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Tools & MCP

Browse 6 articles in tools & mcp.

Tools & MCP Articles

6 articles

Watercolor illustration of two interlocking systems — tools and behavioral instructions — powering an AI agent
Tools & MCP·14 min read read

Your agent has 30 tools and no idea when to use them

MCP tools give agents external capabilities. Skills give agents behavioral expertise. Learn the architecture of both, build them in TypeScript, and understand when to use each — and when you need both.

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Watercolor illustration of developers collaborating around a whiteboard with tool integration diagrams
Tools & MCP·26 min read read

AI Agent Tools: MCP, OpenAPI, and Tool Management That Actually Scales

How production AI agents discover, execute, and manage tools — from MCP protocol to OpenAPI auto-importing, security sandboxing, and multi-tenant tool infrastructure.

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Developer working through advanced MCP protocol integration patterns on a screen
Tools & MCP·25 min read

MCP Deep Dive: Advanced Patterns for Agent Tool Integration

Production MCP patterns for teams who've built their first server and need to scale it — OAuth 2.1 with PKCE, Streamable HTTP transport, gateways, sampling, dynamic tool registration, and multi-tenant security.

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A network of connected nodes representing protocol communication between AI systems
Tools & MCP·17 min read

MCP for AI Agents: Why the Model Context Protocol Changes Everything

MCP standardizes how AI agents connect to tools and data — replacing fragile, proprietary integrations with a universal protocol. Here's what it means for your agents.

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Colorful paper umbrellas and lanterns hanging over a vibrant marketplace street
Tools & MCP·14 min read

The MCP Marketplace Problem: Why Standardized Integrations Need Standardized Testing

5,800+ MCP servers, 43% with injection flaws. Standardized protocol doesn't mean standardized quality. Why every MCP integration needs automated testing.

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A developer's monitor showing dozens of function call traces and tool invocation logs for an AI agent system
Tools & MCP·14 min read

The Tool Explosion: Managing 50+ Agent Tools Without Losing Your Mind

As agents get more capable, tool sprawl becomes a real operational problem. Here's how to organize, test, and monitor function calling at scale before it breaks in production.

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