What problem do standardized tool interfaces such as MCP try to solve?
PICTURE THIS: AN LLM TURN
Simple meaning
Every app reinvented ad-hoc tool schemas and auth.
WHY — Tokens instead of words?
LLMs use tokens (not full words) because it helps them:
people who only read docs from people who shipped.
and tied to GenAI / LLM work.
Each piece maps to a number the network can learn.
Fixed pieces are what transformers expect as input.
STEPS — What happens step by step?
Before you speak the answer, walk the interviewer through these steps:
- 1Every app reinvented ad-hoc
tool schemas and auth.
- 2A shared protocol lets
hosts discover tools, pass context, and isolate untrusted servers.
- 3It does not remove
the need for allowlists, sandboxing, and human approval on destructive actions.
- 4Give an example
One tiny concrete case you can say aloud.
- 5Common mistake
What juniors usually get wrong.
- 6Close
When you pick this over the alternative.
EXAMPLE — See it in action
Here's a short line you can speak, broken into clear beats:
Note: Adapt this scaffold to your own project — keep it under 60–90 seconds.
Key takeaway
Every app reinvented ad-hoc tool schemas and auth. A shared protocol lets hosts discover tools, pass context, and isolate untrusted servers.