PyPSA / linopy

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Кожна точка охоплює 5 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 5 прямих і 23 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Встановлення pypi:linopy@0.9.0 тягне 21 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

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          "oid": "d61069210f94680ec7219897cd2e0e02184859ab",
          "body": "The pin was introduced in June 2024 (e2f95f3) during the numpy 2.0\ntransition and is long obsolete: the core dependency is unpinned and the\nbenchmarks extra pins numpy==2.4.6, so installing linopy[docs,benchmarks]\nwas unresolvable. The whole docs stack (matplotlib 3.11, sphinx 9)\nsupports numpy 2.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(deps): drop stale numpy<2 pin from the docs extra (#869)",
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          "body": "The suite had no benchmark exercising @/dot: the kvl_cycles pattern\nbuilds its constraint via the expanded (flow * C).sum('branch'), which\nbypasses __matmul__ entirely, and ops.py had no contraction op. A\nsparse-aware matmul kernel (#748/#867) would land invisible to CI.\n\nAdd a matmul op group contr\n[…]\nhe case a sparse-aware kernel collapses). New ops carry no\nCodSpeed history, so this changes no existing baseline; kvl_cycles is\nleft untouched.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "bench(ops): add matmul micro-benchmarks (dense vs sparse operand) (#868)",
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          "headline": "docs: harmonize PR/issue refs in release notes (#866)",
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          "body": "… (#865)\n\n`[tool.setuptools.packages.find]` include patterns are exact per level, so\n`include = [\"linopy\"]` matched only the top-level package and dropped the\n`linopy.remote` and `linopy.persistent` subpackages from built wheels. Since\n`linopy/__init__.py` imports `from linopy.remote import RemoteHandler`\nunconditionally, `import linopy` fails outright on a clean wheel install.\n\nAdd `\"linopy.*\"` so subpackages are discovered.\n\nCloses #864\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(packaging): ship linopy.remote and linopy.persistent in the wheel…",
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          "body": "* fix: don't leak aux coords of summed dims onto the term dimension\n\nLinearExpression._sum dropped a summed dim's index coords via\nreset_index but let auxiliary coords defined on that dim ride the stack\nonto _term, breaking later arithmetic with CoordinateValidationError\n(#295). Drop them before sta\n[…]\n.ci\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: don't leak aux coords of summed dims onto the term dimension (#829)",
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          "body": "* test: pin groupby-sum to preserve grouped-dim position (xfail)\n\ngroupby-sum moves the group dim to the trailing position instead of\nkeeping the grouped dim's slot, diverging from xarray's native\ngroupby-reduce and linopy <= 0.8.0 (regressed in #802). Existing tests\nuse assert_linequal, which align\n[…]\ny: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: FBumann <117816358+FBumann@users.noreply.github.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "body": "* added two example notebooks: energy-resource-build and sudoku\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\nfor more information, see https://pre-commit.ci\n\n* Vectorize sudoku example and wire both examples into docs\n\nReplace the sudoku notebook's loops with idiomatic linopy: groupby fo\n[…]\nents and headings\n\n* Shorten energy notebook title\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "added two example notebooks: energy-resource-build and sudoku (#356)",
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          "body": "SCIP is a fully supported solver (SolverName.SCIP) and already appears in\ndoc/prerequisites.rst, but was missing from the README and doc/index.rst\nsolver lists. Closes #416.",
          "is_bot": false,
          "headline": "docs: list SCIP in supported solvers (README, index) (#835)",
          "author_name": "Fabian Hofmann",
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          "body": "…#685)\n\n* docs: silence HiGHS console output in tutorial notebooks\n\nHiGHS prints a banner + progress lines to the Python REPL on every\nm.solve() call by default.  In a tutorial that calls solve many times,\nthis drowns the actual lesson in solver chatter.  Pass output_flag=False\n(a HiGHS solver optio\n[…]\nhored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "docs: add working-with-solvers notebook for the stateful Solver API (…",
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          "body": "groupby(...).sum() matched pd.Series/DataArray groupers to the\nexpression by position, so a grouper whose labels were reordered\nsilently regrouped. Validate the grouper's labels against the\nexpression's coordinates and raise on a reorder or a different label\nset, unified across Series, DataFrame and DataArray groupers. The\nDataFrame path no longer reindexes; all grouper types now follow the\nsame label-alignment rule.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(groupby): align groupers by label, raise on mismatch (#827) (#830)",
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          "oid": "065b7ff1c74f6e1fb5c41f87ef6431cc5d6e10ab",
          "body": "* fix(gurobi): dispose the solver model before the env on close\n\nRegister the gurobipy model on the env ExitStack (as Xpress and Mosek\nalready do), so Solver.close() disposes it before the env — the ordering\nGurobi requires for the license to be released. Previously the model was\nonly dereferenced, \n[…]\ny the first\ndocstring line, so it must carry the license-release fact itself.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(gurobi): dispose the solver model before the env on close (#826)",
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          "body": "…al (#828)\n\n* perf(int32): auto-widen labels to int64 on overflow instead of raising\n\nReplace the int32 overflow ValueError in add_variables/add_constraints\nwith a monotonic, sticky widen of options[\"label_dtype\"] to int64. Once\na model crosses ~2.1 billion labels the process uses int64 labels\nevery\n[…]\ntrings and release note\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Fabian <fab.hof@gmx.de>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "refactor(int32): per-model label dtype instead of sticky process-glob…",
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          "body": "…sum fast path (#824)",
          "is_bot": false,
          "headline": "fix: reduce multi-dim DataArray grouper over all its dims on groupby-…",
          "author_name": "Fabian Hofmann",
          "author_login": "FabianHofmann",
          "committed_at": "2026-07-14T17:12:42Z",
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          "oid": "4ca8d5ad0855b62d9538a148faf716f692266b50",
          "body": "SCIP is a fully supported solver (SolverName.SCIP) and already appears in\ndoc/prerequisites.rst, but was missing from the README and doc/index.rst\nsolver lists. Closes #416.",
          "is_bot": false,
          "headline": "docs: list SCIP in supported solvers (README, index) (#825)",
          "author_name": "Fabian Hofmann",
          "author_login": "FabianHofmann",
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        {
          "oid": "a6ca0be2e3548f748390097f6c0876ea3ef13bc7",
          "body": "linopy expressions inherit xarray's broadcasting, whose dimension order\nfollows operand order: ``x + y`` yields ``(x_dim, y_dim)`` while ``y + x``\nyields ``(y_dim, x_dim)``. That difference carries no mathematical meaning,\nyet xarray's order-sensitive ``assert_equal`` made the two compare unequal.\n\n\n[…]\nontract.\nExpressions with genuinely different dimension sets or values still fail.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "test: make assert_linequal ignore dimension order (#801)",
          "author_name": "Felix",
          "author_login": "FBumann",
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          "oid": "0420563682a20ba51d1a1695b095293ecad2eda0",
          "body": "… (#816)\n\n* perf: drop explicit zeros from the constraint matrix (#814)\n\nExpressions that broadcast against a dense coordinate store one\ncoefficient per pair, most of them structurally zero. Those explicit\nzeros were carried all the way into `matrices.A` and thus into every\nsolver handoff. `highspy.\n[…]\nI\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "perf: prune explicit zeros at matrix assembly (cut build peak memory)…",
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          "oid": "aaaf250467937c725437b5771825fb7313f671ff",
          "body": "* Changes\n\n  linopy/constants.py — Added DEFAULT_LABEL_DTYPE = np.int32\n\n  linopy/model.py — Variable and constraint label assignment now uses np.arange(..., dtype=DEFAULT_LABEL_DTYPE) with overflow guards that raise ValueError if labels exceed\n  int32 max.\n\n  linopy/expressions.py — _term coord ass\n[…]\nons[\"label_dtype\"] to match the allocation paths.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: default integer arrays to int32 for ~25% memory reduction (#566)",
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          "author_login": "FBumann",
          "committed_at": "2026-07-14T10:10:34Z",
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          "oid": "39c3c11cc60144ab7c67fac38e2d6a564ee5001f",
          "body": "* build(deps-dev): update docutils requirement from <0.21 to <0.24\n\nUpdates the requirements on [docutils](https://github.com/rtfd/recommonmark) to permit the latest version.\n- [Changelog](https://github.com/readthedocs/recommonmark/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/rtfd/recom\n[…]\nly.github.com>\nCo-authored-by: FBumann <117816358+FBumann@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": true,
          "headline": "build(deps-dev): update docutils requirement from <0.21 to <0.24 (#811)",
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          "committed_at": "2026-07-14T09:14:32Z",
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          "oid": "931694b1711a6d0bc46b3f2a233274869a403a29",
          "body": "Expressions that broadcast against a dense coordinate store one\ncoefficient per pair, most of them structurally zero. Those explicit\nzeros were carried all the way into `matrices.A` and thus into every\nsolver handoff. `highspy.Highs.addRows` (and the other direct backends'\nmatrix loaders) scale with\n[…]\n zero\ncoefficient never changes a constraint, so this is mathematically\nidentical.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "perf: drop explicit zeros from the constraint matrix (#814) (#815)",
          "author_name": "Felix",
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          "oid": "12e54d9dd63fadadca657cb17a7cc33e2f3ace68",
          "body": "…nc (#802)\n\n* perf: scatter groupby-sum terms directly instead of unstacking\n\nThe fast path of LinearExpression.groupby(...).sum() used\nds.unstack(group_dim, fill_value=...) followed by a stack, which\nmaterializes 2-3 intermediate copies of the padded result\n(n_groups x max_group_size x nterm) and g\n[…]\ngone too.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "perf(groupby): unify scatter kernel over numpy and dask via apply_ufu…",
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          "headline": "fix: widen Variable.sum dim parameter type to DimsLike (#820)",
          "author_name": "manud99",
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          "committed_at": "2026-07-08T12:48:59Z",
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          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.15.9 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.9...v0.15.20)\n- [github.com/kynan/nbstripout: 0.8.1 → 0.9.1](https://github.com/kynan/nbstripout/compare/0.8.1...0.9.1)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#819)",
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          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-08T07:41:25Z",
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        {
          "oid": "a13e32a93d88e81609bbabf10e324fec806f19a8",
          "body": "* Fix GLPK objective parsing\n\n* Add release note\n\n* Refactor GLPK objective parsing into helper method\n\n* Add GLPK objective parser tests\n\n* Keep GLPK class docstring intact\n\n* Move GLPK objective token below public attributes",
          "is_bot": false,
          "headline": "fix: GLPK objective parsing (#818)",
          "author_name": "Daniele Lerede",
          "author_login": "danielelerede-oet",
          "committed_at": "2026-07-08T07:41:05Z",
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        {
          "oid": "e8616781aa522116b5610587bb2f72e5b8c54da1",
          "body": "Bumps [highspy](https://github.com/ERGO-Code/HiGHS) from 1.13.1 to 1.15.0.\n- [Release notes](https://github.com/ERGO-Code/HiGHS/releases)\n- [Commits](https://github.com/ERGO-Code/HiGHS/compare/v1.13.1...v1.15.0)\n\n---\nupdated-dependencies:\n- dependency-name: highspy\n  dependency-version: 1.15.0\n  dep\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps-dev): bump highspy from 1.13.1 to 1.15.0 (#809)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-02T12:08:12Z",
