Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"control-charts",
"manufacturing",
"quality-control",
"quality-engineering",
"six-sigma",
"spc",
"statistical-process-control",
"statistics"
],
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"size_kb": 870,
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},
"pushed_at": "2026-06-17T04:13:04Z",
"created_at": "2026-06-11T12:25:30Z",
"owner_type": "User",
"updated_at": "2026-06-17T04:13:09Z",
"description": "The statistical process control library for Python. Validated against published reference data.",
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"license_spdx": "MIT",
"default_branch": "main",
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"primary_language": "Python",
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]
},
"owner": {
"blog": null,
"name": "Bertan",
"type": "User",
"login": "bertanucar",
"company": null,
"location": null,
"followers": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/292767674?v=4",
"created_at": "2026-06-11T11:33:55Z",
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"public_repos": 2,
"account_age_days": 53
},
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"raw_spdx": "MIT",
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},
"activity": {
"releases": [
{
"tag": "v0.1.1",
"kind": "patch",
"published_at": "2026-06-12T17:24:44Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2026-06-12T02:01:00Z"
}
],
"recent_commits": [
{
"oid": "43f139360dfc3db02afaacbca4897fd61f1ffbb5",
"body": null,
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"headline": "Point to the examples from the README and changelog",
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"committed_at": "2026-06-17T04:13:02Z",
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"body": "Each example exposes a main(outdir) that the test calls and checks: the\nmonitor detects its drift (exit 1), the report writes valid HTML, the\ntriage verdict is inadequate-but-in-control. Ignore the artifacts the\nscripts write when run from the repo root.",
"is_bot": false,
"headline": "Run the examples in CI so they cannot rot",
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"committed_at": "2026-06-17T04:13:02Z",
"body_truncated": false,
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{
"oid": "9baad2a9d0ce9a7850aed730e559a564ebffbd94",
"body": "Three end-to-end examples that generate their own data and print real\noutput: fit-freeze-monitor (the cron/CI gate), a weekly self-contained\nHTML report (weekly calendar subgrouping with stair-step limits), and\none-call triage with review() writing the JSON verdict an agent consumes.",
"is_bot": false,
"headline": "Add runnable example scripts",
"author_name": "bertanucar",
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"committed_at": "2026-06-17T04:13:02Z",
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},
{
"oid": "9e01c789dd8ec9208cbb30ca90569acfcc025f8e",
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"headline": "Document calendar time-window subgrouping",
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"committed_at": "2026-06-16T13:58:07Z",
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{
"oid": "0313be64dde1296d18c1c68e7cc45d0c0082e79a",
"body": "subgroup= on a DatetimeIndex now accepts calendar windows (W, ME, QE),\nnot only fixed ones (1h, 1D). Fixed windows still floor the timestamp;\ncalendar windows label each row by the start of its period. Weeks and\nmonths produce subgroups of differing sizes, which xbar_s and review()\nnow chart as stair-step limits, so weekly and monthly SPC reports work\nend to end.",
"is_bot": false,
"headline": "Support calendar time windows in subgrouping",
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{
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"headline": "Document variable-size routing in review()",
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"committed_at": "2026-06-16T13:30:42Z",
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{
"oid": "d4be899675462bcff65c24e5934d0f78004dced5",
"body": "Now that xbar_s charts variable subgroup sizes, review() no longer needs\nto reject them. Measurements in differing-size subgroups select xbar_s\n(reason 'variable subgroup sizes'), and a variable fit freezes into a\nbaseline that drives Phase II like any other.",
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"headline": "Route variable-size subgroups to xbar_s in review()",
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"oid": "e1948b34b248f4a2f3c62436f6c3de2dd994a86f",
"body": "Adds a section to the control-charts guide and a changelog entry.",
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"headline": "Document variable subgroup sizes for xbar_s",
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"body": "Subgroups rarely have exactly the same size in practice (time-window\nsubgrouping alone guarantees they will not). xbar_s now accepts variable\nsizes: sigma is estimated once from the pooled within-subgroup variance,\nunbiased through c4(df+1), and each subgroup gets its own limits, the\nXbar panel at c\n[…]\n_s. The estimator reduces exactly to the equal-n pooled result.\nValidated against a hand-derived 3-subgroup case and a Monte Carlo bias\ncheck; plot() and to_html() now have a variable-size smoke test.",
