shift-maker

shift-maker

Generates legally-compliant weekly shift schedules for Korean workplaces through conversation, using OR-Tools CP-SAT to enforce labor laws such as the 52-hour weekly cap and minor worker protections.

Category
Visit Server

README

<p align="center"> <img src="assets/app-icon.png" alt="shift-maker" width="120" /> </p>

shift-maker β€” Labor-Law-Aware Shift Scheduling MCP Server

Generate legally-compliant weekly shift schedules for Korean workplaces through pure conversation β€” powered by OR-Tools CP-SAT.

πŸ‡°πŸ‡· ν•œκ΅­μ–΄ README

Why

Ask an LLM to build a weekly shift roster and it will confidently hand you one that double-books a person into two shifts at once, blows past the 52-hour weekly cap, or puts a minor on a midnight shift. Rostering is a constraint-satisfaction problem, and next-token prediction is the wrong tool for it β€” the answer looks right and is quietly illegal.

shift-maker doesn't ask the model to do the math. The conversation only collects facts (store, shifts, employees, constraints); the actual schedule is solved by an OR-Tools CP-SAT engine on the backend. You get either a schedule that is provably valid under the constraints, or a clear "infeasible + reason" β€” never a plausible-looking violation.

Features

Eight MCP tools cover the full flow from store setup to publishing:

Tool What it does
ping Connectivity check β€” echoes your message back as pong.
set_store Create a store (scheduling session): shifts (name, start, end, headcount) and operating days. Returns a sessionId used by later tools.
set_employee_constraints Add or update an employee by name: weekly contract days, unavailable days, minor-worker flag, fixed assignments, date-specific unavailability.
generate_schedule Solve the weekly roster from employees, availability, and owner rules; returns a readable table.
get_schedule Read back an already-generated schedule (read-only, never re-solves).
create_availability_link Generate a self-serve link employees fill in to submit their availability for the week.
get_availability_status Show who has and hasn't submitted their availability.
publish_to_calendar Publish the confirmed roster to the store's KakaoTalk subscription calendar.

Labor-law engine

generate_schedule takes a laborMode that selects how the Korean Labor Standards Act is applied:

laborMode Applies to Enforces
full (default) Workplaces with 5+ employees 52-hour weekly cap, weekly paid rest day, minor-worker protection
under5 Workplaces with fewer than 5 employees Weekly rest day and minor-worker rules; 52-hour cap exempted
off Exempt roles (surveillance/intermittent work, e.g. security, firefighting) Baseline validity only (no double-booking); statutory caps waived

Minor workers (isMinor: true, under 18): no night work (22:00–06:00), max 7 hours/day, max 35 hours/week β€” all enforced as hard constraints.

Weekly holiday allowance (μ£Όνœ΄μˆ˜λ‹Ή): this is not auto-avoided. When an employee crosses 15 scheduled hours in a week they become eligible for the statutory paid-holiday allowance. shift-maker surfaces that fact transparently as a warning so the owner can decide β€” it never silently trims hours to dodge the threshold.

Also supports

  • Day-of-week staffing overrides β€” need 2 people on weekday nights but 3 on weekends? Add a shift slot with a day and its count replaces the base headcount for that day (it does not stack).
  • Per-employee fixed assignments β€” pin someone to a recurring day Γ— shift every week (e.g. "manager always works Friday/Saturday night").
  • Date-specific unavailability β€” block a single date Γ— shift ("can't close on 7/8") without marking the whole day off.
  • Overnight shifts β€” an end time earlier than the start time is treated as crossing midnight and rendered with an (읡일) / "next day" tag.
  • Self-serve availability links β€” share one link in a group chat and each employee submits their own availability.

Live demo

A hosted instance is live over Streamable HTTP:

https://shift-maker.playmcp-endpoint.kakaocloud.io/mcp

Connect it in three steps:

  1. In Claude Desktop, open Settings β†’ Connectors β†’ Add custom connector (or launch the MCP Inspector).
  2. Paste the endpoint URL above as a Streamable HTTP server.
  3. Start chatting β€” the tools appear automatically.

Verified 3-message scenario (cinema)

These three Korean messages take the server from empty to a finished, law-compliant roster plus an availability link:

  1. "우리 μ˜ν™”κ΄€ λ“±λ‘ν•΄μ€˜. 3κ΅λŒ€ 각 2λͺ…, 주말 야간은 3λͺ…μœΌλ‘œ" "Register my cinema. Three shifts, 2 people each, but 3 on weekend nights."
  2. "점μž₯, μ£Ό3일 κ³ 3, 직원 8λͺ… 등둝. 점μž₯은 κΈˆΒ·ν†  μ•Όκ°„ κ³ μ •" "Add a manager (3 days/week, high-school senior) and 8 staff. Pin the manager to Friday/Saturday night."
  3. "2026-07-20 μ£Ό κ·Όλ¬΄ν‘œ 짜고, κ°€μš©μ‹œκ°„ μž…λ ₯ 링크도 λ§Œλ“€μ–΄μ€˜" "Build the roster for the week of 2026-07-20 and create an availability-input link."

Architecture

flowchart LR
  A[AI client\nClaude / ChatGPT / Kakao PlayMCP] -->|MCP Streamable HTTP| B[shift-maker MCP server\nthis repo]
  B -->|REST + shared secret| C[SmartShift backend\nNext.js on Vercel]
  C --> D[(PostgreSQL)]
  C -->|solve| E[OR-Tools CP-SAT\nPython on Render]

This repo is the MCP layer. The backend/solver run as a hosted service; point SMARTSHIFT_API_URL at your own deployment if you fork the full stack.

Run locally

npm ci && npm run build
cp .env.example .env      # set SMARTSHIFT_API_URL and MCP_SHARED_SECRET
node dist/index.js

Then connect a client to the local server with the MCP Inspector:

npx @modelcontextprotocol/inspector node dist/index.js

Built for Kakao AGENTIC PLAYER 10 (2026).

License

MIT β€” see LICENSE.

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured