JSON-Rohbericht maschinenlesbar
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"created_at": "2025-05-05T03:35:46Z",
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"headline": "fix(peec): coexist with PyTorch MKL runtime",
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"body": "… solve\n\nAdds the missing verification layer for the coupled HDiv-MMM x HCurl-VIM\nsystem (friction-1 of the topology-optimisation handover):\n\n1. independent block reconstruction [A_M K; K^H Z(s)] from the public\n parts (magnetic_operator / coupling / eddy_impedance / magnetic_rhs /\n eddy_rhs) mu\n[…]\nerged at\nrho = 1e-9 / 0.25 / 0.81 / 1.21 with the monolithic residual <= 6.6e-16\nthroughout. Full eddy-hybrid suite green (72 tests) alongside.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "test(vim): lock sequential weak coupling against the monolithic mixed…",
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"body": "…ayer\n\nThe charge basis charged EVERY surface element as an exterior boundary\nface (single-sided sigma = M.n). On a conforming multi-region mesh\n(OCC Glue with a shared internal face) the internal surface elements\nformed a spurious charge sheet: uniform chi=100 on a two-region glued\nball read <Mz> \n[…]\n(uniform sanity band +\nphysical per-region void response). Impacted subset green: 48 tests\nacross all five dispatch paths and the solver level.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "fix(vim): exclude internal material-interface faces from the charge l…",
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"body": "Record every restart of train_y_admittance_urn (restart index, seed, final\nloss, fit loss, active-basis count) in model.restart_summaries so\nmulti-start scatter -- the initial-condition-dependence evidence -- is\nsaved into result JSONs instead of living only in console output.\n(Implementation by cod\n[…]\nion: restore the accidentally merged\ntest_ideal_reactance_bases_are_pure_and_lossless function definition and\ndrop a dead restart_log variable.)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "feat(urn): persist per-restart scatter on the trained model",
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"body": "…rors)\n\nSugahara proposal: the S-domain loss is nearly blind to Re(Z) wherever the\nresponse is reactance dominated, although Re spans ~7 decades on the PCB\ncoil. loss_mode=\"log_components\" fits log(Re Z) and arcsinh(Im Z / x0)\nindependently, so both components are matched in relative terms over the\n[…]\nomain RMSE\nremains the manuscript comparison metric.\n\nTests: exact residual values on known perturbations, and a training smoke\nin the new mode.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): log-component training loss (independent relative Re/Im er…",
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"body": "Allows the voltage-divider (CLN single-stage) topology to use the\nresonance-rich 34-basis dictionary. Motivated by the stacked-series\nnegative result: summing sections of the same dictionary in Z adds no\nrepresentable directions once one section is at its local optimum\n(PCB/NL87 gains ~0), so the structural gain of the ladder comes from the\ndivider composition Z_even + (Z_odd || R), not from series addition.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "feat(urn): wire n_series_rlc through CLNPeelingConfig",
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"body": "Sugahara direction: grow model capacity by stacking frozen Y-URN sections\ninstead of peeling residuals. train_stacked_y_urn adds one section at a\ntime; earlier sections are frozen and the new section is trained against\nthe raw measured response through the composition\n\n series: Z = sum_k 1/Y_k \n[…]\nxposed.\n\nTests: series/parallel stacked smoke with strict-passivity check and the\nmonotone stack RMSE log; near-short initial-contribution lock.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): frozen-stacked Y-URN sections trained on the raw measurement",
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"body": "The dictionary initialisation is fully deterministic (log-grid tau,\nconstant gates, no randomness), so every restart of train_y_admittance_urn\nrepeated the identical run -- observed bit-identical losses across\nrestarts in the F-series dictionary experiments. Restarts beyond the\nfirst now jitter the\n[…]\n, reproducible via the per-restart manual_seed), turning n_restarts\ninto an actual multi-start search. Restart 0 and warm starts are\nunchanged.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "fix(urn): perturb restarts of the deterministic Y-URN initialisation",
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"body": "…nce floor\n\nTwo review findings (Sugahara/codex 2026-07-27):\n\n1. The RMS basis normalisation was recomputed on whatever frequency grid was\n passed for evaluation, so the same gates described a slightly different\n circuit on a dense audit grid than on the training grid -- arbitrary-grid\n predic\n[…]\nsivity guarantee stronger\n than any sampled dense-grid audit. Default 0 keeps the legacy model.\n Locked by a lossless-only dictionary test.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "fix(urn): training-grid-fixed basis normalisation + analytic conducta…",
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"body": "Direction change (Sugahara): stop stacking CLN stages and grow the single\npassive parallel dictionary instead -- the peeled residues are not\npositive-real, so deeper stages fit an unfittable target, while dictionary\ngrowth keeps the raw (positive-real) measurement as the target.\n\nThe CPE exponents a\n[…]\ne nonnegative gate carries the scale, Re(Y) = 0\n(lossless, marginally passive).\n\nTest: exact column values, losslessness, and parameter summary.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): ideal inductor/capacitor bases for the Y dictionary",
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"body": "Sugahara review: warm-starting only fixes the initial point; the real\ndefect was the objective swap -- stage n+1 trained against the peeled\nlocal tail (its own S-domain reference) while the network is judged on\nthe whole-ladder fit of the measured response. A stage could therefore\nimprove locally a\n[…]\n rule remains the\nbackstop.\n\nTest: two-stage smoke exercising the frozen-outer-chain composition with\nthe default global objective + warm start.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): through-ladder global objective for CLN pair training",
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"body": "…ead branch\n\nThe stage n+1 composite seed used to refit the peeled tail from scratch,\nwhich discards the previous stage lookahead branch -- the one branch that\nwas optimised through the whole-ladder loss. On the PCB data that made the\nreplacement start worse than its predecessor (seed 5.6e-3 vs the\n[…]\nn stopping rule remains the backstop.\n\nTest: warm-started seed at 0 epochs reproduces the donor branch on a\ntarget with a different y_ref scale.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): warm-start the CLN composite seed from the previous lookah…",
