Next-Generation MCP Server

Next-Generation MCP Server

Enables sandboxed file operations via MCP tools, resources, and prompts, with a Claude CLI client and Groq-powered web UI for file CRUD, search, code review, and documentation generation.

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README

<h1 align="center">๐Ÿ—‚๏ธ Next-Generation MCP Server</h1>

<p align="center"> A modular <b>FastMCP</b> file-operations server, a faithful <b>Claude</b> CLI client, and a <b>Groq-powered</b> ChatGPT-style web UI. </p>

<p align="center"> <img src="https://img.shields.io/badge/Python-3.10%2B-blue" alt="Python 3.10+" /> <img src="https://img.shields.io/badge/FastMCP-2.12-purple" alt="FastMCP" /> <img src="https://img.shields.io/badge/UI-Chainlit-ff4b6e" alt="Chainlit" /> <img src="https://img.shields.io/badge/MCP-STDIO-green" alt="MCP STDIO" /> </p>

A sandboxed file-operations MCP server that showcases the advanced Context features โ€” logging, progress reporting, and user elicitation โ€” with two ways to drive it: a Claude CLI (client.py) and a Groq web chat (app.py).

Capabilities

๐Ÿ› ๏ธ Tools (model-controlled โ€” the agent calls them):

Tool Description
write_file(file_path, content) Create/overwrite a file (with progress reporting)
read_file(file_path) Read a file's content
append_to_file(file_path, content) Append to a file
delete_file(file_path) Delete a file
move_file(source, destination) Move / rename
copy_file(source, destination) Copy a file
make_directory(dir_path) Create a directory
search_files(query, extension) Search file contents across the project
file_info(file_path) File/dir metadata

๐Ÿ“„ Resources (app-controlled): file:///{file_name} (read file) ยท dir://. (list dir) ยท stats://project (project statistics)

๐Ÿ’ฌ Prompts (user-controlled): code_review ยท documentation_generator (elicitation) ยท generate_tests ยท explain_code

Project structure

next-generation-mcp-server/
โ”œโ”€โ”€ fileops/                # modular MCP server package
โ”‚   โ”œโ”€โ”€ config.py           # BASE_DIR, server name/instructions, ignore list
โ”‚   โ”œโ”€โ”€ paths.py            # get_path() path-traversal guard
โ”‚   โ”œโ”€โ”€ schemas.py          # Pydantic models (elicitation)
โ”‚   โ”œโ”€โ”€ server.py           # builds `mcp`, registers tools/resources/prompts
โ”‚   โ”œโ”€โ”€ tools.py            # @mcp.tool definitions
โ”‚   โ”œโ”€โ”€ resources.py        # @mcp.resource definitions
โ”‚   โ””โ”€โ”€ prompts.py          # @mcp.prompt definitions
โ”œโ”€โ”€ server.py               # entry point  โ†’  python server.py
โ”œโ”€โ”€ client.py               # Claude CLI client (Anthropic)
โ”œโ”€โ”€ app.py                  # Groq chat UI (Chainlit)
โ”œโ”€โ”€ chainlit.md
โ”œโ”€โ”€ tests/test_server.py    # smoke test of all capabilities
โ”œโ”€โ”€ pyproject.toml ยท requirements.txt ยท .env.example ยท .gitignore ยท README.md

Setup

cd next-generation-mcp-server
python -m venv .venv
.\.venv\Scripts\Activate.ps1        # Windows  (macOS/Linux: source .venv/bin/activate)
pip install -r requirements.txt

Add a key to .env (Copy-Item .env.example .env):

  • GROQ_API_KEY โ€” free at console.groq.com, used by the web UI (app.py).
  • ANTHROPIC_API_KEY โ€” used by the CLI (client.py).

Run

Web chat UI (Groq):

chainlit run app.py -w          # โ†’ http://localhost:8200

Chat to use the file tools; slash commands for the rest: /dir ยท /read <f> ยท /stats ยท /tools ยท /review <f> ยท /tests <f> ยท /explain <f> ยท /docs ยท /help. You can also attach a file and say "review this file".

Claude CLI (Anthropic):

python client.py server.py

Run the server directly / tests:

python server.py
python tests\test_server.py     # or: python -m pytest

How it works

  • The server runs over STDIO; the client/UI spawn it as a subprocess.
  • Tools are model-controlled (the agent calls them in its loop).
  • Resources are app-controlled (/dir, /read, /stats).
  • Prompts are user-controlled (/review, /tests, /explain, /docs).

Based on the IBM Skills Network "Enhanced MCP Server" lab, refactored into a modular package and extended with more tools, resources, prompts, and a Groq UI.

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