MCP APP
MCP Server Application with RAG
sdkim96
README
MCP APP
This repository serves an MCP application with RAG and Web Searching tools. RAG tools let LLM not only retrieve knowledge from vectorstore but add documents, augmenting size of knowledge that LLM uses.
Technology stack
- ⚙️ MCP Server Application for implementation of MCP server.
- 🧰 SQLAlchemy for the SQL database interaction (ORM)
- 🤖 OpenAI for the embedding of vectorstore.
- 💾 PostgreSQL as the SQL database.
- 🦜 PGVector as vectorstore.
QuickStart
uv sync
source .venv/bin/activate
mcp dev run
Combining Claude Desktop with MCP APP
# You must install all dependencies written in pyproject.toml
mcp install server.py --env-file .env --with sqlalchemy --with pgvector --with openai --with "psycopg[binary]" --with pydantic --with python-dotenv --with tavily-python
Preview of Claude Desktop
TODO
- Make asynchronous implementations.
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.
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.
MCP Package Docs Server
Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.
Claude Code MCP
An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.
@kazuph/mcp-taskmanager
Model Context Protocol server for Task Management. This allows Claude Desktop (or any MCP client) to manage and execute tasks in a queue-based system.
Linear MCP Server
Enables interaction with Linear's API for managing issues, teams, and projects programmatically through the Model Context Protocol.
mermaid-mcp-server
A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG images.
Jira-Context-MCP
MCP server to provide Jira Tickets information to AI coding agents like Cursor
Linear MCP Server
A Model Context Protocol server that integrates with Linear's issue tracking system, allowing LLMs to create, update, search, and comment on Linear issues through natural language interactions.
Sequential Thinking MCP Server
This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.