad platform where users arrive already planning to buy. Save rate, closeup rate, and shopping catalog performance tell a story no other platform can — and most advertisers never read it. The Pinterest Ads MCP server gives Claude live access to your campaigns, Pin metrics, and product data. Here are five workflows built for e-commerce.

Intermediate16 min read

How to Automate Google Ads with Claude AI and MCP — Tools, Workflows, and Real Results

The Google Ads MCP server gives Claude live access to your campaign data. Here is how to connect it, which of the four available servers to use, and five real PPC workflows that replace hours of manual work.

Intermediate15 min read

How to Automate Amazon Ads with Claude AI and MCP — Workflows, Tools, and Real Results

Amazon's official MCP server launched in open beta February 2026, giving Claude live access to Sponsored Products, DSP, and Amazon Marketing Cloud. Here is how to connect it and five workflows that replace hours of manual PPC management.

Intermediate14 min read

How to Automate LinkedIn Ads with Claude AI and MCP — B2B Workflows That Actually Work

LinkedIn drives 75–85% of B2B social leads, and most of that spend is managed manually. The LinkedIn Ads MCP server gives Claude live access to your campaign data, audience demographics, and lead gen forms. Here are five workflows that cut CPL and save 10+ hours a week.

Intermediate14 min read

10 Real Automations You Can Build with Zapier MCP + Claude Right Now

Zapier MCP gives Claude live access to 8,000+ apps. Here are 10 practical automations — from morning briefing agents to lead enrichment pipelines — you can set up today without writing a single line of code.

Intermediate14 min read

Build an AI Standup Bot with Slack + Gmail MCP (Complete Recipe)

Step-by-step guide to building an AI standup bot that reads your Slack channels and Gmail inbox, synthesises key updates, and posts a daily summary to your team channel automatically. Uses Slack MCP + Gmail MCP + Claude.

Intermediate15 min read

How to Automate Meta Ads with Claude AI and MCP — Real Workflows, Real Results

Meta shipped an official MCP server at mcp.facebook.com/ads in April 2026 — no Developer App, no App Review, just Business OAuth. Here is how to connect Claude to your Facebook and Instagram campaigns, which of the seven OAuth scopes actually matter, and the workflows that pay for themselves.

Intermediate18 min read

Build an AI E-commerce Order Manager with Stripe MCP + Shopify MCP

Manage orders, refunds, and products with AI. Use the official Stripe MCP and Shopify Storefront MCP to look up payments, issue refunds, search products, and handle customer queries—all from natural language.

Intermediate18 min read

PostgreSQL MCP: Build a Claude Analytics Agent (Setup + Examples)

Connect Claude to PostgreSQL with the official Postgres MCP server. Run natural language queries, explore schemas, and build an analytics agent. Includes Claude Desktop and Cursor setup, read-only SQL, and Next.js/Node.js agent patterns.

Intermediate14 min read

Playwright MCP: Browser Automation with AI (Complete Setup Guide)

Spin up a hosted Playwright MCP server in seconds — or run the official Microsoft Playwright MCP locally for Claude, Cursor and Claude Code. Automate browsers with AI using accessibility snapshots; no vision models required.

Intermediate17 min read

Build an AI Code Documentation Generator with MCP (GitHub + Filesystem Recipe)

Auto-generate READMEs, API docs, and code summaries with AI. Use GitHub MCP and Filesystem MCP to read repos and source files, then produce documentation. Perfect for keeping docs in sync with code.

Intermediate18 min read

Build an AI Customer Support Summarizer with MCP (Intercom + Zendesk Recipe)

Summarize support tickets and conversations with AI. Use Intercom MCP and Zendesk MCP to pull recent tickets, generate daily digests, and highlight urgent issues. Perfect for support leads and CX teams.

Intermediate16 min read

Build an AI-Powered File Organizer with MCP (Filesystem + Google Drive Recipe)

Automate file sorting and organization with AI. Use Filesystem MCP and Google Drive MCP to sort downloads, organize folders, and keep your files tidy using natural language. No manual drag-and-drop.

Intermediate15 min read

Build an AI GitHub PR Reviewer with MCP (Complete Recipe)

Step-by-step guide to building an automated AI code reviewer that analyzes GitHub pull requests, suggests improvements, and posts comments. Uses GitHub MCP + Claude.

Intermediate18 min read

Build an AI Database Query Assistant with Natural Language SQL (MCP Recipe)

Learn to build an AI assistant that converts natural language questions into SQL queries. Query databases using plain English with Supabase MCP and Claude. No SQL knowledge required.

Intermediate20 min read

Automate Jira Tasks from Meeting Notes with AI (Notion + Jira MCP Recipe)

Stop manually creating Jira tickets after meetings. Learn to automatically extract action items from Notion meeting notes and create Jira tasks using AI. Save hours every week.

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More recipes coming soon: Database Query Assistant, Meeting Notes Automation, Customer Support Bot, and more.