noel. OpsAgent BottleCo

New · Demo on mock data

BottleCo

Two agents. One production floor.

One agent watches the lines. One answers your questions. Both read only the data.

Open the app Watch the film

Data ExplorerReads only data up to the time bar

Why did Line 2 stop at 10:09?

Line 2 stopped when its preform supply ran out. Supply fell before the stop and stayed low after it.

Data queried›

Raw data›

Trend›

Ask about Line 1 or Line 2

Line Watcher5 live numbers per line

Overall score62%

Stopped time8 min

Speed91%

Rejects1.2%

Preforms left38 min

RCA · Preforms running lowLine 2 · 10:09›

RCA · Changeover rejectsLine 1 · Cleared›

Film

See it run in 31 seconds.

YouTube · 0:31 · Drawn in code, mock data

The agents

One watches. One explains.

Line Watcher

Five live numbers per line. A tile turns red when a limit is crossed. Each warning makes one RCA pill. Click it for the full cause, with the proof.

Overall scoreWarns below 55%

Stopped timeWarns above 20 min

SpeedWarns below 75%

RejectsWarns above 3%

Preforms leftWarns below 45 min

Every limit is a slider.

Data Explorer

Ask in plain words. It looks before and after, at the same time on other signals, and at similar past events. Then it gives the best explanation.

Data queriedShown on every answer

Raw dataThe rows behind it

TrendWhat changed, and when

Time

Scrub the shift like a video.

Play, pause, and jump from warning to warning. Run at real speed or up to 360 times faster.

Real1×2×3×5×10×30×60×360×Custom

Space plays and pauses. ↑ and ↓ change the speed. Previous and next warning jump to the red marks.

Trust

Answers only from data.

Code does the math.

Claude writes only the words.

Every answer is checked.

A number check runs before you see it.

Data is read-only.

An agent cannot change a single row.

Settings in plain words.

Sliders. No technical terms.

Specs

AgentsLine Watcher, Data Explorer

Agent frameworkLangGraph, LangChain

ModelClaude

Front endReact, Vite

Data storeSQLite, read-only

DataMock MES data: 14 days, 2 lines, 8 planted events with known answers. No real plant data.

StatusDemo, not a product. Not tested on a real line.

CreditsBuilt with Claude (Anthropic) and LangGraph.

Source codeGitHub · notnotnoel/bottleco

Try BottleCo.

Press play, watch a line stop, then ask why. Every answer shows its proof.

Open the app Follow on LinkedIn

Runs on mock data. Works on phone and computer. Questions have a fair-use limit to keep it free.

All agents Next: FMCGCo (in the lab)