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Analyze Stripe Revenue and Transaction Patterns: Reporting & Analytics Tools

· 4 min read
MCPBundles

You can't improve what you don't measure. But measuring is boring.

The Reporting & Analytics MCP server bundle gives you 8 MCP tools for analyzing transactions, tracking revenue, monitoring events, and generating reports. It's everything you need to understand your business performance without spending hours in spreadsheets.

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Analyze transactions, track revenue, monitor events, and generate reports to understand business performance and revenue trends.

Handle Recurring Stripe Subscriptions and Billing: Subscription Management Tools

· 4 min read
MCPBundles

Recurring revenue is the goal. But managing subscriptions? That's the hard part.

The Subscription Management MCP server bundle gives you 6 MCP tools for creating subscriptions, managing subscription plans, tracking usage for metered billing, and handling subscription lifecycle. SaaS products, membership sites, recurring revenue models—they all need subscriptions. This bundle makes it manageable.

Cartoon illustration of a person managing recurring subscriptions and billing in Stripe, calendar, happy expression
Create subscriptions, manage subscription plans, track usage for metered billing, and handle subscription lifecycle for recurring revenue workflows.

Accept Stripe Payments and Process Refunds: Payment Processing Tools

· 5 min read
MCPBundles

Accepting payments shouldn't be complicated. But it usually is.

The Payment Processing MCP server bundle gives you 17 MCP tools for creating payment intents, processing charges, handling refunds, and managing payment methods. It's everything you need to take money from customers without the headache.

Cartoon illustration of a person accepting payments and processing refunds in Stripe, credit card, happy expression
Accept one-time payments, process refunds, and manage payment methods for comprehensive payment processing workflows.

All Stripe Payment Tools: Complete Access to All Payment MCP Tools

· 5 min read
MCPBundles

The Main Stripe MCP server bundle gives you everything. All Stripe payment MCP tools in one place.

Sometimes you need MCP tools from multiple specialized bundles. Sometimes you just want complete access without managing multiple bundles. Sometimes you're exploring Stripe capabilities and don't know what you need yet.

That's what the Main MCP server bundle is for.

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Access all Stripe payment MCP tools in one bundle for complete payment capabilities without managing multiple bundles.

Stripe Payment Bundles: Complete Guide to All 8 Bundles

· 5 min read
MCPBundles

We just added Stripe to MCPBundles. All the payment MCP tools you need, organized into 8 bundles that actually make sense.

Stripe's got everything. Payment processing, customer management, subscriptions, products, financial operations, reporting. But when you've got 45+ MCP tools staring at you, where do you even start?

That's where bundles come in. Instead of dumping everything into one massive pile, we split it up by what you're actually trying to do. Processing payments? There's a bundle for that. Managing subscriptions? Yep, that too. Handling disputes? Got it covered.

Each bundle has the MCP tools you need for that specific job. Nothing more, nothing less.

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Organize Stripe's payment tools into 8 focused bundles for payment processing, customer management, subscriptions, products, financial operations, and reporting.

MCP Tool Parameter Design: Teaching AI Agents Through Descriptions

· 11 min read
MCPBundles

When you're building MCP tools, there's a moment where you realize something counterintuitive: the description field isn't just documentation—it's instruction. Every parameter description you write is a teaching moment where the AI learns not just what a parameter is, but when to use it, why it matters, and how it impacts the operation.

This shift in thinking—from documenting to teaching—changes how you design tools. Let me show you what that looks like in practice.

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Design MCP tool parameters that teach AI agents through comprehensive descriptions for self-documenting and intuitive AI integrations.

The Six-Tool Pattern: MCP Server Design That Scales

· 16 min read
MCPBundles

Here's a problem I kept running into: when you're building an MCP server, you face this weird tension between giving AI agents enough control and not drowning them in options. Build 20 different tools and you're burning context window on redundant functionality. Build 3 tools with no parameters and the AI can't do anything useful.

After shipping dozens of MCP integrations, I found something that actually works: six core tools that balance OpenAI's single-string requirements with rich, parameter-driven operations. It's not arbitrary—there's a reason this number keeps working.

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Design MCP servers with the right number of tools: OpenAI-compliant search and fetch, rich list operations, and unified write operations that scale.

OpenAI's MCP Integration Requirements: Why Search and Fetch Matter

· 18 min read
MCPBundles

When OpenAI integrated support for Anthropic's Model Context Protocol (MCP) into ChatGPT's deep research feature, they documented something elegant: a two-tool pattern that gives AI agents a consistent way to engage with any data source. If your MCP server implements search and fetch with their specific signatures, ChatGPT knows exactly how to explore your data without custom integration code.

Both tools accept only a single string parameter. That constraint isn't a limitation—it's what makes the pattern universal.

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Implement search and fetch with single-string parameters to create better agent interfaces that work with ChatGPT's deep research feature.

Weaviate Vector Database: 6 Tools for AI-Native Applications

· 8 min read
MCPBundles

Weaviate is an open-source vector database that powers AI-native applications—RAG systems, semantic search, recommendation engines, and more. But how do you make a vector database accessible to AI agents? You can't just expose raw API endpoints and expect good results.

The answer: 6 focused tools organized around what developers actually do with vector databases. Not 20 tools covering every edge case. Not 3 tools that force you into awkward patterns. Just 6 tools that handle search, storage, browsing, and management—the core workflows every vector database application needs.

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Design 6 Weaviate tools for semantic search, data storage, and vector database operations perfect for AI agents building RAG applications.

What is a .mcpb File? App Bundles for AI

· 5 min read
MCPBundles

If you've ever installed an app on your computer—double-clicking a .dmg file on Mac or a .exe on Windows—you already understand .mcpb files.

Anthropic introduced the .mcpb extension (MCP Bundle) as the standard packaging format for distributing MCP servers. Think of it as the "app bundle" for AI tools: one file that contains everything needed to give your AI assistant new capabilities.

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Anthropic's .mcpb packaging makes MCP servers easy to install for cloud-powered AI automation.