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        {
          "oid": "b70be237edc0253900a747ca76282f3e5ce649af",
          "body": "Bumps [ipython](https://github.com/ipython/ipython) from 8.26.0 to 9.15.0.\n- [Release notes](https://github.com/ipython/ipython/releases)\n- [Commits](https://github.com/ipython/ipython/compare/8.26.0...9.15.0)\n\n---\nupdated-dependencies:\n- dependency-name: ipython\n  dependency-version: 9.15.0\n  depen\n[…]\nrect:development\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps-dev): bump ipython from 8.26.0 to 9.15.0 (#810)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-02T12:07:01Z",
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          "oid": "1d278b881ce846beee7a884582db1066410ec39b",
          "body": "Bumps [ipykernel](https://github.com/ipython/ipykernel) from 6.29.5 to 7.3.0.\n- [Release notes](https://github.com/ipython/ipykernel/releases)\n- [Changelog](https://github.com/ipython/ipykernel/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/ipython/ipykernel/compare/v6.29.5...v7.3.0)\n\n---\nup\n[…]\nrect:development\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps-dev): bump ipykernel from 6.29.5 to 7.3.0 (#812)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-02T12:06:49Z",
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          "oid": "5bdbc1b5ae4f9e5032ff14dea84459752d7253f0",
          "body": "…808)\n\nBumps the benchmark-tooling group with 1 update: [pytest-memray](https://github.com/bloomberg/pytest-memray).\n\n\nUpdates `pytest-memray` from 1.8.0 to 1.9.0\n- [Release notes](https://github.com/bloomberg/pytest-memray/releases)\n- [Changelog](https://github.com/bloomberg/pytest-memray/blob/main\n[…]\nn-update:semver-minor\n  dependency-group: benchmark-tooling\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps-dev): bump pytest-memray in the benchmark-tooling group (#…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-02T12:06:31Z",
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        {
          "oid": "792e6d88e50fb1afda489fcb03c09a440e4cf2de",
          "body": "* bench: add arithmetic operation micro-benchmarks\n\nAn op-level tier alongside the whole-model builds: one benchmark per\n(operation, size profile), operands built outside the measured region so a run\nisolates a single op rather than a whole build. This attributes perf changes to\na specific arithmeti\n[…]\ncategories: absence/masking (expr.where / fillna / absence\npropagation — §4–§7, the semantics-heavy surface), groupby.sum, and an N-way\nmerge (constraint-assembly cost). 35 ops, ~45 s/run with memory.",
          "is_bot": false,
          "headline": "bench: arithmetic operation micro-benchmarks (#805)",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-07-02T12:05:24Z",
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          "oid": "848366bf228b66b24a5f492a0d064cb9b1f45af0",
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          "is_bot": true,
          "headline": "build(deps): bump the github-actions group with 2 updates (#807)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-02T10:18:52Z",
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          "oid": "fe798b152c464b967c6002a6b8d7920719a393e3",
          "body": "…97, #796) (#798)\n\n* feat(piecewise): partial `active` gate support via active_gate helper (#796)\n\n`add_piecewise_formulation(active=...)` assumed the gate covered the whole\nindexed dimension. A gate defined over only a subset of coordinate labels\n(or with masked entries) silently forced the uncover\n[…]\necewise): type active_fill as int to satisfy mypy\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(piecewise): `active_fill` for partial `active` gates (alt. to #7…",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-30T10:15:21Z",
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          "oid": "1dbde371c17bc9a3d6dc6221f9a4e158858eff70",
          "body": "Use the @AGENTS.md import so Claude Code loads the contribution rules,\nworkflow and conventions automatically instead of relying on the agent to\nfollow the link. Keeps AGENTS.md as the single source of truth.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "docs: import AGENTS.md into CLAUDE.md (#794)",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-29T10:57:32Z",
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          "oid": "4ddf3fb6e6187282e43fec59886911207eeefc22",
          "body": "* fix(highs): pass uint8 integrality array to changeColsIntegrality\n\nhighspy's changeColsIntegrality expects var_types as a uint8 array\n(matching HiGHS's uint8-backed HighsVarType enum). The persistent\nupdate path already builds it as uint8 (_apply_var_types); align the\ndirect-solve path so it match\n[…]\n\ngurobipy line with `# type: ignore[assignment]`.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: fix typing with new highspy version (#795)",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-29T09:36:11Z",
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          "oid": "2d47d4ab312fd7473af4311181b47ccdff654e7b",
          "body": "* fix(variables): Variable.where works with solution attached\n\nVariable.where passed a fill dict covering only labels/lower/upper to\nDataset.where, which requires an exact match against the dataset's data\nvariables. After solve() or fix() the variable carries extra columns\n(solution, stashed bounds), so where() raised a ValueError. Augment the\nfill dict to cover all present data variables, defaulting extras to NaN.\n\n* fix(variables): annotate where fill dict for mypy",
          "is_bot": false,
          "headline": "fix(variables): Variable.where works with solution attached (#790)",
          "author_name": "Fabian Hofmann",
          "author_login": "FabianHofmann",
          "committed_at": "2026-06-24T12:05:23Z",
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        {
          "oid": "d810de72077bd6ac98c4d14e7b97b12fa24409d0",
          "body": "Bumps [numpydoc](https://github.com/numpy/numpydoc) from 1.7.0 to 1.10.0.\n- [Release notes](https://github.com/numpy/numpydoc/releases)\n- [Changelog](https://github.com/numpy/numpydoc/blob/main/RELEASE.rst)\n- [Commits](https://github.com/numpy/numpydoc/compare/v1.7.0...v1.10.0)\n\n---\nupdated-dependen\n[…]\nemver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": true,
          "headline": "build(deps-dev): bump numpydoc from 1.7.0 to 1.10.0 (#787)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-24T07:10:38Z",
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          "oid": "2bbbeef01d27c41c22db9956d5e41fbf791afb9b",
