Coding agents can't work on your legacy code. Yet.
Your competitors already build with them. We make your codebase and environment agent-ready: verified context, workflows and guardrails, in your own tools.
How ready is your team today? Take the AI Operability self-assessment.
An agent-ready foundation for continuous development.
An AI Operability score upgrade, and an agent-ready grounding layer for your codebase, available to your team through Swimm or the coding tools they already use.
The grounding layer
Every flow, rule and term in your code, mapped to 100% on supported stacks and verified by our experts.
MCP access
Your agents query it from the tools your engineers already use, with sources for every answer.
Agent workflows
Specs, impact analysis, tests and pull requests, running on top of the verified map.
Always in sync
When code changes, only the affected parts are regenerated, with our patented selective updates.
A codebase agents can follow
Structural barriers removed: dead code cleared and conventions aligned, so every agent works the same way.
Tests and CI for agent work
Guardrails that check every change an agent makes before it reaches your main branch.
Agents are strong. Legacy code needs the whole picture.
01
Agents read files.A legacy flow can run through dozens of programs at once.
02
Completeness is hard to check.Ask an agent whether it saw everything. You need a way to verify the answer.
03
Your terms live in people.Acronyms and business language rarely appear in the code itself.
04
The grounding layer covers all three.Complete, verified and current, so agents work from facts.
Your agent asks. The grounding layer answers, with sources.
Through MCP, any compatible agent can pull a whole flow, a verified rule or the impact of a change, each with the files and lines behind it.
- Whole flows, not a handful of files
- Verified rules, with the expert sign-off attached
- Impact before a change, across every repo
Agents
Connected agents
Recent questions from agents
"Which flows read HARDSHIP-FLAG?"
3 flows · answered with sources
"Write tests for rule BR-214"
6 tests · pull request opened
One place for your people and your agents, long after the project.
After the project, the grounding layer lives on in the Swimm platform. Your engineers browse it in the portal, your agents reach it over MCP, and it stays in step with every commit.
- Connect any MCP agent your engineers already use
- See what agents ask, and the sources behind each answer
- Stay current: every commit, synced
You own what we build; we're there when you want to go further.
Get our public write-up of grounding agents on Apache OFBiz, an open-source ERP.
Over a million lines of Java, XML and Groovy, with business logic spread across all three. We'll show what agents get right once they're grounded. Leave your email and we'll send it when it's live.
github.com/apache/ofbiz-framework
Over a million lines across Java, XML and Groovy
Apache 2.0, open to anyone
The read: how order returns really work
Planning to build a harness in-house?
Keep the ownership. Our AI experts build it on your code, in your environment.
Frequently asked questions
Is AI Operability software we install?
It's a service. Our AI experts prepare your codebase and development environment, build the harness on your source code and set up your agents. The grounding layer then lives in the Swimm platform, in your environment if you need it there.
Which agents and LLMs does it work with?
Any agent that speaks MCP, including Copilot, Cursor, Claude Code and agents you build yourself. Enrichment runs on the LLM of your choice.
How does it stay current as the code changes?
Every finding is traced to its code, so when a commit lands we know which parts to regenerate. Our patented selective updates leave everything else untouched.
Can it run on-premise?
Yes, including air-gapped environments, with your own LLMs. How your code is handled.
What happens after the engagement?
The grounding layer lives on in the Swimm platform, in sync with your code, for your people and your agents. You own what we build; we're there when you want to go further.
Let your team build with coding agents, on the code you have.
30 minutes with our team. Bring the agents you're betting on.