Insight Cash — Session Statistics

Section 1 · A major focus of the past several weeks

Development methodology — CCT-AIDLC

A custom AI-Driven Development Lifecycle tailored to CCT's WinForms-to-SPA migration. Intent-driven, plan-first, user-story-led, AI-drafted and human-validated. One method, every migration.

Workflow at a glance

Phase 1 · Inception 1Scaffold → 2Sources → 3Plan → 4Stories → 5Prototype → Inception Gate

Approved intent

Phase 2 · Construction 6Domain 7ADRs 8Design 9Tests parallel → 10Bolts → 11Code → 12Doc sync → Design Gate

Skill catalog — operationalized as Claude Code slash commands

Skills are reusable Claude Code slash commands that package each workflow step as a self-contained procedure — prompt, inputs, expected artifacts, and gate behavior. Encoding the method as skills means any teammate (or agent) can run a migration step with one command and produce the same artifacts in the same place every time.

Step skills

/cct-intent /cct-intent-update /cct-plan /cct-stories /cct-prototype /cct-domain /cct-adrs /cct-design /cct-tests /cct-bolts /cct-code-bolt /cct-doc-sync

Branching utilities

/cct-pr-inception /cct-pr-construction /cct-chore /cct-release /cct-rebase-intent /cct-commit

Workspace + repo utilities

/cct-backlog /change-summary /test-summary

Why it matters

Predictable delivery

Every intent passes through the same gates, produces the same artifacts, and is reviewed by the same roles.

Parallel work

Construction's domain, ADRs, design, and tests run concurrently. Bolts run sequentially with explicit dependency tracking.

Human-validated AI

AI drafts every artifact; humans approve at two explicit gates — End-of-Inception and End-of-design.

Scales with the program

One method, every migration. No per-tool bespoke planning, no rediscovery of the workflow each time.

Section 2

Tools, reports & shared components

What we've built and deployed so far. Tabs below switch between the five categories.

Full-stack tools with their own API and SPA module. Operators use these to drive day-of business.

tool

Currency Bag Management

Vault Management → Cashier Operations. Load / Modify / Approve / Unload lifecycle.

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tool

Machine Count Management

Vault Management → Count Management. Slot-machine count Create / Edit / Void.

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tool

Table Count Management

Vault Management → Count Management. Table-game count Create / Edit / Void.

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tool

Home

Dashboard landing page.

tool

Vault Management

Vault Management → Vault Operations. Shell shipped; command intents still pending.

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Configuration and master-data editors. Same architecture as interactive tools, but the workload is admin-side CRUD rather than daily floor operations.

maintenance

Cash Count Category Maintenance

Maintenance → Financial Configuration. Bill-sorter count category CRUD.

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maintenance

Department Maintenance

Maintenance → Personnel & Security. Department + Title CRUD with role mapping.

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maintenance

Deposit Category Type Maintenance

Maintenance → Financial Configuration. Category CRUD with dual-list TransactionType assignment.

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maintenance

Employee Maintenance

Maintenance → Personnel & Security. Employee + identity + role assignment CRUD.

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maintenance

Ticket Type Maintenance

Maintenance → Gaming Configuration. Ticket type header + offsets editor.

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maintenance

Vault Location Maintenance

Maintenance → Gaming Configuration. Full CRUD over dbo.VaultType.

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Vault Transactions

Reporting → Vault Reports. Multi-vault, multi-shift transaction grid with money-column totals.

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Vault Transactions · click to flip back

Reusable building blocks consumed by multiple tools. Each one is owned by the intent that first shipped it; later intents inherit.

component

denom calculator

Cash, Chip, NCV Chip, Currency Bag, Premades, and Other Items counters.

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denom calculator · click to flip back

component

signature

Document signature capture — mouse-only for now; Topaz hardware support deferred.

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signature · click to flip back

component

client-options

Workstation client-options editor.