          "body": "…urobi/Xpress/Mosek) (#718)\n\n* feat(constraints): add _coef_dirty flag + rhs setter short-circuit\n\nTracks per-Constraint coefficient mutation via a single boolean slot,\nflipped in coeffs/vars/lhs setters. Pure-constant rhs writes now\nshort-circuit and leave coeffs/vars buffers untouched (by identity\n[…]\nt-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Felix <117816358+FBumann@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(persistent): in-place solver updates (Solver framework + HiGHS/G…",
          "author_name": "Fabian Hofmann",
          "author_login": "FabianHofmann",
          "committed_at": "2026-06-24T07:10:16Z",
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          "oid": "8dfa6d40c5fb4e894d7e2fe80cd9291750f7218d",
          "body": "…r (#783)\n\n* fix(constraints): freeze empty constraint groups without reshape error\n\nCSRConstraint.from_mutable reshaped con.vars with an inferred -1\ndimension. For an empty constraint group (zero rows and zero terms) the\nvars array has size 0, and NumPy refuses to infer a (0, -1) reshape,\nraising \"\n[…]\nady handles zero-row input.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* chore: code review\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(constraints): freeze empty constraint groups without reshape erro…",
          "author_name": "Štefan Slavkovský",
          "author_login": "Ketchp",
          "committed_at": "2026-06-23T12:41:29Z",
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        },
        {
          "oid": "c2d9f5c777ea3fe29b6551802cd53626f62ffda5",
          "body": "Bumps [sphinx-rtd-theme](https://github.com/readthedocs/sphinx_rtd_theme) from 2.0.0 to 3.1.0.\n- [Changelog](https://github.com/readthedocs/sphinx_rtd_theme/blob/master/docs/changelog.rst)\n- [Commits](https://github.com/readthedocs/sphinx_rtd_theme/compare/2.0.0...3.1.0)\n\n---\nupdated-dependencies:\n-\n[…]\nemver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": true,
          "headline": "build(deps-dev): bump sphinx-rtd-theme from 2.0.0 to 3.1.0 (#786)",
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        {
          "oid": "08ecde2ffebaee4ec51fc8cce0eb1d27072346b9",
          "body": "Bumps the benchmark-tooling group with 1 update: [pytest](https://github.com/pytest-dev/pytest).\n\n\nUpdates `pytest` from 9.1.0 to 9.1.1\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)\n- [Commits](https://git\n[…]\nn-update:semver-patch\n  dependency-group: benchmark-tooling\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps-dev): bump pytest in the benchmark-tooling group (#785)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-23T12:39:36Z",
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          "body": "Bumps [sphinx](https://github.com/sphinx-doc/sphinx) from 7.3.7 to 9.0.4.\n- [Release notes](https://github.com/sphinx-doc/sphinx/releases)\n- [Changelog](https://github.com/sphinx-doc/sphinx/blob/v9.0.4/CHANGES.rst)\n- [Commits](https://github.com/sphinx-doc/sphinx/compare/v7.3.7...v9.0.4)\n\n---\nupdate\n[…]\nrect:development\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "build(deps-dev): bump sphinx from 7.3.7 to 9.0.4 (#789)",
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          "committed_at": "2026-06-23T12:39:18Z",
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        {
          "oid": "682704041dd309cebe9bfe2eac9e02234a3adfed",
          "body": "Bumps the github-actions group with 2 updates: [actions/checkout](https://github.com/actions/checkout) and [codecov/codecov-action](https://github.com/codecov/codecov-action).\n\n\nUpdates `actions/checkout` from 6 to 7\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump the github-actions group with 2 updates (#784)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-23T12:36:04Z",
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          "body": "Bumps [matplotlib](https://github.com/matplotlib/matplotlib) from 3.9.1 to 3.11.0.\n- [Release notes](https://github.com/matplotlib/matplotlib/releases)\n- [Commits](https://github.com/matplotlib/matplotlib/compare/v3.9.1...v3.11.0)\n\n---\nupdated-dependencies:\n- dependency-name: matplotlib\n  dependency\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "build(deps-dev): bump matplotlib from 3.9.1 to 3.11.0 (#788)",
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          "headline": "bench: internal performance benchmark suite + CodSpeed CI (#781)",
          "author_name": "Felix",
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          "body": "* fix(io): write LP bounds for tightened binary variables\n\nPer-element bounds set below the implied [0, 1] on a binary variable\n(e.g. masking out entries with upper = 0) were silently dropped by the LP\nfile export: binaries appeared only in the `binary` section. The direct\nAPI honored them, so the s\n[…]\n\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "feat(model): allow {0,1} bounds for binaries in add_variables (#778)",
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          "author_login": "FBumann",
          "committed_at": "2026-06-22T07:07:50Z",
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          "headline": "feat(io): stamp linopy version into netCDF export (#780)",
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          "committed_at": "2026-06-18T12:41:43Z",
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          "body": "…0 (#779)\n\nThe docs pinned sphinx_book_theme==1.1.3, which has no upper bound on\npydata-sphinx-theme and therefore resolved to pydata 0.16.1. The 1.1.x\nbook theme predates pydata 0.16 and its mobile sidebar toggle JS breaks\nagainst it, so the navigation sidebar and ToC no longer open on mobile.\n\nBum\n[…]\nook_theme==1.2.0, the first release that pins and\nsupports pydata-sphinx-theme==0.16.1, restoring the mobile toggles.\n\nCloses #775\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): repair mobile sidebar by bumping sphinx-book-theme to 1.2.…",
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          "body": "* docs: cut release notes for v0.8.0\n\nPromote the accumulated \"Upcoming Version\" entries to a finalized\n\"Version 0.8.0\" section and leave a fresh empty \"Upcoming Version\"\nplaceholder for post-0.8.0 work.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs: condense and fix \n[…]\n.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "docs: cut release notes for v0.8.0 (#759)",
