An integration problem wearing an AI costume
The gap is between having agents and the agents being able to do the work that matters.
- An agent pilot works, and then stops at the system of record. The valuable half of the process is behind software a model cannot reach.
- The software has no API. Not a bad API — none. It is a vendor product, or it is fifteen years old, or both, and nobody has ever needed one.
- Somebody wired it together with scripts, it broke on an upstream change, and nobody owns it.
- Someone proposed hiring more people to do work that is obviously automatable, and the reason it is not automated is an interface problem nobody has named.
Doing this badly is worse than not doing it
An MCP server — Model Context Protocol, the interface an agent calls a system through — is a credential-holding remote control for a model. Tool descriptions can be poisoned. Tool output is untrusted input that reaches a model's context. A server scoped too broadly turns a prompt into an action nobody authorised.
That is the frame the rest of this page hangs on: scoped tools rather than a general-purpose bridge, identity per request, an audit of what was called, and credentials that live where credentials belong.
Bought inside an AI Champion quarter, then built and operated
There is no standalone assessment to buy. The discovery happens because an engineer is already embedded and can see which systems matter.
Which systems need automating, what an agent would actually do with each, what each is worth in time or money, and what it would take to reach it. The output is a ranked list, and a ranking is only useful if some things rank below the line.
A tool surface over an existing API — scoped tools, sensible granularity, authentication, idempotency, rate limits, and errors a model can act on. Or a CLI or scripted interface, where a server is the wrong shape or the team wants something a human can run too.
Hosting, credentials, patching, monitoring and on-call, ongoing. This is the work that kills a self-built server when nobody owns it, and it is the half most people forget to budget for.
A system with no interface at all is a judgement, made case by case. Some are reachable through a database, a file drop, a queue or a batch job. Some are not worth it. The engineer already embedded with your team tells you which, before anyone spends money.
What we do not do is promise to build you a missing API as a standard deliverable, or drive your software through its screens.
What operating actually covers
The half that decides whether any of this is still working in a year.
Hosting
Your servers run as managed workloads on OpsHero-managed Kubernetes, like anything else we operate.
Credentials, updates and patching
Secrets handled properly, upstream changes tracked, versions current. This is what breaks a self-built server the first time the system on the other end moves.
Monitoring, usage and cost per tool
Which tools your agents actually call, how often, what fails and what it costs. Nobody who builds one of these themselves has this.
On-call and incident response
A broken server stops every agent that depends on it, so someone answers.
Yours, outright
Your code, in your repository
Built where the rest of your software lives, and readable by the engineers who will inherit it.
Your systems and your credentials
Secrets stay where your secrets belong. We hold no copy you cannot revoke.
Nothing you have to keep us for
We operate it for as long as you want us to. It runs without us on the day you would rather run it yourself, and that is the intended outcome rather than a concession.
What you are actually choosing between
Build it yourselves
For a clean, documented API this is a week of work for a competent engineer, and we will say so. What usually does not happen is the scoping, the credential handling, the audit trail, or owning it afterwards.
A systems integrator
Will build it. Will not run it, and will not know what an agent does with it once it is running.
Wait for the vendor
Sometimes the right answer. If the interface is on their roadmap and you can wait, wait.
An RPA product
Adjacent, older, and a different failure mode.
Nothing
The real competitor, and the reason the work sits unautomated for another year.
The ones people actually ask
Could we not build this ourselves in a week?
For a clean, documented API, yes — and we would say so rather than argue. What takes longer is deciding which systems deserve it, reaching the ones with no interface, and owning it after the first upstream change.
Is this not a security hole?
The right instinct, and the reason safety leads this page. The answer is specifics rather than reassurance: scoped tools rather than a general-purpose bridge, identity per request, an audit of what was called, egress control, and credentials that live where credentials belong.
What if MCP does not last?
Fair — the protocol is young and the specification is moving. The work that costs money is the interface, the scoping and the operating. The protocol wrapper is the thin part, and it can be replaced without redoing the rest.
What if our vendor forbids it, or there is no way in?
Sometimes that is the answer. We would rather tell you so than promise a way through somebody else’s contract.
Bring us the system you cannot automate
Name it on a call. We will tell you whether it can be reached, roughly what it would take, and whether it is worth doing.
- Whether the system can be reached at all, and by what route
- Roughly what building the interface would take
- Whether it is worth doing — including when the answer is no