Operations is going AI-native. Most tools aren't.

Something shifted in the last twelve months and not everyone has clocked it.

The people inside service firms, software teams, ops desks — the ones holding the work — are increasingly trying to delegate it. Not to other humans. To agents. They’re sitting in Claude Desktop, in Cursor, in Continue, in a terminal session, asking a model to summarise overdue tickets, draft a status note from this week’s time entries, find the project that’s about to blow its cost cap. The model says yes. It just needs the data.

This is the part most ops tools missed.

For two decades we’ve built operations software as interfaces. Zendesk gave us screens for tickets. Jira gave us boards. Intercom gave us a chat panel. The product was the UI. APIs existed, but as second-class citizens — designed for integrations, throttled, partial, undocumented at the edges. The shape of the tool was: humans use the screens; the data lives behind them.

That shape doesn’t fit what’s happening now.

When the user asking the question is an agent, the UI is dead weight. What an agent needs is well-described, agent-shaped tools it can call directly. Tickets it can list and filter. Projects it can drill into. Time entries it can group and roll up. Docs it can search. Finance numbers it can ask about. Not “an API endpoint that returns JSON” — a tool description an LLM can plan against.

This is the gap Ekso fills.

Headless by design

Ekso is an operations toolkit built MCP-native. 104 Model Context Protocol tools, spanning tickets, projects, time tracking, knowledge docs, and finance data. You connect it to whichever agent you live in — Claude Desktop, Claude Code, Cursor, Continue, anything that speaks MCP — and the agent gets a working hand on your operations.

The web UI we ship is for the moments humans want to be in the loop: approving a draft, eyeballing a number, signing off on a change. The toolkit is the product. The agent is the surface. Inverted from how this category has always been built.

A few things follow from that inversion:

• The tools are read-only by design. Agents propose; humans approve in the web app. We’re uninterested in the wave of “let the agent push to prod” stories that turn into incident post-mortems.
• Tool descriptions are first-class artefacts. Every one is written so an LLM can plan around it without a schema dump. The 104 tool descriptions are part of the product spec, not docs that lag behind it.
• No chat UI in our box. You already have one — Claude, ChatGPT, Cursor, your own. We don’t compete with it. We feed it.

What it actually feels like

Sign up for a free tenant at ekso.app. Download the CLI from github.com/EksoHQ/CLI. Run two commands:

ekso auth login --tenant your-name
ekso mcp connect --for claude-code --tenant your-name

Sixty seconds later your agent has tools. Ask it the things you’d ask a competent ops analyst:

• “Summarise all overdue tickets in client X.”
• “Which projects this cycle are tracking under their cost cap?”
• “Draft a status note from last week’s time entries.”
• “What does the knowledge base say about onboarding flow Y?”

The agent answers. With data. From your real ops state. Not a vibes summary, not a synthetic demo — the actual ticket queue, the actual time entries, the actual numbers.

That moment — the first time an agent talks back fluently about your work — is what we built Ekso for.

Who it’s for

Anyone whose team has crossed the line from “could we use AI here?” to “how do we build agentic workflows over our actual ops?” If that’s you, you’ve probably already noticed your existing tooling fights you. You’re API-glueing. Screen-scraping. Paying per-seat for users who are agents. Ekso is what you reach for when you decide to stop fighting.

The cohort isn’t defined by industry — it’s defined by whose people are already trying to delegate to agents and getting blocked by their tools. Service firms, dev shops, support orgs, internal-platform teams, consultancies. Ops desks of any shape where the work runs faster than the screens around it.

Where this goes

We think AI-native operations is going to be a category. Not because everyone agrees on the term yet — they don’t — but because the underlying shift is real: the user of ops software, increasingly, is an agent. The tools that fit that user look different from the tools that fit a human clicking screens. Less UI, more vocabulary. Less workflow builder, more well-described tools. Less “automation platform”, more toolkit.

Ekso is our bet on that shape. Free tier, unlimited users, flat-rate paid plans, run it in our managed cloud or your own infrastructure.

Try it: ekso.app/get-started. Browse the 104 tools: ekso.dev/mcp-tools.

---

Found something interesting? We’d like to hear about it. Send a note via the contact link on ekso.app — we read everything.