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          "body": "* Added m.copy() method.\n\n* Added testing suite for m.copy().\n\n* Fix solver_dir type annotation.\n\n* Bug fix: xarray copyies need to be .\n\n* Intial commit: Working dualizer for LPs.\n\n* Fixed typing issues. Initialise dual objective with LinearExpression(None) instead of 0.\n\n* Fixed more typing issues\n[…]\noreply.github.com>\nCo-authored-by: Lukas Trippe <lkstrp@pm.me>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "feat: add m.dualize() (#626)",
          "author_name": "Bobby Xiong",
          "author_login": "bobbyxng",
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          "oid": "6fb7bb76200780807eef5fb842c7902c89f25511",
          "body": "* Add indicator constraints\n\n* Phase A: indicator fields in unified constraint data model\n\nAdd is_indicator/binary_var/binary_val to ConstraintBase, Constraint,\nand CSRConstraint (slots, init, from_mutable, data, netcdf round-trip).\nAdd Constraints.indicator/.regular container accessors.\n\n* feat(ind\n[…]\nand add_indicator_constraints\n- collapse duplicated assembly in MatrixAccessor._build_cons\n- add ConstraintBase.data_attrs; use it in copy()\n\n---------\n\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "feat: Add indicator constraints (#594)",
          "author_name": "Michael Coughlin",
          "author_login": "mcoughlin",
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          "body": "* fix: align Variable.fix() value to the variable's coordinates\n\nfix() converted the value with as_dataarray().broadcast_like(self.labels),\nwhich aligns only by dimension name and so worked solely for the default\n`dim_0`. On a named dimension, a positional value (list/array) gained a\nspurious `dim_0\n[…]\n\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "fix: Variable.fix() value alignment on named dimensions (#774)",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-09T07:55:15Z",
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          "oid": "7eb8c9adec5659fbb5c82265e2d4a806c303aaf3",
          "body": "… grouping by names (#750, #753) (#751)\n\n* fix(groupby): group by the name of a non-dimension coordinate\n\n`LinearExpression.groupby` could not group by an attached non-dimension\ncoordinate. `expr.groupby(\"period\").sum()` raised `ValueError: period\nalready exists as coordinate or variable name`, and \n[…]\n); extract multikey helpers\n\n* docs: release note for groupby observed= feature\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>",
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          "headline": "fix(groupby): group by non-dimension coordinate names; fast multi-key…",
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          "committed_at": "2026-06-07T14:25:31Z",
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          "oid": "fdf613d089111263856fd98db5136bd740c775bd",
          "body": "Switch test assertions from the internal `.data` accessor to the public\n`.coords`/`.indexes`/`.sizes` properties (thin pass-throughs to `.data`,\nso behaviour is identical).\n\nGenuine `_factor` dimension checks in test_quadratic_expression stay on\nthe internal array, but now use `.vars.sizes[FACTOR_DIM]` — the `_factor`\nhelper dim lives on `vars`, not `coeffs`, and isn't surfaced by any\npublic accessor.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "test: use public API in assertions instead of internal .data (#760)",
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          "body": "…es) (#766)\n\n* fix: read tuple coords entries as xarray's (dim_name, values)\n\n_coords_to_dict treated a tuple coords entry as a bare value sequence\n(like a list), which broke the standard xarray form\n``coords=[(\"origin\", origins)]`` — a scalar bound against such coords\nraised an inscrutable \"inhomog\n[…]\nalue tuple case to the parametrized raises table.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "fix: regression with tuple coords entries as xarray's (dim_name, valu…",
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          "body": "* fix(alignment): tolerate xarray without CoordinateValidationError\n\nCoordinateValidationError was only added in xarray 2025.6.0, but linopy\ndeclares a floor of xarray>=2024.2.0. The hard import made `import linopy`\nfail with ImportError on any xarray in [2024.2.0, 2025.5].\n\nFall back to ValueError \n[…]\ncomment on the CoordinateValidationError fallback\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "fix(alignment): tolerate xarray without CoordinateValidationError (#762)",
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          "oid": "6a5d748d18b01e7bd0bf7dac597baf4eedd91d52",
          "body": "Add AGENTS.md as the single source of truth for how AI-generated content\nin PRs, issues and review discussions must be marked, and what the human\nauthor is expected to write by hand. Stop ignoring AGENTS.md so it is\nshared with contributors. Point doc/contributing.rst, CLAUDE.md and the\nPR template at it.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add AI-assisted contribution guide (#754)",
          "author_name": "Felix",
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          "body": "…746)\n\nFollow-up to #739 (Python 3.11 syntax): SolverStatus.from_termination_condition\nnow returns `Self` instead of the quoted \"SolverStatus\", matching its sibling\n`process` and Status.from_termination_condition, which #739 converted but\nmissed here. No functional change.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "refactor: return Self from SolverStatus.from_termination_condition (#…",
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          "body": "* 311 syntax\n\n* fix typing\n\n* fix: correct Self typing on from_termination_condition and le; add release note\n\n---------\n\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "311 syntax (#739)",
          "author_name": "Robbie",
          "author_login": "RobbieKiwi",
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          "oid": "d5a82a29b5ec401c18c628317e09bdcba08935a9",
          "body": "…ts (#742)\n\n* refactor: move conversion/broadcasting/alignment code to linopy/alignment.py\n\nPure move, no behavior change. The new module owns the seam between user\ninput and linopy's labelled arrays:\n\n- coords parsing: _coords_to_dict, _as_index, _as_multiindex\n- conversion: get_from_iterable, pand\n[…]\ntest/test_alignment.py\n\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "refactor: move alignment code to linopy/alignment.py; restructure tes…",
          "author_name": "Felix",
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          "committed_at": "2026-06-03T10:27:38Z",
