What Is the Model Context Protocol?
One standard way for an AI app to reach tools and data.
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ai
Rate Limiting an Upstream API Inside an MCP Tool
Protect the shared upstream behind every MCP tool.
Read articleMCP OAuth Token Rotation: How Refresh Tokens Stay Safe
Rotate refresh tokens so a leaked one expires fast.
Read articleMCP Resource Templates vs Tools: When to Use Each
Read data through resource templates, act through tools.
Read articleMCP Tool Versioning and Deprecated Tools
Version MCP tools by convention, then retire old names in stages.
Read articleWhy a Green Build Is Not Enough for a Confident Merge
The build is a gate, not a verdict on behavior.
Read articleWhen to Trust the Recommendation and When to Probe
The recommendation is a lead, not an order.
Read articleWhat to Include in a Review Context Package
Include connected context, not the whole codebase.
Read articleTurning a Confirmed Suspicion Into an Agent Handoff
Hand off the confirmed finding, not a vague prompt.
Read articleStart With the Suspicion, Not the Whole File
The suspicion is the entry point, not the whole file.
Read articleSpotting Scope Creep in an AI-Generated Change
A focused task can still produce a broad diff.
Read articleReviewing a Large AI-Generated Diff Without Reading Every Line
Read the diff in passes, not in a straight line.
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