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"headline": "Support variable subgroup sizes in xbar_s",
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"oid": "f4b78ca144a476f2e35a99e0fc9fe6690b17b0e5",
"body": "An Unreleased section noting the Cpm correction, the np_chart provenance\nhash, and 0-d size handling, so the Cpm behavior change is visible to\nanyone who depends on it.",
"is_bot": false,
"headline": "Record today's fixes in the changelog",
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"committed_at": "2026-06-14T07:56:44Z",
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"body": "np_chart hashed only the defective counts, so runs at different subgroup\nsizes (which produce different limits and a different frozen baseline)\nshared one input hash. Hash np.vstack([dv, n]) instead, matching p_chart,\nlaney_p, laney_u, and u_chart; the computed limits are unchanged.",
"is_bot": false,
"headline": "Fold subgroup size into np_chart provenance hash",
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"committed_at": "2026-06-14T07:55:00Z",
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"oid": "1f77c9e7bb581c32cb53bb1ffce258cb80d9881b",
"body": "The estimator was sum((x - target)^2)/(n - 1), which equals\ns^2 + n/(n-1)*(xbar - T)^2 and so over-weights the off-target term and\nbiases Cpm low whenever the mean is off target. Switch to the standard\nplug-in estimator tau^2 = s^2 + (xbar - T)^2 (Montgomery eq. 8.13,\nChan-Cheng-Spiring 1988), which\n[…]\ntwo agree\nexactly on centered data; the error grew with the off-target distance.\nThe test now uses an off-target case that distinguishes the formulas and\nchecks that Cpm collapses to Pp when centered.",
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"headline": "Fix Cpm: use tau^2 = sigma^2 + (mean - target)^2",
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"oid": "7d29034e534064735f39f1953c969a0a051d3e66",
"body": "Encodes the rules that actually govern the project: the frozen public\ngrammar, validation against external references for every statistic, and\nthe teaching-error and separation conventions.",
"is_bot": false,
"headline": "Add CONTRIBUTING",
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"committed_at": "2026-06-14T07:35:23Z",
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"oid": "64870edff4839d7eb7f6dc708bdafaad5e35925d",
"body": "Lets GitHub render a 'Cite this repository' entry and gives a citable\nrecord ahead of the planned software paper.",
"is_bot": false,
"headline": "Add CITATION.cff",
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"committed_at": "2026-06-14T07:34:33Z",
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{
"oid": "f1d442e2e6fb6b5162ceb29b68ff4d8a24943da6",
"body": "np.isscalar is False for a 0-d numpy array, so size=np.array(50) fell\nthrough to the sequence branch and raised 'len() of unsized object'.\nSwitch the scalar test to np.ndim(size) == 0, which covers Python\nscalars and 0-d arrays alike.",
"is_bot": false,
"headline": "Accept a 0-d array as a constant subgroup size",
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"committed_at": "2026-06-14T07:34:11Z",
"body_truncated": false,
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},
{
"oid": "a1980d6c45297045faf10885f9632b3eccca7b0a",
"body": "A worked example through both routes the library already supports: the\npercentile method (dist=\"lognormal\"|\"weibull\"|\"gamma\"|\"auto\", ISO 22514\nstyle) and the Box-Cox transform. The example shows the gap a normal model\nhides on skewed data, where it reports Ppk 1.55 and 1.6 ppm while the\nbest-fitting model reports Ppk 0.95 and ~1860 ppm. Cross-linked from the\nCpk guide and llms.txt.",
"is_bot": false,
"headline": "Add a guide for non-normal process capability",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-14T04:56:13Z",
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},
{
"oid": "625bf70d607cdff155045baab4a8e845252cc93d",
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"headline": "Drop the contrastive phrasing on the agents page",
"author_name": "bertanucar",
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"committed_at": "2026-06-12T17:46:22Z",
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},
{
"oid": "2f0312c176a9f837a49e1a1db665a04ebcfcb423",
"body": "Looser voice, less rhetorical density, checklist section dropped. The\ncore claims and the three quotable lines are unchanged.",
"is_bot": false,
"headline": "Rework the agents page",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T17:41:58Z",
"body_truncated": false,
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},
{
"oid": "fdec5989a65bf32c80bcac25afcc6c539cf83d9f",
"body": "- README leads with the one-call review() and links the agents page;\n status covers CUSUM, Laney p'/u', tolerance intervals, non-normal\n capability, and the sigma-estimator menu\n- version 0.1.1 with changelog section",
"is_bot": false,
"headline": "Update README and changelog for 0.1.1",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T17:21:14Z",
"body_truncated": false,
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},
{
"oid": "c9b2836842332a5bee542c97b11811bc0c2193dc",
"body": "A position page for people building agents on process data: generated\nstatistics fail silently, calculation belongs in a versioned, validated\ntool, and the agent's job is interpretation. Documents the failure modes\n(wrong sigma, cumsum-as-CUSUM, naked point estimates), what an\naccountable number carries, and five questions to ask before trusting\nagent statistics. llms.txt updated for the 0.1.1 surface.",
