Building a Minimal MCP Client in Python
Building an MCP client forces security choices long before deployment matters.
Mira Okoro
LetterMCP — Page 2
Agentic AI Foundations
MCP Agent Project Ideas for Developer Teams
Start with read-only workflows to build confidence before expanding agent permissions.
MCP Architecture Diagram for Enterprise Deployments
Enterprises must architect MCP deployments around auth and identity, not just boxes and connections.
Ayana Brennan
More From LetterMCP
MCP Tool Description Best Practices for Enterprise Servers
Attackers hide malicious instructions in tool descriptions that AI agents read but humans never see.
Reuben Weldon
Open Source AI Agents for Enterprise Evaluation
Enterprises are adopting open source AI agents faster than they can evaluate them responsibly.
Mira Okoro
Multi-Agent System Design Principles
Enterprise multi-agent systems fail in the plumbing, not the models.
Colin Reyes
Building Agentic AI with MCP Orchestration
Orchestrated AI agents multiply the security risks each time they add a new system to the chain.
Ayana Brennan
What Is an MCP Server and How It Works
MCP collapses thousands of custom integrations into one reusable protocol.
Mira Okoro
MCP Tool Categories and Enterprise Use Cases
Five MCP server categories now guide enterprise deployment decisions and governance rules.
Ayana Brennan
MCP Client Comparison for Enterprise Integration
Four MCP client types solve different problems; pick your constraint before comparing vendors.
Mira Okoro
AI Hallucination Risk in Tool-Calling Agents
When agents call tools wrong, downstream steps inherit fabricated data as fact.
Ayana Brennan
Red Teaming MCP-Connected Enterprise Agents
Language models make security decisions about tools that firewalls and code scans cannot detect.
Colin Reyes