What is Skaftor?

Skaftor is the system of record for AI-native software delivery. It turns intent into agent-orchestrated work orders and remembers how every change was built.

The short version

When AI agents write most of the code, the hard part is no longer typing — it's coordination, governance, and memory. Skaftor is the layer that closes that gap: capture what you want built, dispatch it to coding agents, keep every change governed, and never lose the story of how your software came to be.

What Skaftor does

Skaftor runs one governed pipeline your team approves at every step:

  1. Capture intent. A product brief or an imported repo becomes structured requirements with acceptance criteria.
  2. Blueprint the architecture. Requirements map onto services, data, and interfaces you can review before code exists.
  3. Compile work orders. Approved intent becomes agent-executable work orders with full execution context.
  4. Orchestrate agents. A per-project MCP server and CLI dispatch work to coding agents like Cursor and Claude Code — see MCP orchestration.
  5. Govern every change. Approval gates, blast-radius analysis, spec-drift detection, and release-confidence scoring guard what ships.
  6. Remember everything. Every artifact is linked in an engineering memory graph, preserving the Intent-to-Production Thread.

Why it matters: the Orchestration Gap

AI can now generate more change in a day than most teams can safely review, integrate, and remember in a week. That widening distance between generation speed and organizational capacity is the Orchestration Gap. Skaftor exists to close it — turning raw AI velocity into governed, remembered delivery.

How Skaftor is different

Skaftor is not an AI coding assistant, and not a metrics dashboard. It orchestrates the assistants and makes their output governable and memorable. Compared with AI-native software delivery done ad hoc — every developer wiring up agents their own way — Skaftor gives the whole organization one governed, traceable, remembered pipeline.

Frequently asked questions

What is Skaftor?

Skaftor (skaftorAI) is the system of record for AI-native software delivery. It captures business and technical intent, compiles it into agent-executable work orders, orchestrates AI coding agents (like Cursor and Claude Code) over MCP, governs every change with gates and blast-radius checks, and remembers how and why each change shipped in an engineering memory graph.

What does Skaftor do?

Skaftor turns a product brief or an imported repository into structured requirements, an architecture blueprint, and phased work orders; dispatches those work orders to AI coding agents; enforces approval gates, spec-drift detection, and release-confidence scoring; and keeps every artifact traceable to production code through a queryable knowledge graph.

Who is Skaftor for?

Engineering organizations adopting AI coding agents at scale — CTOs and VPs of Engineering who need governance, engineering managers who need traceability, platform/DevEx teams who need a standard way to orchestrate agents, and enterprise buyers who need auditability, SSO/SAML, and RBAC.

How is Skaftor different from an AI coding assistant like Cursor or GitHub Copilot?

Those tools help an individual developer write code faster inside the editor. Skaftor is the organization-wide system around them: it captures intent, orchestrates the agents from structured specs, governs the output, and remembers the full history. Skaftor orchestrates coding agents rather than competing with them.

How much does Skaftor cost?

Skaftor is $99 per seat per month for the Pro plan, with custom Enterprise pricing for larger organizations that need advanced governance, SSO/SAML, and self-hosting.

What category is Skaftor in?

Skaftor defines the category of the system of record for AI-native software delivery — adjacent to engineering intelligence platforms and AI coding agents, but distinct: it is the governed control plane and organizational memory that ties intent, agents, and shipped code together.

Explore the concepts

Last updated July 28, 2026 · https://skaftor.com/what-is-skaftor