Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-23 06:49 UTC
pik-copan / pyunicorn
Unified Complex Network and Recurrence Analysis Toolbox
pik-copan/pyunicorn erreicht einen Gesundheitsindex von 61 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Sustainability & Governance (72/100) ab, am schwächsten bei Security (38/100). Zuletzt vor 5 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
61
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
61
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
copanOrganisation
25 Follower18 öffentliche Reposseit Apr. 2015
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | pyunicorn | 1.0.0 | 5.099 | 11 | vor 5 Tagen | complex-networknonlinear-time-series-analysisclimate-networkrecurrence-plotsurrogate-model |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
70
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 5 Tagen |
| 10.4/36 | Commit-Rhythmus — 15/52 Wochen mit Commits |
| 14.7/18 | Commit-Volumen — 42 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 42 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 15 |
Release-Disziplin
68Mittel
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 11 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 5 Tagen |
| 5.4/27 | Release-Rhythmus — ein Release etwa alle 456,8 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Verwendete Eingangsdaten
| releases_count | 11 |
| latest_release_tag | v1.0.0 |
| releases_from_tags | nein |
| days_since_latest_release | 5 |
| mean_days_between_releases | 456,8 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
55
Popularität & Verbreitung
61Mittel
Wie die Bewertung erfolgt
| 38.2/60 | Stars — 229 Stars |
| 16.2/25 | Forks — 89 Forks |
| 6.2/15 | Watcher — 14 Watcher |
Verwendete Eingangsdaten
| forks | 89 |
| stars | 229 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
44Gefährdet
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 16.9/22.5 | Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz |
| 0/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Wie die Bewertung erfolgt
| 49.4/80 | Downloads pro Monat — 5.099 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | pyunicorn |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5.099 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
72
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 15/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 33 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 16 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 16 |
| top_contributor_share | 0,333 |
Wie die Bewertung erfolgt
| 37.4/46.8 | Issue-Lösungsquote — 80 % der Issues geschlossen |
| 32.2/38.3 | PR-Annahme — 64/76 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 64 |
| open_issues | 38 |
| closed_issues | 151 |
| issue_closed_ratio | 0,799 |
| closed_unmerged_prs | 12 |
Eigentümerschaft & Trägerschaft
62Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 10.2/25 | Reichweite des Inhabers — 25 Follower von pik-copan |
| 21.3/25 | Kontohistorie — 18 öffentliche Repos, Kontoalter ca. 11 Jahre |
Verwendete Eingangsdaten
| followers | 25 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pik-copan |
| public_repos | 18 |
| account_age_days | 4.121 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 5 Tagen |
| 20/20 | Versionshistorie — 11 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | pyunicorn |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 5 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
60
Engineering-Praktiken
40Gefährdet
Wie die Bewertung erfolgt
| 0/24 | CI-Workflows |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
Verwendete Eingangsdaten
| has_ci | nein |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://pyunicorn.readthedocs.io |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | https://pyunicorn.readthedocs.io |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
38
Sicherheitslage
38Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2/2.5 | CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — keine Daten |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — keine Daten |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — keine Daten |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 14 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 4 |
| scorecard_aggregate | 3,8 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): dangerous_workflow, packaging, pinned_dependencies, token_permissions. Die verbleibenden Gewichte wurden renormalisiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
40
AI-Agentenkontext & Leitlinien
27Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 26.7/40 | Lesbare Commit-Historie — 50 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,5 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
AI-Verify-Loop (Build / Test / Typprüfung)
44Gefährdet
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — docs/Makefile |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — keine Daten |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | docs/Makefile |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Pinned-Dependencies. Die verbleibenden Gewichte wurden renormalisiert.
AI-Code-Lesbarkeit für Modelle
53Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 53.1/55 | Handhabbare Dateigrößen — 3/87 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 159.988 |
| source_files_sampled | 87 |
| oversized_source_files | 3 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, notebooks |
Verwendete Eingangsdaten
| example_dirs | examples, notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
229GitHub-Sterne
16Mitwirkende
42Commits, letzte 12 Monate
5Tage seit letztem Push
11Releases
2Bus-Faktor
38offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 89 ⇿
0Sterne
89Forks
8Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 3Patch 4
Jeder Punkt umfasst 11 Tage.