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"body": "…r CLN peeling\n\nSugahara direction: enumerate the 8 series-parallel two-terminal RLC\ntopologies and add the damped anti-resonance families the dictionary lacked.\nThe paper 22-basis set only carries the series-RLC (admittance-peak)\nresonator, so a self-resonant impedance peak such as the Sato PCB coi\n[…]\nrk.\n\nTests: 34 URN tests incl. 26-basis dictionary shape/passivity, the\ncoil-antiresonance admittance valley, and the recorded global-RMSE lock.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): anti-resonance bases + global degradation stopping rule fo…",
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"body": "…wise trust region\n\nPromote the SA/RM-2026 attention-free URN work and harden the CLN peeling\nstage division:\n\n- y_admittance_urn: 22-basis Y-domain URN (S-domain Huber loss, output\n ablation); complex_smooth_l1 gains an optional per-sample weight.\n- cln_peeling_urn: paired even/odd CLN peeling R_n\n[…]\n\n- README + radia-mcp urn knowledge rewritten to the current paired-split\n API (the older start_domain description no longer matched the code).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(urn): attention-free Y-base URN + paired CLN peeling with stage-…",
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"headline": "test(simulink): allow slower CI process startup",
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"body": "Extend the clebsch_hodograph knowledge topic with the field-plane\n(Chaplygin) design verification promoted to\nvalidation_test/clebsch_legendre/:\n\n- Legendre potential chi = H.r - Psi (coordinates = first derivatives)\n and the B-radial form that feeds measured mu_s(B) with no table\n inversion.\n- En\n[…]\nicard fakes a design error).\n- Honest scope: design direction on a known hodograph domain only; the\n analysis direction remains open research.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(electromagnet): record verified Chaplygin design direction",
"author_name": "ksugahar",
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"committed_at": "2026-07-25T11:22:23Z",
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"oid": "bce120ee6d6f3528b2c1febab7ee14bd00e445ad",
"body": "Promote the saturable hodograph design verification from scratch into\nvalidation_test/clebsch_legendre/ with golden bands and committed result\nsidecars.\n\n- verify_chi_modesum_solver.py: Legendre-potential (chi = H.r - Psi)\n mode-sum machinery vs closed forms. Radial solver rel err < 1e-5 at\n M=401\n[…]\ndates the DESIGN direction on a known hodograph domain; the\nanalysis direction (unknown hodograph image of a fixed pole) remains\nopen research.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(clebsch): verify Chaplygin field-plane design end-to-end",
"author_name": "ksugahar",
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"committed_at": "2026-07-25T11:20:39Z",
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"oid": "62b6605e601e3d2133760ed1fb7b538e8226062e",
"body": "Add to verified_recipe: the run-the-goldens-first debug workflow, and an\nexplicit HONEST LIMITS block so the measured claims are not extrapolated\npast their tested class:\n\n- both goldens use a direct solver; iterative solution of the MIXED A-Phi\n system (BDDC on fesA*fesV) is not locked by any gold\n[…]\nlved one\n- the goldens validate the FEM formulation layer only; CLN / Cauer-ladder\n extraction is a separate layer with its own open questions\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(mcp): state the honest limits of the A-Phi Kelvin goldens",
"author_name": "ksugahar",
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"committed_at": "2026-07-25T11:08:19Z",
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"oid": "b240392b50df244da44d520f12a0f4a9de7aae84",
"body": "…e-order lock\n\nExtends the A-Phi + Periodic Kelvin golden to the production configuration:\na coaxial circular filament loop (b=0.6 m, z0=0.5 m, I=1 kA) as a genuine\ndecaying Biot-Savart source - the coil + workpiece pattern. The solvers are\nimported from the uniform golden (now parameterized by A_s \n[…]\na debug-signature table (0.45% p-saturated = A-only; ~2% = curve 1;\n -33% = source dropped in kext; +33% = differentiated 0-form Convention B)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(kelvin): reduced A-Phi with a real coil source at p=2 + the curv…",
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"committed_at": "2026-07-25T10:47:12Z",
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"oid": "c33723ab8efc8ce9bd7a1420884a3cf98ac1bcfe",
"body": "…lback / A-Phi results\n\nPromote the three 2026-07 Kelvin goldens into the docs layer as one executed,\nresult-bearing notebook, and register it in the MCP knowledge.\n\ndocs/kelvin/kelvin_exterior_source_and_aphi.ipynb (executed, 6/6 code cells,\n0 errors) re-runs the locked test modules live rather tha\n[…]\nthe notebook as the rendered walkthrough; module docs-map lists it\n- KELVIN_TRANSFORMATION.md 7.9: A-Phi p/h measured tables + notebook pointer\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(kelvin): executed notebook for the exterior-source / twisted-pul…",
"author_name": "ksugahar",
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"committed_at": "2026-07-25T10:27:54Z",
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"oid": "41829df7cb0425755f53981fbb9272535951f65d",
"body": "…d's floor\n\nAnswers \"does the A-Phi Kelvin transformation work at p=2\" by measurement.\nConducting sphere (a/delta = 2) in a uniform AC field, analytic Smythe moment,\ntwo-sphere Periodic Kelvin, every verified_recipe element (nograds -> Periodic,\ngauge reg on non-Kelvin, bonus_intorder=4), one mesh, \n[…]\nmcp verified_recipe: new section \"p=2 and beyond: use A-Phi, not the\n plain A-method\" with the measured tables and the A-Phi weak-form snippet\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(kelvin): A-Phi + Periodic Kelvin golden at p=2 - and the A-metho…",
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"headline": "fix(release): exclude backup binaries from uploads",
"author_name": "ksugahar",
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"committed_at": "2026-07-24T08:41:32Z",
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"oid": "18f4409198b4ec2f4870b792d7138d1eca79295b",
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"headline": "test(ih): record TEAM36 release validation",
"author_name": "ksugahar",
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"committed_at": "2026-07-24T08:33:18Z",
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"oid": "7a6de4ad034b435a2ffedb43928efb5203fc5204",
