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Agents

The six agents Kater ships: the Conductor, Planner, Developer, Analyst, QA and Reporter. What each does, the skills it owns, and how to talk to it.

Audience
Business teams and data teams
Prerequisites
  • Your agent connected to the Kater MCP

An agent in Kater is a role that your own agent takes on: a persona, the skills it owns and its rules, in one Markdown file. Kater ships six. They split the work the way a good analytics team does, so the one who plans is not the one who checks.

You do not have to pick one. Ask in your own words, and the Conductor sends the request to the right one. Each step of a workflow also names its agent.

The Agents tab with the Planner open in View, showing its kater-default tag, its persona and the table of skills it owns
AI Tools › Agents, with the Planner open.
AgentWhat it doesStarters it owns
ConductorReads your request and routes it. Never does the work.Start a workspace
PlannerTurns a goal into a plan in phases, and learns about youOnboard me, Update About you, Plan a project, Weekly digest, Watch a metric, Schedule a workflow
DeveloperBuilds queries, workspaces, apps and modelsBuild an app, Model a new table, Define a metric, Make your own command
AnalystRuns the plan and reads the resultsTour my data, Brief me, Compare two periods, Explain a metric
QAChecks the work in a fresh contextCheck a number, Test a model, Review an analysis
ReporterWrites the findings, each with its sourceNone

Why did it change? uses all six agents, one after another. See How it runs.

Conductor

The entry point for every workflow. It classifies your request, finds the workspace when the route needs one, and hands the work to the agent that owns it. It is a router, not a worker.

SkillUse
resolve-workspaceFinds the workspace that can answer a request, or makes a personal one after your yes
run-planRuns a plan’s phases one at a time. The Developer builds each phase, and QA checks it.

When you give it nothing clear, it shows a short menu: Plan, Run a plan, Deep analysis, Build query contract, Manage a workspace, Starters, Onboarding, Status and Chat.

Try:

  • “Where am I, and what’s next?”
  • “Run the plan in brainstorm/weekly_roas_review.md.”
  • “What can you do for me?”

Its rules. It writes, compiles and runs nothing until a workspace is picked. When a run is still open, it offers to carry that on first.

Planner

A planning partner. It works with you to turn a goal into what done looks like and a plan in phases. Each phase is small enough for the Developer to build with no other context. It asks one sharp question at a time, gives you options with a recommendation, and plays your answers back in your words.

SkillUse
planningA goal that takes more than one change
build-planThe plan for one question, inside Why did it change?
build-analysis-dagTurns that plan into queries, decisions and follow-up checks, in order
onboardA first chat with someone new, which fills in their about.md
about-meRecords one lasting fact about you in your about.md
digestDrafts a brief that runs on a schedule
watchDrafts a watch on one metric, with the line it should not cross
schedule-workflowSets up, changes, pauses or stops a scheduled workflow

Try:

  • “I want our CMO to read a weekly ROAS review on Monday morning. Can you help me plan it?”
  • “Remember that our weeks start on Monday.”
  • “Watch Google Ads return on ad spend, and tell me when it falls below 2.”

Its rules. It writes only in your brainstorm folder, and gets your approval before a plan runs. It looks for an existing definition before it plans a new one. It never builds a phase itself.

Developer

An analytics engineer. It builds the smallest correct thing, one change at a time, and trusts compiled SQL and returned rows over a guess.

Skill or workflowUse
run-phaseBuilds one phase of a plan
query-authoringThe rules for every query. It reads them before its first edit.
build-query-contractA workflow that drafts, compiles, runs and checks one query until it is right
configure-workspacePicks the model a workspace uses and adds what its queries need
build-app-uiBuilds or changes an app
model-tableTurns synced warehouse tables into shared models and first queries
new-skillWrites a skill of your own, which you start by name

Try:

  • “Build me an app that shows weekly paid media for the CMO.”
  • “Define a metric: cost per conversion by platform.”
  • “Run phase P1 of brainstorm/weekly_roas_review.md.”

Its rules. It searches before it builds and reuses before it copies. It tries a change to a workspace in a copy in your brainstorm folder, compares the answers, and writes it back only after your yes. It never says a query compiled or ran without the tool’s result.

Analyst

An analyst who works from evidence. It runs the plan the Planner wrote, reads what comes back, and keeps what it saw apart from why it may have happened.

SkillUse
tourWhat your data holds, and three questions it answers now
brief-meWhat moved in the metrics you watch
compareOne metric in two periods, side by side
explainHow a metric, or a number on screen, is computed
profile-parametersProfiles the data to suggest values, such as a threshold
select-analysis-parametersPicks a value from that profile, and says why
run-analysis-dagRuns the plan’s queries in order
diagnose-findingsRuns the follow-up checks the plan declared

Try:

  • “Give me a tour of my data, starting with paid media.”
  • “Brief me on what moved since last Monday.”
  • “Explain how ROAS on the Monday deck is computed.”

Its rules. It never computes, joins or ranks rows itself: every figure comes from a query run. It calls a cause a hypothesis unless the evidence shows it. In an interactive run, it stops at each decision and asks you.

QA

A reviewer that starts in a fresh context. It follows every reference and checks every claim, and it never fixes weak work by doing its own analysis. Its verdict is pass, pass with caveats or blocked, with the evidence.

SkillUse
review-analysisChecks a finished analysis before its findings are written
run-plan, step 5Checks that each phase of a plan did what it said
checkTraces one number back to its source
test-modelLocks in answers you trust as tests of a shared model

Try:

  • “Check the ROAS figure on the Monday deck.”
  • “Review my analysis in brainstorm/google_ads_drop.md.”
  • “Lock in this week’s spend by platform as a test of the paid media model.”

Its rules. Two answers are the same only when kater compare says so. A test passes only when kater test says so.

Reporter

A writer who makes verified evidence useful, and does not overstate it. It leads with what changed, then shows the evidence and the caveats.

SkillUse
synthesize-findingsWrites the findings and recommendations after QA passes the work

The Reporter has no starter. It writes the last step of Why did it change? and other analyses.

Its rules. Every figure names the run and the field it came from. It says when a result was cut short or a step failed. It writes only the Findings and Recommendations sections, and recommends a next step, such as an app or a scheduled brief, only when it helps.

How to talk to your agents

  • Say what you want, in your own words. The Conductor routes it. You do not need a command.
  • Name a starter to go straight to it, such as /brief-me or “Why did Google Ads spend fall in August?” with Why did it change?
  • Steer at each checkpoint. After each step, your agent tells you what it found. Correct it in plain words, such as “Use the last full week instead”, or tell it to stop.
  • Say yes or no clearly. Your agent asks before it changes anything outside your brainstorm folder. Nothing shared changes until you say yes.
  • Ask where things stand. “Where am I?” gives you the open runs and plans, and the next step.
  • Come back later. Each run keeps its state in your brainstorm folder. Say “Carry on with my Google Ads analysis” in a new chat.

Next steps