ingero vs everything
Side-by-side comparison to help you pick between these two MCP servers.
ingero by ingero-io | everything by modelcontextprotocol | |
|---|---|---|
| Stars | ★ 81 | ★ 85,748 |
| 30d uses | — | — |
| Score | 48 | 77 |
| Official | — | ✓ |
| Categories | MonitoringDeveloper ToolsAI / LLM Tools | Developer ToolsAI / LLM ToolsOther |
| Language | C | TypeScript |
| Last commit | this month | this month |
ingero · Summary
Ingero is an eBPF-based GPU observability tool that exposes diagnostic capabilities through MCP for AI assistants.
everything · Summary
Official MCP test server exercising all protocol features for client builders.
ingero · Use cases
- AI assistants diagnosing GPU performance bottlenecks in ML training
- Correlating CPU events with GPU stalls for root cause analysis
- Automated incident investigation for distributed GPU workloads
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
ingero · Install
Binary Install (recommended)
VERSION=0.16.0
curl -fsSL "https://github.com/ingero-io/ingero/releases/download/v${VERSION}/ingero_${VERSION}_linux_amd64.tar.gz" | tar xz
sudo mv ingero /usr/local/bin/Start MCP server
ingero mcpClaude Desktop Integration
Add to claude_desktop_config.json:
{
"mcpServers": {
"ingero": {
"command": "ingero",
"args": ["mcp"]
}
}
}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-everything