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"headline": "fix(release): exclude local native backups from wheels",
"author_name": "ksugahar",
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"committed_at": "2026-07-24T08:21:23Z",
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"headline": "feat(matlab): add native optimization and TEAM36 validation",
"author_name": "ksugahar",
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"committed_at": "2026-07-24T08:16:03Z",
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"oid": "2dcf9899fd9b14a4d7caf0ad6cb47960313db4d1",
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"headline": "fix(matlab): isolate LTspice tests and refresh Simulink models",
"author_name": "ksugahar",
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"committed_at": "2026-07-23T14:04:26Z",
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"headline": "feat(matlab): finalize native IH and optimization release",
"author_name": "ksugahar",
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"committed_at": "2026-07-23T13:25:03Z",
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"oid": "723f783be34fcd5c9297142b9acc8d0d36a022fe",
"body": "… Convention B\n\nThe previous commit reported that the potential route overshoots the\nmagnetic-sphere golden by 4/3 and concluded that the 0-form and 1-form rules\nare irreconcilable. That conclusion was drawn from the wrong 0-form rule.\n\nForm DEGREE and orientation PARITY are independent axes. The ma\n[…]\n rather than\nsilently inherited.\n\nSource of the sign table: the lab note\nhttps://www.ele.kindai.ac.jp/laboratory/sugahara/elemag/geometry09.php\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(kelvin): Omega_s DOES work - via the twisted 0-form pullback, not…",
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"code": "stars",
"params": {
"count": 10
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "2 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 2
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "1 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 1
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "critical",
"name": "Community health",
"note": null,
"notes": [],
"value": 19,
"inputs": {
"has_readme": false,
"has_license": false,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "at_risk",
"name": "Sustainability & Governance",
"value": 40,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
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"note": null,
"notes": [],
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"inputs": {
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"contributors_sampled": 2,
"top_contributor_share": 0.999
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
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"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
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"points": 2.7,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 24,
"inputs": {
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"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 2
},
"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": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1/3 decided PRs merged",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1,
"decided": 3
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
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"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": 39,
"inputs": {
"followers": 4,
"owner_type": "User",
"is_verified": null,
"owner_login": "ksugahar",
"public_repos": 3,
"account_age_days": 2758
},
"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": "4 followers of ksugahar",
"points": 5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 4,
"login": "ksugahar"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "3 public repos, account ~7 yr old",
"points": 16.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 3
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"radia"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"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 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "165 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 165
}
}
],
"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": "moderate",
"name": "Engineering Quality",
"value": 69,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"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": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 92,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "6 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 6
}
}
],
"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": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 35,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": false,
"has_docs_dir": true,
"has_description": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 0,
"status": "missed",
"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": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.1
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 6.8,
"status": "partial",
"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 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"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": "update tool detected",
"points": 7.5,
"status": "met",
"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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"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 1",
"points": 0.5,
"status": "partial",
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"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": 57,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "moderate",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.45,
"agent_instruction_files": [
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"CLAUDE.md"
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"agent_instruction_max_bytes": 228528
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "45 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 24,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 45,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 49,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.22,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "22 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
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"sampled": 100
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"oversized_source_files": 116
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"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
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}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "116/3870 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"sampled": 3870,
"oversized": 116
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}
],
"max_points": 55
}
]
},
{
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