everything vs optuna-mcp
Side-by-side comparison to help you pick between these two MCP servers.
everything by modelcontextprotocol | optuna-mcp by optuna | |
|---|---|---|
| Stars | ★ 85,748 | ★ 76 |
| 30d uses | — | — |
| Score | 77 | 46 |
| Official | ✓ | — |
| Categories | Developer ToolsAI / LLM ToolsOther | AI / LLM ToolsDeveloper ToolsOther |
| Language | TypeScript | Python |
| Last commit | this month | this month |
everything · Summary
Official MCP test server exercising all protocol features for client builders.
optuna-mcp · Summary
Optuna MCP server automates hyperparameter optimization and analysis via interactive tools.
everything · Use cases
- Testing MCP client implementations against all protocol features
- Learning MCP protocol capabilities through a reference server
- Validating client compatibility with different transport methods
optuna-mcp · Use cases
- Automated hyperparameter optimization by LLMs
- Interactive analysis of optimization results via chat interface
- Optimizing input parameters for other MCP tools
everything · Install
NPX (recommended)
{
"mcpServers": {
"everything": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-everything"]
}
}
}On Windows, use cmd /c:
{
"mcpServers": {
"everything": {
"command": "cmd",
"args": ["/c", "npx", "-y", "@modelcontextprotocol/server-everything"]
}
}
}Docker
{
"mcpServers": {
"everything": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/everything"]
}
}
}Global install
npm install -g @modelcontextprotocol/server-everything@latest
npx @modelcontextprotocol/server-everythingoptuna-mcp · Install
Installation
Using uv:
{
"mcpServers": {
"Optuna": {
"command": "/path/to/uvx",
"args": [
"optuna-mcp"
]
}
}
}Using Docker:
{
"mcpServers": {
"Optuna": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"--net=host",
"-v",
"/PATH/TO/LOCAL/DIRECTORY/WHICH/INCLUDES/DB/FILE:/app/workspace",
"ghcr.io/optuna/optuna-mcp:latest",
"--storage",
"sqlite:////app/workspace/optuna.db"
]
}
}
}