"is_bot": false,
"headline": "Add the agents page: statistics is not a language task",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T17:21:14Z",
"body_truncated": false,
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},
{
"oid": "b807c137ace1a54dcb476f4c434a8eb25ae55ece",
"body": "review() picks the chart from the data shape (I-MR, Xbar-R/S, p/np/c/u,\nwith an automatic Laney switch on sigma_z), runs the assumption checks\n(sample size, variation, normality, autocorrelation, overdispersion,\nspec plausibility), and composes capability behind a stability doctrine:\nindices are wit\n[…]\nomputes no statistics of its own; every number reproduces a\ndirect call to the validated functions, and the tests pin that equality.\nBaseline.from_json now refuses baselines written by a newer schema.",
"is_bot": false,
"headline": "Add review(): one-call chart selection, checks, and a structured verdict",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T17:21:13Z",
"body_truncated": true,
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{
"oid": "9504ef28b2abc22bb99d4d15b040f3c25539f877",
"body": "- d4(2) for the median moving range computed in closed form\n (sqrt(2) * z_0.75), checked against the published 0.954\n- B5/B6 S-chart factors from a known sigma, checked against tables\n- imr(method=\"median_mr\"): robust alternative when occasional spikes\n inflate the average moving range\n- xbar_s(me\n[…]\nd=\"pooled\"): pooled standard deviation with exact degrees\n of freedom, unbiased via c4(df+1); S-chart limits become B5/B6 * sigma\n- estimator names echo in params, making the choice citable in audits",
"is_bot": false,
"headline": "Add named sigma estimators: median_mr for I-MR, pooled for Xbar-S",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T16:39:49Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1a641c9947dcff2c16fcd85b65dd6429565a6edd",
"body": "- dist=\"lognormal\" | \"weibull\" | \"gamma\" | \"auto\": fit by MLE (loc\n fixed at zero, the conventional two-parameter forms), performance\n indices from the 0.135/50/99.865 percentiles (ISO 22514 style);\n dist=\"auto\" selects by Anderson-Darling statistic and reports the\n comparison table in meta\n- wi\n[…]\nlambda and runs the standard normal analysis on that scale\n- large-sample tests against analytic lognormal truth; default normal\n path unchanged (guarded by a regression test and the reference suite)",
"is_bot": false,
"headline": "Add non-normal capability: percentile method and Box-Cox route",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T16:39:49Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "03dcc01a5a70a8a80bb5545a53dc22edb892134a",
"body": "- normal method: Howe approximation as documented by NIST/SEMATECH\n 7.2.6.3, anchored to the handbook's published factor (k2 = 2.217 for\n n=43, p=0.90, gamma=0.99) in the validation suite\n- nonparametric method: Wilks (min, max) with achieved confidence; the\n error message states the minimum n when the sample cannot support the\n requested confidence\n- Monte Carlo coverage sanity test; guide page on tolerance vs\n confidence vs prediction intervals",
"is_bot": false,
"headline": "Add tolerance intervals (normal Howe k2 and nonparametric Wilks)",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T16:39:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e895e89a09b2f1ec288b06bc40812b6cfcc8ec4",
"body": "- sigma_z from the moving range of standardized points (Laney 2002);\n limits widened by sigma_z, stair-step under varying sizes, Phase I/II\n- sigma_z is reported in stats: near 1 means the classic chart was fine,\n well above 1 confirms overdispersion (both regimes covered by tests\n against simulated binomial and rate-varying data)\n- guide page on the overdispersion problem; hand-derived reference case",
"is_bot": false,
"headline": "Add Laney p' and u' charts for overdispersed attribute data",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T16:39:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1f74556f1621c5e481b21af67dea1bcbc73d377",
"body": "- C+/C- recursions with reference value K = k*sigma and decision\n interval H = h*sigma per Montgomery ch. 9; signals on H crossings\n- no run rules by design (cumulative statistics are autocorrelated),\n consistent with the EWMA chart\n- docs page addressing the cusum-vs-cumsum confusion; hand-derived\n reference case in the validation suite",
"is_bot": false,
"headline": "Add tabular CUSUM chart",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T16:17:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f90d48216629d92a5a51ed7b57e484333f66506",
"body": "- pip install shewhart replaces the install-from-source note\n- CI, PyPI, and license badges; documentation link\n- drop the completed 0.1 roadmap row",
"is_bot": false,
"headline": "Update README for the 0.1.0 release",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T10:03:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c1984e1e1e2c5d8f5d60ffadd6b684a447bb580",
"body": "- pareto(): counts or weighted (e.g. cost) categories, cumulative shares,\n vital-few summary, bar + cumulative-line renderer\n- subgroup= accepts fixed time windows (\"15min\", \"1H\") on DatetimeIndex\n data, for xbar_r/xbar_s and pooled capability\n- release workflow via PyPI trusted publishing (tag-triggered, no tokens)\n- version 0.1.0, CHANGELOG, grammar page updated",
