A knowledge graph of how your software fits together
skaftorAI builds a graph of the entities that matter — services, repositories, features, decisions, and the people who own them — and the relationships between them. It is the map that every plan, blueprint, and Work Order is grounded against.
- Entities and relationships across services, repos, and teams
- Ownership made explicit, so the right people are looped in
- Continuously updated from the work as it ships
Impact analysis before you commit
Ask what a change touches and get a real answer. Memory traces the blast radius across services and interfaces, so a Work Order arrives with its downstream effects already mapped instead of discovered in production.
- Blast-radius analysis across service boundaries
- Downstream dependencies surfaced before work starts
- Owners of affected systems flagged automatically
Stop building the same thing twice
Duplicate detection compares new work against what already exists and flags overlap — the endpoint another team already shipped, the utility that already lives in a shared library — so consolidation happens by design rather than by accident.
- Duplicate and near-duplicate work flagged at plan time
- Cross-team consolidation opportunities surfaced
- Repo intelligence tying the graph back to real code
What memory looks like on a real change
Say an engineer picks up a Work Order to add a refund path to billing. Before a line is written, memory shows that the payments service already exposes a reverse-charge primitive, that the ledger team owns the invariant it touches, and that a similar refund flow shipped in the mobile app last quarter. The plan reuses what already exists, loops in the right owner, and inherits the constraints that earlier work discovered — so the change lands consolidated and in-policy instead of re-solving a solved problem.
- Grounded in your real repositories, owners, and shipped history — not a generic model's guess
- Answers "has someone already built this?" and "who owns what this touches?" at plan time
- Turns knowledge that used to live only in senior engineers' heads into a queryable graph