AI Dev Toolkit - MCP Server
About
A comprehensive MCP server combining file system access, AI Librarian, context compression, and project scaffolding tools
Details
- License
- MIT license
Explore
- File System Tools: read, write, edit, navigate, and search files.
- AI Librarian: persistent, auto‑updated code comprehension across sessions.
- Project Starter: generate project plans, directory structures, and starter code.
- Think Tool: a scratchpad for structured reasoning and problem solving.
- Context Compression (coming soon): store conversation history for session continuity.
Setting up with Highlight
This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:
- Download and install Highlight from highlightai.com/download
- Navigate to the plugins tab and select "Add Custom Plugin"
-
Configure the plugin with the settings below
Plugin Name
AI Dev Toolkit - MCP ServerCommand (node, npx, python, etc.)Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
- Enable "Start Automatically" if you want the plugin to start when Highlight launches
From the repository
- Python 3.8 or higher
- Claude Desktop (or other MCP-compatible AI assistant)
- Administrator privileges (for Claude Desktop integration on Windows)
python -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
pip install -r requirements.txt
python install.py
> Note: The installation script is still in development. Currently, you'll need to manually start the server using the provided scripts.
bashread_file
Read file contents
write_file
Write to a file
edit_file
Make line-based edits
create_directory
Create a directory
list_directory
List directory contents
directory_tree
View directory structure
move_file
Move or rename files
search_files
Find files matching a pattern
get_file_info
Get file metadata
initialize_librarian
Set up the AI Librarian
query_component
Find component details
find_implementation
Locate code implementations
generate_librarian
Generate the librarian files
create_project_plan
Generate a project plan
generate_project_structure
Create directory structure
create_starter_files
Generate starter code
setup_github_repo
GitHub setup instructions
think
A scratchpad for reasoning through problems
In Claude Desktop, you can access the tools by typing:
@AI Dev Toolkit
- read_file: Read file contents
- write_file: Write to a file
- edit_file: Make line-based edits
- create_directory: Create a directory
- list_directory: List directory contents
- directory_tree: View directory structure
- move_file: Move or rename files
- search_files: Find files matching a pattern
- get_file_info: Get file metadata
- initialize_librarian: Set up the AI Librarian
- query_component: Find component details
- find_implementation: Locate code implementations
- generate_librarian: Generate the librarian files
- create_project_plan: Generate a project plan
- generate_project_structure: Create directory structure
- create_starter_files: Generate starter code
- setup_github_repo: GitHub setup instructions
- think: A scratchpad for reasoning through problems
This project uses the Model Context Protocol (MCP) to connect tools to Claude:
1. The MCP server runs locally on your machine
2. Claude Desktop connects to the server via localhost
3. Once connected, Claude can "see" and invoke the available tools
4. Tools execute on your local machine and return results to Claude
5. Claude interprets the results and communicates them back to you

> Note: The architecture diagram will be added in a future update.
Claude Desktop / Cursor
Paste into your MCP client config file to install this server.
{
"mcpServers": {
"ai dev toolkit - mcp server": {
"ai-dev-tookit": {
"command": "python",
"args": [
"-m",
"venv",
"venv"
]
}
}
}
}
McpServers
{
"ai-dev-tookit": {
"command": "python",
"args": [
"-m",
"venv",
"venv"
]
}
}
⚠️ DEVELOPMENT STATUS: PRE-ALPHA ⚠️
This project is currently in early development and not ready for production use. Tools are being actively developed and may change significantly before the first release.
A comprehensive Model Context Protocol (MCP) server combining file system tools, AI Librarian, code comprehension, project scaffolding, and the Think Tool.
Overview
The AI Dev Toolkit enhances AI assistants like Claude with powerful capabilities:
1. File System Tools: Read, write, and navigate the file system
2. AI Librarian: Persistent code comprehension system that maintains project context
3. Project Starter: Project generation and scaffolding
4. Think Tool: Structured reasoning for complex problems
5. Context Compression: Store and retrieve conversation history (Coming Soon)
Quick Start
Prerequisites
- Python 3.8 or higher
- Claude Desktop (or other MCP-compatible AI assistant)
- Administrator privileges (for Claude Desktop integration on Windows)
Installation
```bash
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