"is_bot": false,
"headline": "Add Pareto analysis and time-window subgrouping; prepare 0.1.0",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-12T01:50:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86d56b5e73e07dfba9d120739b1470560b2ee916",
"body": "- MkDocs site (Material): textbook-style guide pages for control charts,\n capability with confidence intervals, Nelson/WE rules, EWMA, and the\n cron-job report workflow; validation reference with the NIST anchors\n- API and grammar page: the complete public surface, frozen from 0.1,\n including planned names so the grammar is stable before it spreads\n- llms.txt served at the site root for agent/retrieval consumption\n- GitHub Actions: test matrix on 3.10-3.12, docs auto-deploy to gh-pages",
"is_bot": false,
"headline": "Add documentation site, llms.txt, and CI",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-11T16:04:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "178870c98e6a4e0ed97d77139c5d56c2cc28d0d0",
"body": "- NIST StRD certified values reproduced in CI: Michelso (certified mean\n 299.8524, certified std 0.0790105478190518) and NumAcc1 (exact mean/std,\n catastrophic-cancellation probe), sources cited in the case file\n- NIST/SEMATECH e-Handbook 6.3.2.4 EWMA worked example reproduced end to\n end: same d\n[…]\ns\n- ewma(): exact time-varying limits by default, asymptotic option,\n Phase I fit or specified/saved parameters; limit signals only (run\n rules are invalid on autocorrelated EWMA values, documented)",
"is_bot": false,
"headline": "Anchor the validation suite to NIST reference data; add EWMA chart",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-11T14:45:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9587e4c18676772feef1441dcefabfa2632e3f09",
"body": "- Result.to_html(): one-page report with embedded base64 chart, verdict\n badge, statistics table, signal table, and provenance block; renders\n via an explicit Agg canvas so it works headless in cron and CI\n- sw.report(): combine several Results into one page; the page banner is\n green only if every analysis is in control, mirroring the exit code\n- README: document implemented scope, capability and weekly-report usage",
"is_bot": false,
"headline": "Add self-contained HTML reports",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-11T14:37:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2d783b8dcd605244bd94457f7f10d0ba4fa0702",
"body": "- capability(): Cp/Cpk/Pp/Ppk/Cpm with within vs overall sigma done right\n (moving range/d2 for individuals, pooled std for subgrouped data),\n exact chi-square intervals for Cp/Pp, Bissell-approximation intervals\n for Cpk/Ppk, observed and expected PPM, Anderson-Darling normality note,\n and a st\n[…]\nred input coercion\n moved to _data.py; Signal handles sequence-level findings without points\n- reference cases: capability with all 16 expected values to 1e-9,\n run chart with hand-derived runs test",
"is_bot": false,
"headline": "Add capability analysis with confidence intervals and run chart",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-11T14:29:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8cc57b59437e08fff0265320a6b28c6ef34fc8a0",
"body": "…ce cases\n\n- p/u charts support varying subgroup sizes with per-point limits in the\n table; scalar limits appear in stats only when sizes are constant\n- np/c charts with constant-size semantics and baseline size checks\n- run rules restricted to the four attribute-chart tests, zone tests\n rejected with a teaching error\n- single-panel renderer with step-drawn varying limits\n- four new reference cases in the validation suite",
"is_bot": false,
"headline": "Add attribute charts (p, np, c, u) with stair-step limits and referen…",
"author_name": "bertanucar",
"author_login": "bertanucar",
"committed_at": "2026-06-11T13:55:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a1d518d076b5987625e94c89ccac6e20c59f09b",
"body": "…e README\n\n- xbar_r/xbar_s on the I-MR template: shared subgrouped machinery, Phase I/II,\n baseline chart and subgroup-size checks with teaching errors\n- generalized plot renderer (spec-driven two-panel layout)\n- validation_cases.json: synthetic reference cases with fully published\n derivations, run by a parametrized suite; seed of the public validation kit\n- README rewritten in plain developer tone, documents actual repo state",
"is_bot": false,
"headline": "Add Xbar-R and Xbar-S charts, reference-case validation suite, rewrit…",
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"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "critical",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution",
"pr_acceptance",
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"merged_prs": 0,
"open_issues": 0,
"closed_issues": 0,
"prs_merged_7d": 0,
"prs_decided_7d": 0,
"prs_merged_30d": 0,
"prs_decided_30d": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0,
"first_time_authors_30d": 0,
"first_time_prs_merged_30d": 0,
"first_time_prs_decided_30d": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "no decided pull requests or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_decided_prs_or_data",
"params": {}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
}
}
],
