MCP-based Knowledge Graph Construction System

Item: MCP-based Knowledge Graph Construction System
Rating: 2
Author: M8ven

An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.

→ turambar928/MCP_based_KG_construction · listed on glama

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// key findings

🚨

Hardcoded credentials detected

15 live-looking API keys in source: 15 OpenAI API key

🔐

You'll be asked for 1 credential: OPENAI_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretOPENAI_API_KEY— your_api_key_here

configBASE_URL

configOPENAI_MODEL— Qwen/QwQ-32B # or your preferred model

configOPENAI_BASE_URL— your_api_endpoint

configKG_MAX_TEXT_LEN

configKG_BUILD_TIMEOUT

configKG_RUN_EVAL

configMODEL

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/turambar928-mcp-based-kg-construction-aym4qh)](https://m8ven.ai/mcp/turambar928-mcp-based-kg-construction-aym4qh)

commit: 5fb0cf24057681585931aea303a94c198052c3ff

code hash: 267104b5da390816f620d3830e64e06d9a8d5721142142700636a44503b13459

verified: 6/17/2026, 12:21:29 PM

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