Tools · Product
Vital.Expert Workforce OS
LiveRead roles, panels and org structure for workforce questions — attributable structure, not invented org charts.
- Reads
- Workforce OS roles and panels
- Returns
- Structure reads and panel pointers
- Runs inside
- Claude / MCP hosts via Connect key
- Key
- vwf_ — mint at /connect?product=workforce
Two routes: open this marketplace card to compare, then mint a personal key at /connect?product=workforce. Paste the Bearer key into Claude or any MCP host. Free plan: 100 counted calls. It brings attributed records in; it does not invent silence.
When to use it
You need an attributable read of roles or panels from Workforce OS inside a host assistant.
Org design and medical-affairs ops leads using host MCP.
What you get
- Structure as stored. Roles and panels from substrate, not invented org charts.
- Panel scope when entitled. Keys may carry workforce:panel for panel-level tools.
- Personal key. Mint at Connect; revoke when the seat ends.
What it will not do
- It does not invent roles or reporting lines.
- It does not write HR actions.
- It does not replace manager judgment on staffing.