mcp · security · python · ai-agents
MCP Server Security: 8 Vulnerabilities I Found in Mine
I built pdf-mcp, then did a security audit. SSRF, prompt injection, path traversal: here's what I found and how I fix...
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Testing AI Agents in Production: Unit Tests, Evals, and Integration Tests
How to test AI agents with three layers: unit tests for deterministic logic, evals for LLM output quality, and integration tests for end-to-end workflows.
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mcp · security · python · ai-agents
aws · serverless · cost-optimization
How to Reduce AWS Lambda Costs: 10 Practical Tips
10 practical tips to cut your AWS Lambda bill, from hidden CloudWatch costs to memory right-sizing, Graviton2, and kn...
mcp · python · ai-agents
How to Build an MCP Server in Python (Step-by-Step) [Updated for FastMCP 3.0]
Build an MCP server in Python with FastMCP 3.0. Step-by-step tutorial covering tools, resources, SQLite persistence, ...
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mcp · ai-agents · llm
MCP vs Function Calling: How AI Agents Connect to Tools
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ai-agents · llm · observability · production-systems · devops
AI Agent Error Handling: 5 Production Patterns That Work
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python · ai-agents · performance · llm
Copilot SDK Performance: How I Cut 33% Latency
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mcp · ai-agents · python · llm
pdf-mcp: How to Handle Large PDFs in Claude Code with MCP
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aws · serverless
Serverless vs Containers: A Decision Framework
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aws · mcp · ai-agents
AWS AgentCore Runtime for MCP: Why Local Was Faster for IDE Workflows
I tested AWS AgentCore Runtime as a managed host for my MCP server. Auth friction, latency, and cost made local the b...
ai-agents · mcp · python · llm
How to Connect a Legacy System to AI Agents Using MCP
“How I turned Redmine into an AI-ready platform using MCP, without rewriting or destabilizing the original system. In...
aws · devops · serverless
Jekyll CI/CD with GitHub Actions: Production Gates, S3 Staging, and Scheduled Posts
A two-environment CI/CD pipeline for a Jekyll blog: validation gates on prod, branch-path multiplexing on S3 for stag...
aws · serverless
AWS Global to China S3 Sync: A Serverless Solution
A minimal, event-driven serverless architecture to sync S3 data between AWS Global and AWS China regions. No VPN, no ...