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Migration scope

Counts across the entire CasinoInsight v6.1 WinForms feature surface that has to land in the web app, bucketed by type and status. Internal diagnostic tools, deprecated modules, and analytics / data-warehouse features are excluded.

Architecture

6 / 29 · 20.7%

23 left

Tool

1 / 22 · 4.5%

21 left

Report

8 / 155 · 5.2%

147 left

Misc.

8 / 80 · 10.0%

72 left

Total

23 / 286 · 8.0%

263 left

Note — every screenshot in this section is captured automatically by a Playwright script and synced to S3 on each deploy. No hand-pasted images, no stale UI in the deck.

Section 3

Test surface

Every test file in the repo, bucketed by type (rows) and area (columns). Counts are cases per file. Contract files are type-level assertions and count as one case each.

Type	Frontend	Handlers	CLI	Cross-cutting	Total
Unit	483	871	388	6	1,748
Integration	–	–	22	–	22
Contract	–	–	–	14	14
Smoke	–	–	5	12	17
E2E	–	–	–	669	669
Total	483	871	415	701	2,470

Runner breakdown

Playwright

681 cases · 47 files

Real browser, real Cognito, real API.

Vitest

1,775 cases · 340 files

Fast, in-process, mocked or child-process.

Unit

Fast and in-process

Mocked dependencies. The bulk of the surface. Vitest.

Integration

CLI ↔ handler

CLI commands running against handler logic with mocked AWS / DB. Vitest.

Contract

Type-level assertions

app/contracts/*.contract.ts keeps handler responses, CLI requests, and shared schemas aligned.

Smoke

Post-deploy probes

SPA smoke (Playwright) and CLI smoke (Vitest spawning the compiled cct CLI).

E2E

Full stack

Playwright against a real browser, real Cognito, and the real API.

Note — Claude doesn't just write the code and the tests — it also drafts the user-facing documentation and the publicly accessible technical guides that ship alongside each tool, kept in lockstep with the implementation.

Section 4

CCT CLI surface

The cct CLI is the agent-facing surface of Insight Cash. Every interactive tool, maintenance editor, and report is reachable from the terminal using the same business logic, auth, idempotency, and audit guarantees as the SPA.

Designed for AI agents first. Claude — or any MCP-aware automation — can authenticate, run a shift close, reconcile a currency bag, export a report, and verify the result programmatically, without a browser, a screen, or a human in the loop, and leaving the same RBAC + audit trail an operator would. Stable command names, machine-readable JSON output, deterministic exit codes, and per-write idempotency keys are what make Insight Cash agentically operable — Claude doesn't need a UI to do the job, it needs a contract, and the CLI is that contract.

Humans get the same surface as a side effect — ops engineers wire cct health into CI gates, power users script bulk operations, anyone who'd rather type than click.

The CLI ships 18 topics and 67 commands.

Same business logic, different surface — load a currency bag

Both paths hit the same handler, the same SP, the same RBAC, and leave the same audit trail. Only the surface differs.

Human via Website

Open the SPA in a browser, sign in via Cognito hosted UI
Navigate to Currency Bag Management
Click Load New Bag
Pick denomination, vault, deposit category from dropdowns
Enter amount, seal number, description
Capture banker signature on the signature pad
Click Save, confirm the dialog
Read the success toast; new bag appears in the grid

AI agent via the CLI

Authenticate with a scoped API key
Run currency-bag load with the bag fields inline
Parse JSON response, branch on exit code

cct login --api-key=$IC_KEY
cct currency-bag load \
  --denomination USD100 \
  --vault-type-id 11111111-...-...-...-111111111111 \
  --amount 1000 \
  --description 'Night audit bag' \
  --signature banker=./banker.png \
  --json

Command Library

TW Tools (write surfaces)

Currency Bag, Machine Count, Table Count — full lifecycle commands.

list · create · edit · void · approve · unload · history · export

↺ Click to view currency-bag screenshot

cct currency-bag · click to flip back

MT Maintenance

Department (incl. Title sub-topic), Vault Location, Employee, Ticket Type, Cash Count Category, Deposit Category Type, Client Options.

