mcp-agent-patterns

Installation
SKILL.md

MCP Agent Patterns (Model Context Protocol)

Overview

The Model Context Protocol (MCP) provides a standardized way for AI agents to interact with external tools, data resources, and environments. This skill defines architectural patterns and implementation best practices for building, connecting, and optimizing MCP-based systems within the KILO-KIT ecosystem.

When To Use

  • Implementing custom MCP servers or clients.
  • Integrating external services (APIs, DBs, filesystems) as MCP servers.
  • Optimizing context windows when dealing with large tool catalogs.
  • Implementing real-time resource synchronization or complex multi-server orchestrations.
  • Security-critical integrations requiring isolated execution environments.

Core MCP Concepts

  • Tools: Executable functions exposed to the LLM.
  • Resources: Data sources that can be read by the LLM (e.g., file contents, database records).
  • Prompts: Reusable templates or workflows designed to be used by the LLM.
  • Sampling: A protocol allowing an MCP server to request the host client to perform LLM inference on its behalf, enabling agentic tool behavior.

Advanced Patterns

Installs
4
GitHub Stars
28
First Seen
Sep 23, 2026