QMSCloud Reporting Server

Queries pre-built Metabase cards for QMSCloud and exposes them to AnythingLLM:

AnythingLLM (host)  ->  Ollama / Qwen  ->  this MCP server  ->  Metabase card JSON

Sibling of ../mcpreport (which talks to the QMS700i servlet). The difference: this server has no login flow — Metabase authenticates with a static x-api-key header, and each report is a saved Metabase card queried via POST /api/card/<id>/query/json.

Tools

• get_report(report, start_date?, end_date?) — fetch and return card rows. workspace_slug is injected by AnythingLLM (do not pass it manually).
• list_reports() — list available report keys.

Currently available reports: ticket_summary (card 40). Appointment, rating, etc. will be added to the CARDS catalog in metabase-core.js.

How it works

1. AnythingLLM injects workspace_slug on every call. The slug encodes the tenant as <companyCode> or <companyCode>___<branchCode> — split on the first triple underscore ___ (codes themselves are hyphen-slugs, e.g. branch-001).
2. The server resolves the tenant dynamically from Metabase (no hardcoded map), caching the lookups for 5 minutes:
   • Company: POST card 41, slugify each CompanyCode, match the company part → CompanyId. No match → invalid company code.
   • Branch (only if present): POST card 42, slugify each BranchCode, match the branch part and CompanyId (branch codes repeat across companies) → BranchId. No match → invalid branch code.
   • So demo → DEMO company, whole-company view; demo___kl001 → DEMO + KL001 branch; qc___branch-001 → QC + Branch 1. New companies/branches work with no code change.
3. The model supplies start_date / end_date from the user's intent.
4. The server POSTs the Metabase parameters array (start_date, end_date, company_id, and branch_id when present) to the ticket card and returns rows.

1. Install

Requires Node.js 18+ (built-in fetch).

cd /Users/koo/Desktop/Claude/Projects/QMS/metabase-mcpreport
npm install

2. Quick local test (no AnythingLLM)

The API key is not hardcoded — export it first:

export METABASE_API_KEY='mb_...your key...'
node test-ticket-summary.js                       # demo, month-to-date
node test-ticket-summary.js demo 2026-06-11 2026-06-30

3. Register in AnythingLLM

Add to anythingllm_mcp_servers.json (absolute paths):

{
  "mcpServers": {
    "qmscloud-report": {
      "command": "node",
      "args": ["/Users/koo/Desktop/Claude/Projects/QMS/metabase-mcpreport/server.js"],
      "env": {
        "METABASE_BASE_URL": "http://54.251.164.99:7777",
        "METABASE_API_KEY": "mb_...PASTE_KEY..."
      }
    }
  }
}

Windows note (same gotcha as ../mcpreport): if C:\Program Files\nodejs\node.exe fails with ENOENT, use the 8.3 short path C:\\PROGRA~1\\nodejs\\node.exe.

4. Set the workspace system prompt

Paste the contents of system_prompt.txt into the AnythingLLM workspace system prompt. It tells the model when/how to call get_report. Tools only fire in @agent mode.

METABASE_API_KEY is required and is not hardcoded (kept out of source control). Set it in the env block above. METABASE_BASE_URL defaults to http://54.251.164.99:7777 if omitted.

Configuration reference

• Tenant resolution is dynamic (cards 41/42) — no slug map to maintain. Env overrides: METABASE_COMPANY_CARD_ID (41), METABASE_BRANCH_CARD_ID (42), METABASE_LOOKUP_TTL_MS (300000). Test with node test-lookup-cards.js.
• CARDS (metabase-core.js) — report key → Metabase card id + params.

Notes

• Tools fire only in AnythingLLM @agent mode.
• Treat the Metabase API key as a secret; keep this config out of git.