ai-integration - 15/10/2026
A hands-on tutorial: with mcpsonar scan you pin MCP tool definitions in a versioned lockfile and fail CI when a server changes what its tools say they do.
8 min read
ai-integration - 14/10/2026
Descriptions, parameters, invisible characters: every place an MCP server can hide instructions for the model. With real examples, the rules that catch them and, honestly, what slips through.
8 min read
ai - 13/10/2026
An MCP server can rewrite its tool descriptions whenever it wants, after you approved it. How a rug pull works, why your client doesn't notice, and how tool pinning makes it visible.
7 min read
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