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          "body": "* feat: add BaseExpression.has_terms property\n\nBoolean array, true at slots with at least one live term (vars != -1),\nregardless of the constant. Gives downstream code a public way to find\nempty constraint rows for masking, without reaching into the internal\nvars / _term representation.\n\nCloses #741\n[…]\nx, constant-only, and quadratic cases as methods.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add BaseExpression.has_terms property (#743)",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-03T09:15:58Z",
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          "oid": "62cfe34d1f148dbd003ba3a955c89462de17b496",
          "body": "…(#716)\n\nConvert the remaining `@property` methods on `MatrixAccessor` (`c`, `Q`, `sol`,\n`dual`) to `@cached_property`. After #630, vlabels/clabels/A/b/sense/lb/ub are\nmaterialised once in `__init__`, but these four properties still recomputed on\nevery access. Each `MatrixAccessor` is short-lived (r\n[…]\nighs._build_solver_model` (M.c / M.Q both\nread at lines 1278/1299 and again in Gurobi/Mosek paths at 1586-1587, 2860-2861)\nand anywhere a caller assigns `M = model.matrices` then reads multiple times.",
          "is_bot": false,
          "headline": "perf(matrices): cache MatrixAccessor properties with cached_property …",
          "author_name": "Mayk Thewessen",
          "author_login": "MaykThewessen",
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          "body": "* ci: fix model runs\n\n* Also reinstall PyPSA\n\nRemoved PACKAGE_NAME environment variable and adjusted package removal commands.\n\n* Update pixi command to add pypsa with pypi option\n\n* Update pixi (+action) version\n\n* Remove unnecessary conda env install steps\n\n---------\n\nCo-authored-by: Bryn Pickering <17178478+brynpickering@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "ci: fix model runs (#522)",
          "author_name": "Lukas Trippe",
          "author_login": "lkstrp",
          "committed_at": "2026-06-03T07:57:52Z",
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          "oid": "3f824ccdf73c463b6090aa6706e19246006233e0",
          "body": "…ints (#732)\n\n* fix(variables): broadcast and order pandas/DataArray bounds in coords\n\n`add_variables` had two related bugs when `lower`/`upper` were arrays:\n\n- pandas Series/DataFrame bounds missing a dimension in `coords` had\n  the missing dimension silently dropped (#709), unlike DataArray\n  boun\n[…]\nanthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "refactor: unify coords-as-truth handling in add_variables/add_constra…",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-06-02T14:00:53Z",
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          "oid": "4881a52743f3a4805461e2bce6eb5e5210c4dd51",
          "body": "* add linear expression where example and new variable names property\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\nfor more information, see https://pre-commit.ci\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\nfor more information, see https://pre-commit.ci\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>",
          "is_bot": false,
          "headline": "Feature/example of drop=True (#557)",
          "author_name": "Robbie",
          "author_login": "RobbieKiwi",
          "committed_at": "2026-05-27T11:30:28Z",
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          "oid": "ea8b3c4eb5651a3c55266e71315f0f7a75435d16",
          "body": null,
          "is_bot": false,
          "headline": "Improve Mosek interface to select optimal solution (#667)",
          "author_name": "Matěj",
          "author_login": "mgrabovsky",
          "committed_at": "2026-05-27T10:58:54Z",
          "body_truncated": false,
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          "oid": "0953594d8cb798860993116a3bf9aecbf62a2fa5",
          "body": "…as (#728)\n\nReplaces the hand-rolled SUPPORTED_CONSTANT_TYPES tuple in expressions.py\nwith CONSTANT_TYPES derived from the ConstantLike alias via get_args().\nRemoves a second source of truth that had drifted from the alias in two\nways:\n\n* np.bool_ — accepted by the old tuple but not by ConstantLike.\n[…]\n.py:is_constant(). The local import in is_constant() is replaced\nwith a top-level import from linopy.types (already a dependency).\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(types): unify SUPPORTED_CONSTANT_TYPES with ConstantLike ali…",
          "author_name": "Felix",
          "author_login": "FBumann",
          "committed_at": "2026-05-27T08:47:00Z",
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          "oid": "06870bcf74fa35a82331b1e9980561f2faaecd80",
          "body": "* drop python 3.10 support\n\n* fix: pre-commit",
          "is_bot": false,
          "headline": "drop python 3.10 support (#721)",
          "author_name": "Lukas Trippe",
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          "body": "…t probe and solver paths (#695)\n\n* fix(mosek): release license slot from probe and solver paths\n\n`mosek.Task()` with no explicit env constructs a private `mosek.Env`\nthat holds a license slot. The implicit env is not released when the\ntask is garbage-collected, so the slot leaks for the lifetime of\n[…]\ndate linopy/solvers.py\n\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
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          "headline": "fix(xpress): use ExitStack to manage xpress.problem() lifecycle (#702)",
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          "body": "* test(sos): regression matrix for masked SOS variables (#688)\n\nAdd test/test_sos_masked.py covering SOS-with-masked-variables across:\n\n- 1D and 2D SOS variables\n- All mask placements (none, sos_dim, non_sos_dim, both_dims) plus an\n  optional mask on an unrelated variable (the angle that exposes the\n[…]\n is covered (io.py coverage now\nspans the guard).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "body": "The old hook (`aflc/pre-commit-jupyter` `jupyter-notebook-cleanup`) was\nin place but wasn't stripping the per-cell `ExecuteTime` /\n`execution` timestamps that PyCharm and Jupyter add on every run.\nThose fields bloated notebook diffs (~180 lines on a recent PR) without\nadding review value.\n\nSwap to `\n[…]\ner interaction and can't be regenerated\nby docs CI without an SSH setup).\n\nOne-time cleanup applied to all non-excluded notebooks.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "fix(remote): use TemporaryDirectory to avoid Windows tempfile lock (#…",
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          "body": "* refactor(sos): add Model.apply/undo_sos_reformulation methods\n\nIntroduce a stateful pair of methods on Model that own the SOS\nreformulation lifecycle:\n\n- apply_sos_reformulation() stashes the reformulation token on the\n  model (new _sos_reformulation_state attribute). Raises if already\n  applied.\n\n[…]\niteral[\"auto\"]\n\n* test(ssh): cover SOS bracket in RemoteHandler.solve_on_remote\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>",