OpenSSF Scorecard 3.8 / 10
3.8Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 8 | CI-Tests | 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/26 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| k. A. | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| k. A. | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| k. A. | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direkte Abhängigkeiten 5
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >=2.2 | pyproject.toml |
| PyPI | scipy | >=1.15 | pyproject.toml |
| PyPI | igraph | >=1.0 | pyproject.toml |
| PyPI | h5netcdf | >=1.8 | pyproject.toml |
| PyPI | tqdm | >=4.67 | pyproject.toml |
Alle Abhängigkeiten 24
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 5 direkte und 19 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | h5netcdf | — | direkt |
| PyPI | igraph | — | direkt |
| PyPI | numpy | — | direkt |
| PyPI | scipy | — | direkt |
| PyPI | tqdm | — | direkt |
| PyPI | cartopy | — | indirekt |
| PyPI | codecov | — | indirekt |
| PyPI | cython | — | indirekt |
| PyPI | ipykernel | — | indirekt |
| PyPI | ipython | — | indirekt |
| PyPI | joblib | — | indirekt |
| PyPI | matplotlib | — | indirekt |
| PyPI | nbsphinx | — | indirekt |
| PyPI | networkx | — | indirekt |
| PyPI | pandoc | — | indirekt |
| PyPI | psutil | — | indirekt |
| PyPI | pytest | — | indirekt |
| PyPI | pytest-cov | — | indirekt |
| PyPI | pytest-xdist | — | indirekt |
| PyPI | requests | — | indirekt |
| PyPI | ruff | — | indirekt |
| PyPI | setuptools | — | indirekt |
| PyPI | sphinx | — | indirekt |
| PyPI | tox | — | indirekt |
Abhängigkeits-Advisories nicht bewertet
Der Advisory-Abgleich konnte für diesen Bericht nicht ausgeführt werden: No resolved dependencies carried a version and a supported ecosystem
JSON-Rohbericht maschinenlesbar
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"kind": "prerelease",
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"body": "to replace `pylint` and `flake8` in `pyproject.toml` and `travis.yml`\n\ntherefore:\n- remove all now-outdated `pylint: ignore` statements\n- fine-tune `ruff` configuration\n - add some error codes and warnings\n that were previously included via flake8\n - resolve all flags in tutorial notebooks,\n \n[…]\n files\n - ignore single F403 in `src/__init__.py`\n\nalso:\n- update dependencies and add `ipykernel` to dev-group\n for running tutorial jupyter notebooks\n- rewrite reshapes to comply with `numpy>=2.5`",
"is_bot": false,
"headline": " CI: introduce `ruff` linter and formatter (#261)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-14T11:48:41Z",
"body_truncated": true,
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"body": null,
"is_bot": false,
"headline": "MNT: rename default branch `master` –> `main`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-14T11:18:31Z",
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"body": null,
"is_bot": false,
"headline": "DOCS: fix `uv` config in `.readthedocs.yml`",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-06-28T13:09:21Z",
"body_truncated": false,
"is_coding_agent": false
},
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"body": null,
"is_bot": false,
"headline": "DOCS: add `.readthedocs.yml`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-06-28T13:05:12Z",
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{
"oid": "add6b04c09ed41b491255a4975aaec5c94bca570",
"body": "…ling (#257)\n\n- including additional tests and a fundamental review of the respective tutorial:\n\n - fix math typo (trigger formula was labelled r_p, should be r_t)\n - reword precursor/trigger explanation\n - replace private-API calls with public event_coincidence_analysis /\n event_analy\n[…]\nown\n - adjust climate-network example so it produces non-trivial ES/ECA\n - wrap pairwise outputs with float() for clean repr under NumPy 2.x\n - add Guruprem Bishnoi entry to CONTRIBUTIONS.rst",
"is_bot": false,
"headline": "perf(eventseries): vectorized ECA, sparse ES with lag, tqdm, NaN hand…",
"author_name": "Guru",
"author_login": "GurupremBishnoi",
"committed_at": "2026-05-05T10:23:19Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "MAINT: Update Devenv config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-04-08T09:22:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "acde44532d237e99b181e457dbb267395d6c5093",
"body": "- namely indegree, outdegree and bildegree",
"is_bot": false,
"headline": "TST: add simple tests for some basic edge-weighted measures",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f26a435c50cae2acce840ad066ad29dc69528674",
"body": "- as is default for pylint by now anyway",
"is_bot": false,
"headline": "CI: allow max-line-length of 100 chars",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96de30011c8e166be67bc0a3f65ffdd9c7625b1e",
"body": "- to disambiguate both argument names which\n had previously been used for the same purpose\n- resolve #249",
"is_bot": false,
"headline": "MNT: rename `key` –> `link_attribute`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2da9c021410c5ebf6c88ea1522b974373c05f370",
"body": null,
"is_bot": false,
