spark-advisor-mcp
MCP server exposing spark-advisor tools for Claude Desktop, Cursor, and other MCP clients. Part of the spark-advisor ecosystem.
Install
pip install spark-advisor-mcp
What it does
Provides 7 MCP tools via FastMCP (stdio transport) for AI-assisted Spark job analysis:
| Tool | Description |
|---|---|
analyze_spark_job |
Full analysis — rules engine + optional AI recommendations |
scan_recent_jobs |
List recent applications from History Server |
get_job_config |
Retrieve Spark configuration for a specific job |
suggest_config |
Generate optimized spark-defaults.conf |
explain_metric |
Explain a specific Spark metric or configuration parameter |
get_stage_details |
Detailed metrics for a specific stage |
compare_jobs |
Side-by-side comparison of two Spark jobs |
Setup with Claude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"spark-advisor": {
"command": "spark-advisor-mcp",
"env": {
"SA_ANALYZER_AI__API_KEY": "sk-or-...",
"SA_ANALYZER_AI__BASE_URL": "https://openrouter.ai/api/v1"
}
}
}
}
See full MCP setup guide for Cursor and Claude Code integration.
Links
License
Apache 2.0
Metadata
Release files for spark-advisor-mcp 0.1.21
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| spark_advisor_mcp-0.1.21.tar.gz | 14.3 kB | Without provenance | Details for spark_advisor_mcp-0.1.21.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| spark_advisor_mcp-0.1.21-py3-none-any.whl | Python 3 | none | any | Details for spark_advisor_mcp-0.1.21-py3-none-any.whl |
Total release size: 26.6 kB
Release files / spark_advisor_mcp-0.1.21.tar.gz
| Download URL | spark_advisor_mcp-0.1.21.tar.gz |
|---|---|
| Size | 14.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
717334d992c1930a136591cec9774ae5fdbf3e5680bc4ca3280fc19e854ec1b5
|
|
BLAKE2b-256 checksum How to use checksums |
31a80462b09d63b4d9369636d1caff11726fcad773548f11b3dfa51cfe7ef7d9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.11.2 {"installer":{"name":"uv","version":"0.11.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
|
Release files / spark_advisor_mcp-0.1.21-py3-none-any.whl
| Download URL | spark_advisor_mcp-0.1.21-py3-none-any.whl |
|---|---|
| Size | 12.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
ac7aec67c8943fcda2417eb50d5c3fa8fcb1f31f4d087c356a7d466d4cb7c36a
|
|
BLAKE2b-256 checksum How to use checksums |
00059f3f7f8faf052eeb2786c4cf11287d48a58432c20c978f52185bdb83a0a5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.11.2 {"installer":{"name":"uv","version":"0.11.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
|
Security for spark-advisor-mcp 0.1.21
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.