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          "body": "* fix(test): only skip GPU-only solvers without --run-gpu (#693)\n\nThe conftest auto-skip checked ``GPU_ACCELERATION``, which xpress also\ncarries from version 9.8 for its optional GPU pathway. That blanket-\nskipped every CPU-mode xpress test in ``parametrize(\"solver\", …)``\nsuites — hiding the xpress \n[…]\ned optimization tests pass under\n``CPU_SOL_TOL``.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "deps: add `remote` extra for paramiko and migrate install docs to uv …",
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          "headline": "feat(xpress): add direct API support via loadproblem (#684)",
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          "body": "…ners (#687)\n\n* docs: add Felix Bumann to copyright and author\n\nPicks up Fabian's review comment on PR 681 (the copyright bump),\nadding the second contributor name. Updates both ``copyright`` and\n``author`` in ``doc/conf.py`` so the docs footer and PDF metadata\nstay consistent, and updates the match\n[…]\ninal author is no longer maintaining the\nproject.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "body": "…uide landing (#681)\n\n* docs: silence HiGHS console output in tutorial notebooks\n\nHiGHS prints a banner + progress lines to the Python REPL on every\nm.solve() call by default.  In a tutorial that calls solve many times,\nthis drowns the actual lesson in solver chatter.  Pass output_flag=False\n(a HiGH\n[…]\nel.add_variables\" etc.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* fix: api reference link\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: reorganize toctree into basic→advanced sections, rewrite user-g…",
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          "body": "* docs: silence HiGHS console output in tutorial notebooks\n\nHiGHS prints a banner + progress lines to the Python REPL on every\nm.solve() call by default.  In a tutorial that calls solve many times,\nthis drowns the actual lesson in solver chatter.  Pass output_flag=False\n(a HiGHS solver option forwar\n[…]\nHS-specific kwarg forwarded via\n**solver_options.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: silence HiGHS console output in tutorial notebooks (#678)",
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          "headline": "refactor: stateful Solver instances and two-step solve API (#682)",
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          "author_login": "FabianHofmann",
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          "body": "…ces (#680)\n\n* docs: silence HiGHS console output in tutorial notebooks\n\nHiGHS prints a banner + progress lines to the Python REPL on every\nm.solve() call by default.  In a tutorial that calls solve many times,\nthis drowns the actual lesson in solver chatter.  Pass output_flag=False\n(a HiGHS solver \n[…]\nd fix the\n  \"contnuous\" typo on the landing page.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: fix broken toctree, refresh API reference, and clean up referen…",
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          "oid": "c04d2720af53d00d5c0402a55ebc81723b376112",
          "body": "…nd pedagogy (#677)",
          "is_bot": false,
          "headline": "docs(piecewise): rewrite reference page + tutorials for correctness a…",
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          "committed_at": "2026-05-12T14:30:33Z",
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          "body": "* perf: add to_matrix_via_csr\n\n* perf: improve per-constraint csr matrix construction\n\n* Add conversion functions\n\n* feat: add ability to freeze constraints into csr\n\n* Add io.to_netcdf support for frozen Constraint\n\n* fix: re-implement matrices\n\n* Move sum_duplicates\n\n* feat: VariableLabelIndex\n\n* \n[…]\nuthored-by: Fabian Hofmann <fab.hof@gmx.de>\nCo-authored-by: Felix <117816358+FBumann@users.noreply.github.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "perf: matrix accessor rewrite (#630)",
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          "body": "updates:\n- [github.com/pre-commit/pre-commit-hooks: v5.0.0 → v6.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v5.0.0...v6.0.0)\n- [github.com/astral-sh/ruff-pre-commit: v0.12.2 → v0.15.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.2...v0.15.9)\n- [github.com/keewis/blackd\n[…]\nthub.com/codespell-project/codespell/compare/v2.4.1...v2.4.2)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Fabian Hofmann <fab.hof@gmx.de>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#505)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
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          "oid": "3f6ab10f524c6ac0d0ae961ac8bcbfdf91c97e48",
          "body": "* update release notes for v0.7.0\n\nCut a v0.7.0 section from Upcoming. The bump (over 0.6.7) is\nwarranted by:\n\n- new piecewise sub-API surface (add_piecewise_formulation,\n  breakpoints, segments, Slopes, tangent_lines, PiecewiseFormulation),\n- new variable methods (fix/unfix, relax/unrelax) and semi\n[…]\n: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* improve preciseness of release note about scipy netcdf bugfix\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "chore: Update release notes for v0.7.0 (#676)",
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          "oid": "24ee5441e02f2d5cb197d9cd8492515608f597c0",
          "body": "* docs: restructure upcoming release notes and fold in missing PRs\n\nGroup the upcoming version block into Features / Performance / Bug Fixes\n/ Breaking Changes / Documentation sections so the headline (piecewise)\nleads, and add the entries for #589, #595, #601, #614, #619, #635, #656,\n#671, #672, #6\n[…]\ne\noperator-by-operator coord-alignment breakdown.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: restructure upcoming changelog and add missing PRs (#675)",
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          "oid": "73dd70b0ccf9669aad6197b687e057371163c68c",
          "body": "…d (#674)\n\n* fix: serialize MultiIndex level names as JSON for scipy netCDF backend\n\nscipy's netCDF3 backend cannot write unicode-array (`<U_`) attributes,\nso to_netcdf failed with `KeyError: ('U', 24)` when MultiIndex level\nnames were stored as a Python list of strings. Encode them as a\nJSON-encode\n[…]\n(scipy attr limit,\nJSON-vs-legacy parser branch).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "fix: serialize MultiIndex level names as JSON for scipy netCDF backen…",