↺ Click to view employee screenshot

cct employee · click to flip back

RE Reports (generic engine)

One command set covers all 11 deployed reports.

reports list · describe · run · export · history

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cct reports list & run · click to flip back

AH Auth, Audit, Health, Infrastructure

Operator-side observability and an escape hatch for ad-hoc API calls.

auth keys · auth logins · connections list · health · api

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cct health · click to flip back

SI Session & Identity

Sign-in, profile + site switching, identity introspection.

login · logout · whoami · version · config · sites

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cct whoami · click to flip back

Section 5

Tools & services

A deliberately minimal toolchain. Four external services, every one of them accessible by both humans and AI agents through standard protocols.

Source Control

GitHub

All migration work flows through branched intents, per-bolt sub-branches, and PR-gated review checkpoints aligned to the AI-DLC method.

Communication · MCP

Slack

Team communication, accessible to Claude through the official Model Context Protocol server. Project channels are first-class context for AI agents.

Knowledge · MCP

Notion

Exported project-related information — specs, decision logs, archived context — accessible to Claude through the official MCP server.

Code Quality · MCP

SonarQube Cloud

Static analysis and quality gate for AI-authored code. Claude runs guide-and-verify scans on every bolt before commit — CRITICAL and HIGH issues never reach a PR.

Why limit the tooling?

The deliberately small surface area is the point. Fewer tools means three concrete wins.

Easier context for Claude

AI agents read source-of-truth content from a handful of well-defined services instead of fishing across a sprawling SaaS estate.

Easier workflow changes

When the team adjusts the migration process, changes are concentrated in this repo plus four external services — not scattered across a dozen integrations.

Lower coordination cost

Every team member, and every agent, knows where to look for any piece of information.

Section 6

Codebase statistics

Overall footprint of the Insight Cash repository as of 2026-05-16 — code, documentation, and the skills we built to drive it all.

7,019

Application Code files

705k

Application Code lines

768

Markdown files

315k

Markdown lines

Skills developed

The World of Markdown

Excludes node_modules, test-results, dist, build, .next, coverage, out, temp, .terraform.

context/

278 / 194,608

aidlc/

245 / 84,759

architecture/

49 / 13,819

app/

142 / 9,817

.claude/

42 / 9,369

other/

6 / 477

TOTAL

768 / 314,677

Application Code

app/	6,908 files · 694,550 lines
database_changes/	111 files · 11,061 lines
Combined total	7,019 files · 705,611 lines

Project Nova, by the numbers — how we build it and what we've built.

Development methodology — CCT-AIDLC

Workflow at a glance

Skill catalog — operationalized as Claude Code slash commands

Step skills

Branching utilities

Workspace + repo utilities

Why it matters

Predictable delivery

Parallel work

Human-validated AI

Scales with the program

Tools, reports & shared components

Currency Bag Management

Machine Count Management

Table Count Management

Home

Vault Management

Cash Count Category Maintenance

Department Maintenance

Deposit Category Type Maintenance

Employee Maintenance

Ticket Type Maintenance

Vault Location Maintenance

Account Codes

Bank Deposit History

BMDW Machine

Cashier Detail

Document Search

Document Search (Unsigned)

Employee Search

Found Money History

Locked Game Days

Vault Activity

Vault Transactions

denom calculator

signature

client-options

grid

report

shell

deposit-category-offsets

common

Migration scope

Test surface

Runner breakdown

Fast and in-process

CLI ↔ handler

Type-level assertions

Post-deploy probes

Full stack

CCT CLI surface

Same business logic, different surface — load a currency bag

Human via Website

AI agent via the CLI

Command Library

Tools & services

GitHub

Slack

Notion

SonarQube Cloud

Why limit the tooling?

Easier context for Claude

Easier workflow changes

Lower coordination cost

Codebase statistics

The World of Markdown

Application Code

The numbers, in one place

Built & deployed

Test surface

Codebase

Skills