OpsLevel AI

OpsLevel is an engineering platform, sometimes called an internal developer portal, that tracks every software service a company runs, along with its owner and dependencies. Its Catalog Engine scans source repositories, Kubernetes clusters, CI/CD systems, and cloud accounts to find services automatically, then AI writes plain-language descriptions, flags likely duplicates, and reviews commit history to find a likely owner for each service, notifying that person by email. It includes an MCP (Model Context Protocol) server so AI coding assistants can query the catalog about ownership and architecture. Admins set up integrations once, and the catalog keeps itself current without manual entry.

This fits a larger engineering organization with enough services, usually dozens or more across several teams, that manually tracking ownership and documentation has become unreliable. A practical starting point is running the automated discovery scan against existing repositories and cloud accounts to see how much of the catalog it builds without manual entry. OpsLevel prices per developer and does not publish list pricing, so treat any quote as a starting point for negotiation; its Standard plan caps at 50 users, so a growing organization should ask about Enterprise pricing early. The main limitation is that AI-generated descriptions and ownership suggestions still need a human check, since commit history does not always show who currently owns a service.