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Engineering Knowledge Platform

Your architecture changed.
Your docs didn't.

Connect a GitHub repository and Notatkii builds a living model of your system — services, dependencies, ownership and docs. When your code moves, it tells you exactly what fell out of date.

Built for modern engineering stacks

GitHub
AWS
Docker
Kubernetes
PostgreSQL

The problem

Engineering knowledge decays faster than code evolves

Every merge request changes your system. Confluence pages, architecture diagrams, and onboarding docs rarely keep up — and nobody notices until something breaks.

3–6 months

Average onboarding time

New engineers spend months tracing dependencies, reading stale wikis, and asking the same questions.

67%

Docs out of sync

Most internal documentation diverges from production within weeks of the last major refactor.

2× MTTR

Incident cost without context

Teams without a living system model take twice as long to diagnose production failures.

How it works

From repository to engineering knowledge in five steps

01

Connect GitHub

OAuth to your account. Notatkii creates a per-repository webhook with its own secret.

02

Analyse repository

Structural analysis maps services, databases, APIs, and dependencies — typically under a minute.

03

Generate Blueprint

Start from a draft or guided wizard, or analyse a connected repo. Layout groups, traffic flow, and cloud context included.

04

Organise knowledge

Add owners, runbooks, environments, and documentation. Request AI docs when you need them.

05

Stay synchronised

Every push is detected. Stale assets are flagged — never silently overwritten.

Blueprint

A living model of your software

Not a static diagram — a structured engineering asset you can draft by hand, connect to GitHub, and evolve with every commit.

  • Start from a draft or guided wizard — design architecture before connecting GitHub
  • Services, databases, queues, and external integrations mapped from your repository
  • Layout groups for AWS regions, VPCs, and logical boundaries
  • Per-asset metadata: owner, environment, runbook, monitoring links
  • On-demand AI documentation — flagged stale when architecture diverges
  • Traffic flow simulation and structure linting in the editor
  • Export to PNG, SVG, Mermaid, or architecture.json

Payments API Service

Service

payments-team

production

PostgreSQL RDS

Database

platform-team

production

Stripe

External

Push detected

Per-repository webhook receives the commit. last_event_sha advances — never the analysis baseline.

Structural refresh

Free structural analysis compares the repository against your Blueprint. No AI cost unless you request it.

Changes flagged

Added, removed, or modified services open Sync Review. You accept, reject, or merge each change.

Docs marked stale

Documentation is never silently updated. Stale assets are visible, and your Knowledge Score reflects the gap.

Synchronisation

Documentation that tells you when it's wrong

Most tools regenerate docs on every push — producing confident-sounding content that may be incorrect. Notatkii marks knowledge stale instead of silently overwriting it.

Correctness over convenience

Your Engineering Knowledge Score discounts stale documentation by 50%. A high score means your team genuinely understands the system — not that an AI ran recently.

Engineering Knowledge Score

A score that only rises when knowledge genuinely improves

Eleven weighted dimensions — documentation, ownership, synchronisation, review status, and more. Stale docs drag the score down. Verified assets push it up.

0/ 100

Healthy · Payments API

Architecture Coverage92%
Documentation Coverage78%
Repository Synchronisation85%
Ownership Coverage64%
Dependency Accuracy88%
Runbook Coverage45%

Plus dependency accuracy, runbook coverage, environment coverage, monitoring coverage, and metadata completeness.

Ownership & reviews

Every asset has an owner, a review state, and a confidence level

Engineering knowledge isn't complete until a human verifies it. Notatkii tracks review workflows, AI confidence scores, and ownership on every component.

AI Generated

Initial state after repository analysis

Pending Review

Flagged for team verification

Verified

Human-confirmed by an engineer

Approved

Formally approved for production reference

Owner assignment

Team or email on every deployable asset

Review history

Full audit trail of status transitions

Shared org workspaces

Blueprints synced from GitHub organisation membership

Security

Built for engineering teams who take privacy seriously

Your repositories contain your most valuable intellectual property. Notatkii is designed to analyse without persisting source code.

Encrypted tokens

GitHub OAuth tokens encrypted at rest with Fernet. Never stored in plaintext.

Per-repo webhook secrets

Each repository gets a unique HMAC-SHA256 webhook secret. No global secret.

Tenant isolation

Blueprint access enforced via workspace membership. Cross-org access is impossible.

No source code storage

Repository content is read via GitHub API during analysis. Only derived mappings and docs are stored.

Signature verification

Every webhook payload verified before processing. Replay attacks mitigated.

Magic link auth

Single-use authentication tokens with rate limiting. No passwords to leak.

Pricing

Simple pricing. No per-repo charges.

Start free. Upgrade when your team grows.

Free

$0/month

For individuals exploring engineering knowledge

  • 1 repository
  • Up to 3 blueprints
  • Architecture diagrams
  • Per-service documentation
  • Export build prompts
Most popular

Pro

$19/user/month

For teams that ship

  • Unlimited repositories
  • Unlimited blueprints
  • Shared GitHub org workspaces
  • AI code comments via PR
  • Priority support

Testimonials

Trusted by engineering teams

Customer stories coming soon

Placeholder — customer testimonial coming soon.

Engineering Manager

Series B SaaS

Placeholder — customer testimonial coming soon.

Staff Engineer

Fintech startup

Placeholder — customer testimonial coming soon.

VP Engineering

Enterprise platform team

FAQ

Frequently asked questions

No. Notatkii reads your repository via the GitHub API during analysis. We store derived architecture mappings, documentation, and metadata — not your full codebase.
Structural analysis typically completes in under a minute. Full AI documentation runs in the background and may take several minutes for larger repositories.
Notatkii detects changes via per-repository webhooks, runs a lightweight structural refresh, and marks documentation stale when your architecture diverges. AI regeneration is never automatic unless you opt in.
A weighted 0–100 score across eleven dimensions — documentation, ownership, synchronisation, review status, and more. It decreases when knowledge goes stale, so a high score means your team genuinely understands the system.
One repository, up to three blueprints, architecture diagrams, per-service documentation, and magic link authentication. Upgrade to Pro for unlimited repos and blueprints, AI code comments via PR, and priority support.
Workspaces are synced from your GitHub organisation membership. Org members with access to the connected repository can view shared blueprints.

Start building engineering knowledge today

Connect your first repository. See your architecture in under a minute. Free to start — no credit card required.