"headline": "DOC: Update `CHANGELOG.rst`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:09:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "031fdfeddff4947941cf221f77ac78f5be5f58dd",
"body": null,
"is_bot": false,
"headline": "MNT: patch other cases of c1d5036",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:00:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1d5036529df8344cb1a420a86b909a52b562a84",
"body": "- add argument `dtype=None` to `scipy.sparse.diags()` to ensure\n output dtype matches the input.\n see https://scipy.github.io/devdocs/reference/generated/scipy.sparse.diags.html for reference",
"is_bot": false,
"headline": "MNT: adapt to changes in `scipy>=1.19`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:51:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2c549bd46ffa71613c83f0f248223dfa071f2e1",
"body": null,
"is_bot": false,
"headline": "DOC: Update tutorials link in README",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:28:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a88ab4d08231f09e2ae5ff8024cbf39bba0d7e7a",
"body": "- as direct dependency has been dropped as of `h5netcdf>=1.8.1`\n (see https://h5netcdf.org/#install for reference)",
"is_bot": false,
"headline": "PKG: make `h5py` dependency via `h5netcdf` explicit",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:06:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec029d398033c2c305b7fae22a23e1da9e4ed62b",
"body": "- for release of v0.9.0",
"is_bot": false,
"headline": "MNT: Update version and `CHANGELOG`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T09:15:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "584f313fb3e557c6107784b299b78dac9ebe9c10",
"body": null,
"is_bot": false,
"headline": "MAINT: call tools/update-copyright",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-25T11:13:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "40cd2b96b69a377d1d300b399982ef171fedb6d2",
"body": "- as previous repository has been discontinued\n- fix #251",
"is_bot": false,
"headline": "MNT: update download URL for test data",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-12-12T15:39:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96cdaa926c4707845fef5e1b635991f28b0c3982",
"body": "Revert to Ubuntu 20.04 (Focal Fossa), as newer `dist:` tags seem to be\ndysfunctional on Travis-CI.",
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:30:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04d8b95e0d4cb4f6749482a5fe66b6aa5c139f67",
"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:22:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55285ed30d467ebe71a3841a44c3d38d08145ef5",
"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:07:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8bc4a0163abd279f9ff7ceea6bbbf78adb89e70",
"body": "- update Ubuntu container\n- add env var `$TOX_JOBS` to simplify process limit",
"is_bot": false,
"headline": "CI: Update config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T10:28:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "733139c64a018599c951d043328dd813a32876d3",
"body": "Update `Cached`",
"is_bot": false,
"headline": "Merge pull request #253 from pik-copan/252-caching-update",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-11-25T09:24:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9eb4e3c99ddd48b2027bcf37ab8d6560a3c7d4a4",
"body": null,
"is_bot": false,
"headline": "TST: Fix `test_refcount` for python<3.13",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:11:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34bef6d994ae70ccf3d89f0d74fb38e1387e1f30",
"body": null,
"is_bot": false,
"headline": "MAINT: Observe end-of-life for Python 3.9",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:01:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74971dadeed585bd6d31008f5270afaaa0aa7670",
"body": null,
"is_bot": false,
"headline": "DOC: Update installation instructions",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T22:19:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fa00ba47c228edf987c687159c793954a5ebe76",
"body": "- change local cache ownership: `CacheRef` -> `Cached`\n- adjust `CacheRef.__del__()`\n- remove weakref: `Cached` -> `CacheRef`\n- remove `Cached.del_weakrefs()`\n- move local cache argument `ref(self)`: cache keys -> cache closure",
"is_bot": false,
"headline": "MAINT: Simplify 62b7730 (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T09:00:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62b7730c79e16f7467926c4c3cb644220a4f1d2f",
"body": "Follow up on 93ab748, afc6abf to better match user expectations.\n\nExisting global (class level) method cache:\n\n- reduce keys to `weakref`s of `Cached` instances, thus unblocking\n instance finalisation\n- change values to `CacheRef`s, which hold local caches and register\n finalisers for associated `\n[…]\nce mutation at global cache\n- hold only a `weakref` of `CacheRef` in `Cached` instance, thus\n unblocking global cache finalisation\n- add helper `Cached.del_weakrefs()`\n- set `@lru_cache.maxsize` to 3",
"is_bot": false,
"headline": "ENH: Finalise `@Cached.method` per instance (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T21:10:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1c94599e70590d4365a65e5fcd1806df9ac04510",
