qlik-sense-mcp-server

An MCP server that exposes a unified set of tools for interacting with Qlik Sense Enterprise Repository and Engine APIs, including application discovery, metadata inspection, script extraction, field/variable retrieval with pagination/search, and an operation to create a hypercube for analytics.

Evaluated Apr 04, 2026 (27d ago)
Homepage ↗ Repo ↗ Ai Ml mcp qlik model-context-protocol python analytics enterprise-integration repository-api engine-api cert-auth
⚙ Agent Friendliness
57
/ 100
Can an agent use this?
🔒 Security
64
/ 100
Is it safe for agents?
⚡ Reliability
30
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
78
Documentation
75
Error Messages
0
Auth Simplicity
70
Rate Limits
5

🔒 Security

TLS Enforcement
70
Auth Strength
85
Scope Granularity
30
Dep. Hygiene
45
Secret Handling
80

Security posture is largely dependent on TLS verification and the private key handling by the deployment. TLS is supported via HTTPS and certificate-based auth, but the config explicitly allows disabling SSL verification (QLIK_VERIFY_SSL=false). No documentation was provided about authorization scoping per tool or least-privilege strategies beyond using Qlik credentials. Secrets appear configured via env vars and cert paths (not described as logged), which is a positive sign; however, no explicit guidance on logging redaction is included.

⚡ Reliability

Uptime/SLA
0
Version Stability
45
Breaking Changes
40
Error Recovery
35
AF Security Reliability

Best When

You need a structured MCP interface for Qlik Sense metadata and limited analytics primitives, and you can provide client certificates and connectivity to Qlik Sense Repository/Engine ports.

Avoid When

You cannot establish mutual TLS/certificate-based connectivity to Qlik Sense or you require documented fine-grained rate-limit and error-retry semantics for safe automated agents.

Use Cases

  • Discover and enumerate Qlik Sense applications and streams
  • Inspect application metadata (fields, tables, objects, sheets) and extract app scripts
  • Retrieve field values and variable values with pagination and wildcard search
  • Get field statistics for analytics/QA workflows
  • Create hypercubes for downstream analysis workflows using Qlik’s Engine capabilities

Not For

  • General-purpose Qlik administration beyond the listed MCP tools
  • Use where TLS verification must never be disabled (the configuration explicitly allows turning it off)
  • Production use without validating Qlik certificate material and least-privilege credentials

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

Methods: Certificate-based authentication using client certificate/key and CA certificate for Qlik Sense
OAuth: No Scopes: No

The README describes certificate-based authentication via env vars (QLIK_CLIENT_CERT_PATH, QLIK_CLIENT_KEY_PATH, QLIK_CA_CERT_PATH). It also includes an option to disable SSL verification via QLIK_VERIFY_SSL=false, which weakens transport security if used.

Pricing

Free tier: No
Requires CC: No

No pricing information provided; repository metadata indicates MIT-licensed open-source package.

Agent Metadata

Pagination
offset/limit with returned/total_found/next_offset style metadata (for get_apps, get_app_field, get_app_variables).
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • QLIK_VERIFY_SSL=false is documented; agents should default to true and ensure CA verification is set correctly.
  • Large JSON responses are cautioned against (the README suggests small limits during testing), implying payload size can be an issue for agents/clients.
  • Some MCP tools bridge Qlik Engine WebSocket calls (timeouts/retries are configurable), so transient WS issues may require tuning (QLIK_WS_TIMEOUT/QLIK_WS_RETRIES).
  • engine_create_hypercube is an action-like operation; lack of documented idempotency means agents should avoid blind retries without safeguards.

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Scores are editorial opinions as of 2026-04-04.

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