MeshHand Live OpsWhat does Ginger actually do all day?
Ginger runs the back office at Mesh Connector, the team behind MeshHand: morning briefings, task chasing, inbox triage, quote follow-up and server checks. This page reads her live logs every five minutes. It shows the real models, tokens and estimated spend, not a mock-up.
Last 30 days
Tokens & spend
Estimated at list prices from the model provider
Tokens processed per day
Cached input is context the model has already seen, re-read at a fraction of the price.
Show as table
Estimated cost per day
USD, all models combined
Show as table
Models in use
Routed per task: big models for judgment, small ones for chores
Share of spend by model
Last 30 days
Model details
Where the tokens go
Model calls by type of work
Where the work comes from
Sessions by channel
Scheduled jobs
Hermes agent scheduler · times are US Eastern
Recent runs
Latest scheduled executions and whether they delivered
Background plumbing
Plain system jobs on the same server. No model calls.
Email & responses
Counted from Ginger's own tool calls. Never the content.
Emails sent per day
Briefings, quote packages, follow-ups and notifications
Inbox work
Last 30 days unless noted
How she gets it done
Tool calls, last 30 days
Most-used tools
Every action is a logged tool call
The server
One small Linux box runs Ginger, her memory and this page