Anything you do in Operating, an AI agent can do too

Operating exposes its whole operating model through an MCP server — so the AI assistant your firm already uses can read it, reason over it, and act on it. Every action in the UI becomes something you can automate, on a data structure clean enough for agents to trust.

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A data structure agents can rely on

Operating already holds people, projects, time, and money as one connected model — clean and current enough for agents to act on.

Connect the AI assistant you already use

The MCP server links Operating to Claude, ChatGPT, or any MCP-capable assistant — no new tool for your team to learn.

Automate the manual work

Point an agent at the busywork — staffing plans from a proposal, timesheet gaps filled, skills kept current automatically.

A data structure agents can rely on

Agents fail on messy data, not hard questions. Operating already holds the firm as one connected model: people, skills, projects, allocations, time, budgets, revenue and more. An agent reasons over a clean, current structure instead of guessing across exports and screenshots.

One connected model: people, projects, time, and money

Structure generic tools lack: rates, billing types, revenue recognition etc.

Clean and current enough for agents to read and act on

Screenshot of an organizational management interface showing site settings with locations Austin, New York, and San Francisco. The San Francisco site is selected, displaying fields for name, parent site, default weekly working hours set to 40, and holiday calendar options.Star map with constellations connected by thin white lines on a dark blue background.Vintage-style star map with black dots connected by lines showing constellations on beige background.Blue background with scattered white spots resembling paint splatters or stars.Blue-gray background with scattered small white spots resembling a starry night sky.Gray background with scattered white spots resembling paint splatters or stars.

Connect the AI assistant you already use

The MCP server connects Operating to Claude, ChatGPT, or any MCP-capable assistant. Anything you can do in the interface: staff a project, check a margin, log time, update a skill, an agent can do through the same model. No new tool to learn; automation lives where your team already asks questions.

Works with Claude, ChatGPT, and any MCP-capable assistant

Anything in the UI is available as an agentic workflow

Read and act on live data — not a snapshot or a chatbot bolt-on

User interface of a software customization screen showing 'Connectors' tab selected. The screen displays a connector named 'Operating MCP' with the label 'Custom' and a status of 'Connected'. Below, there are two tabs: Overview and Configuration, with Overview active. Under Tools, a list of tool functions is shown in three columns, including create_project, delete_allocation, get_person, and other similar commands.Star map with constellations connected by thin white lines on a dark blue background.Vintage-style star map with black dots connected by lines showing constellations on beige background.Blue background with scattered white spots resembling paint splatters or stars.Blue-gray background with scattered small white spots resembling a starry night sky.Gray background with scattered white spots resembling paint splatters or stars.

Automate the manual work — a few examples

Point an agent at the busywork and let the clean model do the rest:

Paste a statement of work or proposal to Claude → a staffing plan built in Operating

A time-tracking agent that watches calendars and fills the gaps in people's timesheets

Skills kept current automatically, mapped from each person's project history

Executive summary of portfolio health showing utilization now at 58%, which can increase to 86% if pipeline lands, confirmed margin book at 1.35 million dollars with 55-67% across clients, and a bottleneck for senior data engineers with 2 maxed and 2 idle. Lists most profitable clients AutoDrive Technologies at 285K dollars (67%) and TechVenture Solutions at 233K dollars (63%), and least profitable clients SecureNet Services at 77K dollars (55%) and CloudScale Enterprises at 67K dollars (59%). Leadership should focus on converting the tentative pipeline, adding senior Data Engineer capacity, and protecting margin on sub-60% engagements before renewal.Star map with constellations connected by thin white lines on a dark blue background.Vintage-style star map with black dots connected by lines showing constellations on beige background.Blue background with scattered white spots resembling paint splatters or stars.Blue-gray background with scattered small white spots resembling a starry night sky.Gray background with scattered white spots resembling paint splatters or stars.

Why an MCP server, not a chatbot?

Agents need more than access. They need context they can trust.

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Most assistants reason across exports and screenshots, and guess at the gaps. Operating already holds the firm as one connected model — people, skills, projects, allocations, time, budgets and revenue — so an agent reads a current structure instead of guessing.

More of the working week runs through an AI assistant. Operating gives that assistant one clean operating model to work from, so the business still adds up.

So we exposed the whole operating model through an MCP server rather than bolting a chatbot onto the interface. Anything you can do in the UI — staff a project, check a margin, log time, update a skill — an agent can do through the same model.

It also means automation lives where your team already asks questions. Connect Claude, ChatGPT, or any MCP-capable assistant, then point it at the busywork: paste a statement of work and get a staffing plan, let an agent watch calendars and fill timesheet gaps, or keep skills mapped from their project history.

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Get the Operating Routine for resource planning

A weekly routine for staffing and capacity, written by people who ran it in their own firms. It gives your resource planning meeting a fixed agenda and a short list of numbers to check. Get the guide.

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