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},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 22,
"inputs": {
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"owner_type": "User",
"is_verified": null,
"owner_login": "bertanucar",
"public_repos": 2,
"account_age_days": 53
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2 followers of bertanucar",
"points": 3.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2,
"login": "bertanucar"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "2 public repos, account ~0 yr old",
"points": 3.8,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 2
}
},
{
"code": "account_age_years",
"params": {
"years": 0
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"packages": [
"shewhart"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 52
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 52 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 52
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "3 published versions",
"points": 12,
"status": "partial",
"details": [
{
"code": "published_versions",
"params": {
"count": 3
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 70,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"topics": [
"control-charts",
"manufacturing",
"quality-control",
"quality-engineering",
"six-sigma",
"spc",
"statistical-process-control",
"statistics"
],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 8
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "weak",
"name": "Security",
"value": 47,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 34,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.4
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:shewhart@0.1.1 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:shewhart@0.1.1",
"assessed": 13
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 13,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 13,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 62,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "exceptional",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"legible_history_share": 0.811,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 3580
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"components": [
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"key": "agent_instructions",
"name": "Agent instructions",
"detail": "docs/agents.md",
"points": 45,
"status": "met",
"details": [
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"code": "file_list",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 15,
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"details": [
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"code": "llms_txt_present",
"params": {}
}
],
"max_points": 15
},
{
"key": "legible_commit_history",
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"status": "met",
"details": [
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"code": "legible_history",
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 33,
"inputs": {
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"has_tests": true,
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"agent_commit_share": 0,
"toolchain_manifests": [],
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},
"components": [
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"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "automated_tests",
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"points": 22,
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},
{
"key": "lint_format_config",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
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"detail": "shewhart/py.typed",
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"code": "file_list",
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],
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{
"key": "reproducible_environment",
"name": "Reproducible environment",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
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"detail": "no agent-authored commits among the last 37",
"points": 0,
"status": "missed",
"details": [
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"code": "no_agent_authored_commits",
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],
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},
{
"key": "automated_maintenance",
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"status": "missed",
"details": [
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"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 0",
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"status": "missed",
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}
]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"largest_source_bytes": 33494,
"source_files_sampled": 43,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (shewhart/py.typed)",
"points": 27,
"status": "partial",
"details": [
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"code": "typecheck_config_language",
"params": {
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/43 source files over 60KB",
"points": 55,
"status": "met",
"details": [
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"code": "oversized_source_files",
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}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
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