"body": "- enable package management via `uv`\n- update `tox` config\n- update `travis` config\n- add `devenv` config",
"is_bot": false,
"headline": "MAINT: Migrate: `setup.cfg` -> `pyproject.toml`",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T10:33:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8caccde0653df2e5e4092ae4710e962779d32f6",
"body": "Fix/enable `nsi_betweenness()` for directed networks",
"is_bot": false,
"headline": "Merge pull request #250 from pik-copan/248-betweenness",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:18:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "390d2b2f823ec4328a9557923a8f276e2bf1ba43",
"body": null,
"is_bot": false,
"headline": "TST: temporarily skip `TestMapPlot.test_plot()` (#251)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:03:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea8f0c984e2d1dfba895b2f9cc36d9ba9201b68d",
"body": "- to test against index errors as in #142\n- and to ensure correct results\n- related: #248",
"is_bot": false,
"headline": "TST: add tests for `nsi_betweenness()` on directed networks",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T13:13:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20239d2f9b0258b9969ee411d844994eb2edda06",
"body": "- take directedness into account when asserting dimensional\n consistency of `flat_neighbors` (fixup 9cbc0bc)\n- take directedness into account when calculating shortest paths\n and indexing nodes' predecessors. therefore need to pass both\n in- and outdegree to `_ext.numerics._nsi_betweenness()`.\n- keep computation times minimal on undirected networks by\n using same indexation then. therefore need to also pass\n `self.directed` to `_ext.numerics._nsi_betweenness()`.\n- related: #248",
"is_bot": false,
"headline": "BUG/ENH: fix `nsi_betweenness()` for directed networks (#142)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T11:53:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "23b096dfd12ebaa42a02b966e3212081d668b8a9",
"body": "- for the incorporation of edge weights/link lengths",
"is_bot": false,
"headline": "ENH: add `link_attribute` argument to `Network.betweenness()`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-09-07T10:31:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "49b11b182e0a1bc325a897dacd82c97f9de5615b",
"body": "DOC: fixed typo and TOC error in API documentation\n\n&\n\nCI: remove macOS builds\n- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
"is_bot": false,
"headline": "Merge pull request #246 from pik-copan/fix-minor-apidoc-typos",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T12:22:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a7973b247fd2b71315ca65a7773a8807c58959c",
"body": "- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
"is_bot": false,
"headline": "CI: remove macOS builds",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T10:26:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0a190fbd37facbf4c558b623cfad672f347cebf",
"body": null,
"is_bot": false,
"headline": "DOC: fixed typo and TOC error in API documentation",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T10:02:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9835ec4e0d3522b893a512d3e8831aefdf856be0",
"body": null,
"is_bot": false,
"headline": "MAINT: update `CHANGELOG.rst` and bump version",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T17:28:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d6bf60e11e1005b8b45f0268c704d2f942286f1",
"body": "- by validating it with cffconvert",
"is_bot": false,
"headline": "MAINT: fix CITATION.cff",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T17:26:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98131faaf476625ca0209b9731808ea8d5364902",
"body": "- for release of v0.8.1",
"is_bot": false,
"headline": "MAINT: Update version",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T15:09:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86596dc754cd95062b40230f4f74ddcaf6345561",
"body": "- for release of v0.8.1",
"is_bot": false,
"headline": "MAINT: Update CHANGELOG.rst",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T15:07:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73435e42cda3b24e2f50b90aebf7b2b984040c58",
"body": "- fix bugs in parallelized `Network` methods:\n - fix use of mpi.submit_call()\n - fix calculation of how many parts the\n outer loop is split into\n - namely in: nsi_arenas_betweenness,\n newman_betweenness, nsi_newman_betweenness\n - blame 66593b0, 3dab5bf\n- fixup overflow for large networks in `Network.BarabasiAlbert`\n and add simple test (although not exposing above case as would\n take too much resources)\n- fixup 0fbabd4: adapt `utils.mpi` examples to changed API",
"is_bot": false,
"headline": "BUG: fix parallel code and MPI examples (#242)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T14:39:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b48595aa4aeedca0ad93e993bea9d5254780ddd",
"body": "- had put unallowed comments in the travis.yml before",
"is_bot": false,
"headline": "CI: fixup 3c233c8 (2)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T17:57:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d95b2ace932b58fce8cdf117f04ac5bdd36cd4b",
