Korral StoreLink MCP

A small FastMCP server and custom local client for Korral's stock-assessment and replenishment workflow. The StoreLink API is represented by a deterministic stub, as permitted by the assignment; no real Korral system or customer data is used.

What works

The MCP server exposes exactly three Pydantic-validated tools:

• inspect_stock_position: returns on-hand units, POS units sold over the requested window, gap = max(POS - on-hand, 0), and whether the gap exceeds the threshold.

• raise_replenishment: creates one order for an explicit positive quantity and returns its StoreLink order ID and status.

• get_replenishment_status: retrieves the status of a known order.

The surface deliberately omits raw POS transactions, arbitrary StoreLink requests, store/SKU administration, supplier lookup, and credential tools. The supplied buyer task does not need them, and exposing them would give an agent broader access without improving the acceptance path. Assessment and replenishment remain separate so the buyer audit can show the evidence before the consequential action.

The custom FastMCP client runs the validated cases in examples/step2_buyer_case, writes one readable JSON file per run under audit_trails/, and prints redacted StoreLink call evidence. Technical events are JSON logs on stderr for FDE troubleshooting.

Related MCP server: StockPilot-MCP-Server

Local setup and demo

Python 3.12+ and uv are required.

uv sync --all-groups
export KORRAL_STORE_KEYS_JSON='{"47":"demo-key-47","102":"demo-key-102"}'
uv run korral-demo

Run the strict > 6 boundary case:

uv run korral-demo --case examples/step2_buyer_case/strict_threshold.json

The command prints the assessment, order, status, and redacted stub calls. Its audit_path points to the saved buyer audit. Demo keys are synthetic and must not be reused outside local development.

Run the MCP service

HTTP is the packaged default:

export KORRAL_STORE_KEYS_JSON='{"47":"demo-key-47","102":"demo-key-102"}'
uv run korral-mcp

The Streamable HTTP endpoint is http://localhost:8000/mcp. Set MCP_TRANSPORT=stdio for a local stdio client. Other configuration is documented in .env.example; production should set KORRAL_STORE_KEYS_FILE to a Secret Manager-backed mounted JSON file rather than placing key values in process arguments.

Test and quality commands

uv run pytest
uv run ruff check .
uv run ruff format --check .
uv run mypy

Tests use only the StoreLink stub. They prove the mixed and threshold cases, the narrow tool surface, Pydantic rejection of a non-positive order, in-flight key rotation, failed refresh, missing-store credentials, audit persistence for successful and failed runs, ambiguous-write review without retry, and secret redaction.

Recording checklist

The submission recording should show the complete acceptance evidence in this order:

1. Run uv run korral-demo and point out the three MCP tool calls.

2. Show store 47's gap of 8, its 8-unit accepted order, and store 102's no-order result.

3. Open the printed audit_path and show the evidence, decision, order, and outcome.

4. Run uv run pytest and show the credential rotation, missing credential, and uncertain-write tests passing.

5. Show the successful docker build -t korral-storelink-mcp:local . command and briefly explain the Korral-owned deployment path in DEPLOYMENT.md.

Container

docker build -t korral-storelink-mcp:local .
docker run --rm -p 8000:8000 \
  -e KORRAL_STORE_KEYS_JSON='{"47":"demo-key-47","102":"demo-key-102"}' \
  korral-storelink-mcp:local

The container runs as a non-root user. For a containerized demo client, mount an audit directory and override the command with korral-demo. See DEPLOYMENT.md for the customer deployment and rotation story.

Assumptions and deliberate shortcuts

• The example gap and order quantity are both max(last-24h sales - on-hand, 0).

• A gap must be strictly greater than six; exactly six does not order.

• StoreLink responses and authentication rejection are stubbed. The credential and retry boundary is real, but a real httpx adapter awaits Korral's complete schemas.

• An explicit authentication rejection is retried once after reloading the secret. Ambiguous writes must be reviewed and are never blindly retried.

• The custom client is deterministic; no LLM is needed. A future agent may interpret language, but calculation, validation, credentials, and writes stay deterministic.

• MCP client authentication and a production audit sink must be agreed with Korral IT.