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          "oid": "a9584d23fa0bbdd1f3b6c8f9938043c5c2601570",
          "body": "… mode (#673)\n\n* feat(piecewise): add Slopes class for deferred breakpoint specs\n\nIntroduces ``linopy.Slopes`` — a frozen dataclass that carries\nper-piece slopes + initial y-value, deferred until an x grid is known.\nUsed as the second element of a tuple in ``add_piecewise_formulation``\nwhere another\n[…]\n\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "refac(piecewise): introduce Slopes class, remove breakpoints(slopes=)…",
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          "body": "* feat: add slopes_align to breakpoints()\n\nAdd `slopes_align` keyword to `linopy.breakpoints()` accepting\n\"pieces\" (default) or \"leading\". With \"leading\", `slopes` has the\nsame length as `x_points` and `slopes[0]` is a NaN sentinel that is\ndropped — matches the convention of tabulating a marginal va\n[…]\n more information, see https://pre-commit.ci\n\n* remove docstrings (covered by major release notes)\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
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          "headline": "feat: add slopes_align to breakpoints() (#672)",
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          "body": "… dispatch) (#638)\n\n* refac: replace piecewise descriptor pattern with stateless construction layer\n\nRemove PiecewiseExpression, PiecewiseConstraintDescriptor, and the\npiecewise() function. Replace with an overloaded add_piecewise_constraints()\nthat supports both a 2-variable positional API and an N\n[…]\n\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Fabian <fab.hof@gmx.de>",
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          "headline": "feat: Unify piecewise API behind add_piecewise_formulation (sign + LP…",
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          "oid": "620766d6c9652862172e270b4e2596412936400b",
          "body": "…updates (#669)\n\nBumps the github-actions group with 3 updates in the / directory: [softprops/action-gh-release](https://github.com/softprops/action-gh-release), [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) and [codecov/codecov-action](https://github.com/code\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump the github-actions group across 1 directory with 3 …",
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                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "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": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 70,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "weak",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 39,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 54,
              "top_contributor_share": 0.729
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 73% of commits",
                "points": 6.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 73
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "54 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 54
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 81,
            "inputs": {
              "merged_prs": 520,
              "open_issues": 60,
              "closed_issues": 201,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.77,
              "closed_unmerged_prs": 80,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "77% of issues closed",
                "points": 32.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 77
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "520/600 decided PRs merged",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 520,
                      "decided": 600
                    }
                  }
                ],
                "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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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 20/23 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "followers": 502,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "PyPSA",
              "public_repos": 40,
              "account_age_days": 3208
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "502 followers of PyPSA",
                "points": 19.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 502,
                      "login": "PyPSA"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "40 public repos, account ~8 yr old",
                "points": 23.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 40
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "linopy"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "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 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "68 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 68
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "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": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "optimisation",
                "python",
                "optimization",
                "xarray",
                "cbc",
                "gurobi",
                "cplex",
                "glpk",
                "xpress",
                "linear-optimization",
                "linear-optimisation"
              ],
              "has_wiki": false,
              "homepage": "https://linopy.readthedocs.io",
              "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": "https://linopy.readthedocs.io",
                "points": 15,
                "status": "met",
                "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": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 77,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 71,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.1
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "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 20/23 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 27 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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:linopy@0.9.0 runtime dependency closure — what installing the published package pulls in — 21 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:linopy@0.9.0",
                  "assessed": 21
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 21,
              "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": 21,
              "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
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 13
            },
            "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",
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