Index / devtools

io.github.barangaroo/crosstabs

io-github-barangaroo-crosstabs declares 39 capabilities across 39 tools, with 2 critical issues.

90/100 exposureHigh exposure

Manifest recorded 2026-10-15 from tools/list answered by the PyPI package crosstabs==1.1.4 (published to PyPI as crosstabs, listed in the official MCP registry as io.github.barangaroo/crosstabs 1.1.4), run in an isolated container with no network access and no credentials. The date changes only when the manifest does. Not verified by a maintainer.

Note. Installed with the MCP Python SDK held below version 2.0. With the newest SDK this version of the package stopped before it could list its tools.

Issues

These describe what this server's manifest declares. A product can provide controls that MCP has no way to express — token revocation, an admin console, audit logs — and this page cannot see them. The absence of a declaration is not evidence that a control is absent.

critical · no-revocation · All 39 tools

39 of 39 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.

critical · irreversible-uncapped · 1 of 39 tools

1 tool is classified as irreversible and declares no limit.

high · no-expiry · All 39 tools

39 of 39 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.

high · no-audit-trail · All 39 tools

39 of 39 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.

high · uncapped-write · 34 of 39 tools

34 tools can modify data and declare no limit.

low · uncapped-read · 4 of 39 tools

4 tools can read data and declare no limit.

Declared capabilities

How each tool was read. declared means the server's own annotation said so — self-reported and unverified. inferred is from the tool's name. assumed means nothing indicated either way.

Tool	Read as	Basis
`chi_square_test`	`write`	assumed
`fishers_exact`	`write`	assumed
`mcnemar_test`	`write`	assumed
`g_test`	`write`	assumed
`odds_ratio`	`read`	inferred
`relative_risk`	`read`	inferred
`risk_difference`	`write`	assumed
`cramers_v`	`write`	assumed
`phi_coefficient`	`write`	assumed
`spearmans_rho`	`write`	assumed
`kendalls_tau`	`write`	assumed
`goodman_kruskal_gamma`	`write`	assumed
`cohens_kappa`	`write`	assumed
`weighted_kappa`	`write`	assumed
`cmh_test`	`write`	assumed
`linear_trend_test`	`write`	assumed
`power_analysis`	`write`	assumed
`bonferroni_correction`	`write`	assumed
`fdr_correction`	`write`	assumed
`standardized_residuals`	`write`	assumed
`post_hoc_chi_square`	`send`	inferred
`proportion_ci`	`write`	assumed
`mosaic_plot_data`	`write`	assumed
`stacked_bar_data`	`write`	assumed
`check_assumptions`	`read`	inferred
`recommend_test`	`write`	assumed
`crosstab_from_data`	`write`	assumed
`crosstab_from_csv`	`write`	assumed
`somers_d`	`write`	assumed
`tau_c`	`write`	assumed
`lambda_coefficient`	`write`	assumed
`uncertainty_coefficient`	`write`	assumed
`breslow_day_test`	`write`	assumed
`monte_carlo_chi_square`	`write`	assumed
`correspondence_analysis`	`write`	assumed
`chi_square_yates`	`write`	assumed
`attributable_risk`	`read`	inferred
`detect_outliers`	`write`	assumed
`effect_size`	`write`	assumed

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