Combine Skills and MCP to Close the Context Gap — Pedro Rodrigues, Supabase
- Source
- youtube.com
- Author
- AI Engineer
- Date

Context
Giving an database tools does not supply all the knowledge needed to use them correctly. In a Supabase comparison described in this talk, an agent with additional product instructions included a security setting when creating a database view; the tool-only run omitted it.
A view exposes a query as a reusable database object. Supabase's documentation explains that views bypass row-level security by default because they are usually created with a privileged user, so they can expose rows that an ordinary caller's policies would restrict. On PostgreSQL 15 and later, setting security_invoker = true makes the view apply the caller's underlying row-security policies. The example shows how task-specific guidance can supply a consequential rule that access to a tool alone does not teach.
- AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
- MCP — The Model Context Protocol — an open standard that lets any AI assistant plug into any tool or data source without custom integration code.
- agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
“I've never spent more time writing a single document since I've wrote my master thesis”
Pedro Rodrigues
“they're very lazy to and very stubborn to admit that they don't know and they do need to find fresh information”
Pedro Rodrigues
“if something can get skipped it will be skipped”
Pedro Rodrigues
“the bottom line is not the the context, it's the guidance”
Pedro Rodrigues
“Be opinionated. You know your product. Don't be afraid to to show it.”
Pedro Rodrigues
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