sparkforensics-mcp

MCPcommunity

v0.1.0io.github.shuffle-worksMITUpdated 1mo agonpm GitHub

MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.

Works in

ClaudeCursorCopilotGemini

Inferred from the transports this listing declares (stdio). A client not listed here hasn’t been ruled out — it just isn’t something Forge can confirm.

Automatically indexed from public sources. Not yet verified by the developer on Forge.Claim this listing →

117Downloads/wk

1mo agoLast update

Package

Authorio.github.shuffle-works

LicenseMIT

Version0.1.0

Sourcenpm+mcp-registry

npmsparkforensics-mcp

GitHubshuffle-works/sparkforensics

SBOMCycloneDX 1.6 ↓

Trust Status

B

60/100Good

✓Listed in Forge index+10/10

—Publisher identity verified+0/20

→ Publisher: run `forge publish` from the package repo to claim ownership

—Ed25519 publish signature+0/5

→ Included automatically when the publisher runs `forge publish`

—Domain verification+0/5

→ Publisher: host /.well-known/forge.json on the package homepage with { "publisher": "<github-login>" }

—npm Trusted Publishing (Sigstore)+0/5

→ Publish from GitHub Actions with --provenance so the attestation binds this package to this repo

—npm maintainer match+0/5

→ Earned once your identity is verified above and that login is an npm maintainer of this package

✓CVE scan · clean+30/30

✓Static analysis · clean+20/20

Paste into Claude Code, Cursor, or any AI assistant to fix all gaps

StatusCommunity-indexed

PublisherUnverified

SignatureUnsigned

Domain—

Provenance—

Dependencies✓ 60 resolved+ · none vulnerable

Tool surface5 tools · none privileged

Security scan✓ Cleanv0.1.0 · 1mo agoHow well does this scan work?

EvalsNone

IndexedSep 7, 2026

Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts.

Tools

5 tools · none privileged

Statically extracted from the published packagev0.1.0 · 1mo ago

Read out of the source npm actually ships, at scan time. The package was never executed. Tools registered dynamically at runtime, or hidden inside bundled or minified code, can be missed — so this is a floor on the tool surface, not a complete census of it.

diagnose_runDiagnose a Spark run: thresholded findings with remediation text, an impact-ranked fix recommendation rollup, and clean-check status.

Diagnose a Spark run: thresholded findings with remediation text, an impact-ranked fix recommendation rollup, and clean-check status.

No input schema was published for this tool.

get_run_summaryApp/stage/job/sql counts and duration for a run, no findings.

App/stage/job/sql counts and duration for a run, no findings.

No input schema was published for this tool.

compare_runsCompare two runs: categorized findings delta and metric deltas.

Compare two runs: categorized findings delta and metric deltas.

No input schema was published for this tool.

evaluate_budgetsEvaluate a run (optionally against a second run for regression budgets) against pass/fail thresholds.

Evaluate a run (optionally against a second run for regression budgets) against pass/fail thresholds.

No input schema was published for this tool.

get_finding_evidenceRaw evidence bundle backing one finding, for drill-down after diagnose_run.

Raw evidence bundle backing one finding, for drill-down after diagnose_run.

No input schema was published for this tool.

5 of 5 tools published a description.

Tool names and descriptions are written by the publisher and shown verbatim as inert text. They are the strings an MCP client passes to a model, so Forge scans them for prompt-injection patterns — any finding appears with the security scan above. “Privileged” is a keyword match on the tool name, not an audit of what the tool does: a benign-sounding name can still do anything.

About

MCP server for diagnosing Apache Spark event-log performance issues and comparing runs.

Keywords

mcp

Alternatives

Comparing tool surfaces…

Tools exposed

5 tools · none privileged · observed 2026-09-07 by static extraction. A tool surface is what one scan read on one day, not a live capability list.

diagnose_run
get_run_summary
compare_runs
evaluate_budgets
get_finding_evidence

Linked names open Forge’s index of every entry observed exposing that tool. Browse all indexed tools.

Dependency tree

What one Forge scan resolved from npm metadata on 2026-09-07 — observed resolution, not a publisher declaration.

60 packages resolved · 2 direct · none carrying advisories Resolution stops at depth 4 and 60 packages.

zod4.5.4
@modelcontextprotocol/sdk1.30.017 dependencies
- ajv8.20.04 dependencies
  - fast-deep-equal3.1.3
  - fast-uri3.1.7
  - json-schema-traverse1.0.0
  - require-from-string2.0.2
- zod4.5.4shown above
- cors2.8.62 dependencies
  - object-assign4.1.1
  - vary1.1.2
- hono4.13.7
- jose6.2.12
- express5.2.1+26 not drawn2 dependencies
  - vary1.1.2shown above
  - content-type1.0.5
- raw-body3.0.2+4 not drawn
- ajv-formats3.0.11 dependency
  - ajv8.20.0shown above
- cross-spawn7.0.6+3 not drawn
- eventsource3.0.71 dependency
  - eventsource-parser3.1.1
- content-type1.0.5shown above
- pkce-challenge5.0.1
- @hono/node-server2.1.1
- json-schema-typed8.0.2
- eventsource-parser3.1.1shown above
- express-rate-limit8.7.0+2 not drawn
- zod-to-json-schema3.25.2

The crawl stopped at the depth-4 limit. Anything below that level was never resolved.

The crawl stopped at the 60-package limit. The rest of the tree was never resolved.

36 more resolved packages are not drawn here (display cap: 24). Every dependency carrying an advisory is drawn regardless of the cap. Full inventory (CycloneDX SBOM)

Declared but not resolved

53 declared dependencies never landed in the tree. They are missing from Forge's resolution, not from the package.

package cap reached: 48
below the depth cap: 5

http-errors ^2.0.1 — required by send@1.2.1package cap reached
mime-types ^3.0.2 — required by send@1.2.1package cap reached
ms ^2.1.3 — required by send@1.2.1package cap reached
on-finished ^2.4.1 — required by send@1.2.1package cap reached
range-parser ^1.2.1 — required by send@1.2.1package cap reached
statuses ^2.0.2 — required by send@1.2.1package cap reached
ms ^2.1.3 — required by debug@4.4.3package cap reached
debug ^4.4.0 — required by router@2.2.0package cap reached
depd ^2.0.0 — required by router@2.2.0package cap reached
is-promise ^4.0.0 — required by router@2.2.0package cap reached
parseurl ^1.3.3 — required by router@2.2.0package cap reached
path-to-regexp ^8.0.0 — required by router@2.2.0package cap reached

+41 more not listed. The counts by reason above cover all of them.

Not followed: peerDependencies. This tree covers runtime dependencies only, so anything those pull in was never resolved.