Sparkforensics
Rank #10,440io.github.shuffle-works/sparkforensics-mcp
MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.
Sparkforensics is a Model Context Protocol (MCP) server published by shuffle-works. It ranks #10,440 of 137,492 servers tracked on MCP Toplist. Sparkforensics is listed on Official MCP, with 1 tracked version. It was first listed on Sep 6, 2026 and most recently updated on Sep 6, 2026.
Ranks ahead of 127,052 of 137,492 servers on MCP Toplist.
Use Sparkforensics
No credentials or required configuration declared — add it to your MCP client and go.
claude mcp add sparkforensics-mcp -- npx -y sparkforensics-mcp[mcp_servers.sparkforensics-mcp]
command = "npx"
args = ["-y", "sparkforensics-mcp"]Add to ~/.codex/config.toml.
{
"mcpServers": {
"sparkforensics-mcp": {
"command": "npx",
"args": [
"-y",
"sparkforensics-mcp"
]
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config).
{
"mcpServers": {
"sparkforensics-mcp": {
"command": "npx",
"args": [
"-y",
"sparkforensics-mcp"
]
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).
{
"servers": {
"sparkforensics-mcp": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"sparkforensics-mcp"
]
}
}
}Save as .vscode/mcp.json in your workspace.
{
"mcpServers": {
"sparkforensics-mcp": {
"command": "npx",
"args": [
"-y",
"sparkforensics-mcp"
]
}
}
}Add to ~/.codeium/windsurf/mcp_config.json.
{
"mcpServers": {
"sparkforensics-mcp": {
"command": "npx",
"args": [
"-y",
"sparkforensics-mcp"
]
}
}
}Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/io.github.shuffle-works%2Fsparkforensics-mcp)<a href="https://mcptoplist.com/server/io.github.shuffle-works%2Fsparkforensics-mcp"><img src="https://mcptoplist.com/badge/io.github.shuffle-works%2Fsparkforensics-mcp.svg" alt="MCP Toplist: Top 10% of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
shuffle-works
Available versions (1)
| Version | Published |
|---|---|
| 0.1.0 | Sep 6, 2026 |
Frequently asked questions
- Who maintains Sparkforensics?
- Sparkforensics is maintained by shuffle-works, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
- Is Sparkforensics listed on the Official MCP Registry?
- Yes — Sparkforensics is listed on the Official MCP Registry.
- How many versions does Sparkforensics have?
- MCP Toplist tracks 1 version of Sparkforensics, most recently published on Sep 6, 2026.
- Where can I find the source code for Sparkforensics?
- The source code for Sparkforensics is hosted at github.com/shuffle-works/sparkforensics.
Do you run this server?
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