← AICédric MerlinFREN

AI galaxy Case 1 of 8

A bot answers questions about production

The problem

Teams wait for a specialist to answer simple questions: “can you look at why this is crashing?”.

The constraint

Access to production: no writes possible and no secret leaks.

What I did

01

The question

A colleague asks their question in the team chat.

02

Four systems, read-only

An LLM queries four infrastructure systems, read-only, through an MCP server: containers, monitoring, database, network.

03

A sourced answer

The answer cites what it saw.

04

Everything is traced

Every question is traced: who, which tools, what cost.

Diagram: a question asked to the team, four systems queried read-onlyA question asked in the team chat reaches an LLM, which queries four systems (containers, monitoring, database, network) read-only; an attempted write is refused. The answer points back to two of these sources. Every question is traced (who, tools, cost) and the machine has no inbound port.no inbound portTeamLLMContainersMonitoringDatabaseNetworkwhotoolscost

The result

In service since 2026, on a machine with no inbound port. Every access was tested for writes: refused.

4 systems

queried read-only

Stack

  • LLM
  • MCP
  • Team chat
  • Read-only
  • Traceability