MCP Servers

Aspire MCP Server

Enables Claude Cowork to interact with a PostgreSQL database for navigating educational content hierarchies and importing LaTeX-formatted quizzes. Users can fetch courses, units, and lessons while automatically parsing and inserting quiz questions into specific database tables.

README

Aspire MCP Server

An MCP (Model Context Protocol) server that connects Claude Cowork to a PostgreSQL database, enabling course navigation (course → unit → chapter → lesson) and LaTeX quiz file import. Parsed quiz questions are inserted into the dim_questions and dim_options tables linked to lessons via dim_tests.

Prerequisites

Node.js 20+
PostgreSQL database with the Aspire api schema

Setup

cd mcp-server
npm install
cp .env.example .env
# Edit .env with your real DATABASE_URL
npx drizzle-kit pull   # generates src/db/schema.ts from live DB
npm run dev

Connect Cowork

Add MCP server URL: http://localhost:3100/mcp

MCP Tools

Tool	Description
`get_courses`	Fetch all available courses
`get_units_with_chapters`	Fetch units and chapters for a course
`get_lessons`	Fetch lessons for a chapter
`import_quizzes`	Parse a LaTeX file and insert quiz questions for a lesson

LaTeX File Format

Each question uses a \question macro with 4 brace-delimited arguments:

\question
    {Question text here}
    {\item choice1\item choice2\item choice3\item choice4}
    {Explanation (ignored)}
    {A) choice1}

Assumptions

The database uses the api schema (not public)
IDs are bigint (not UUID) — passed as strings in MCP tool parameters
Quiz questions map to dim_questions + dim_options (normalized), not a flat table
If a lesson has no dim_test, one is created automatically during import
Only the first 4-5 answer choices are stored; option E is included if present

Recommended Servers

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)

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

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.

VeyraX MCP

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

Official

Featured

Local

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

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

E2B

Using MCP to run code via e2b.

Official

Featured

Neon Database

MCP server for interacting with Neon Management API and databases

Official

Featured

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

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

Official

Featured