"body": "- didn't trigger build, probably due to\n account settings on my behalf",
"is_bot": false,
"headline": "CI: fixup 3c233c8",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T16:02:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c233c8a71f576a0dbcc523f3304e374f6ca6bed",
"body": "- hardcode `python313` here, as apparently is\n otherwise not yet available via choco",
"is_bot": false,
"headline": "CI: Fix windows build for `python=3.13`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T15:54:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5cbe4c13e6f1a4bdb6088008f08500b0f79dcee",
"body": null,
"is_bot": false,
"headline": "MAINT: call `tools/update-copyright`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-31T17:27:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1bfd5d2e9f89517326ee034cf9b8ed7b31d4f078",
"body": "- and remove python=3.8",
"is_bot": false,
"headline": "MAINT: add python=3.13 support",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-30T17:01:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b756ca92402fd6d3bb1ed35f4aa1e0bda1726117",
"body": "- \"too-many-positional-arguments\"\n- or resolve in case of test_event_series.py,\n where downstream use-cases are foreseeable",
"is_bot": false,
"headline": "LINT: locally disable pylint R0917",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-30T16:55:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1bf45cab625fa3cc4344e4f24005974fa144d325",
"body": "- fixup c54102e",
"is_bot": false,
"headline": "Update MANIFEST.in",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2024-09-11T11:40:55Z",
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"headline": "Merge pull request #239 from pik-copan/40-code-cleanup",
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"headline": "Merge pull request #236 from pik-copan/222-caching",
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"headline": "Merge pull request #223 from pik-copan/fix_build",
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"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
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"details": [],
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},
{
"key": "token_permissions",
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"points": 0,
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{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
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"points": 7.5,
"status": "met",
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
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"details": [
{
"code": "jurisdiction_no_match",
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}
],
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}
]
}
],
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},
{
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"weight": 0,
"metrics": [
{
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"agent_instruction_max_bytes": null
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{
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
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},
{
"key": "machine_readable_docs_llms_txt",
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"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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{
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"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
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"detail": "docs/Makefile",
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{
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"points": 22,
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"details": [],
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},
{
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"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"points": 0,
"status": "missed",
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{
"code": "no_agent_authored_commits",
"params": {
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
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"largest_source_bytes": 159988,
"source_files_sampled": 87,
"oversized_source_files": 3
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"components": [
{
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"points": 53.1,
"status": "partial",
"details": [
{
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"oversized": 3
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}
],
"max_points": 55
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]
},
{
"key": "ai_interfaces",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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"notebooks"
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
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{
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{
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],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-23T06:49:39.049293Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pik-copan/pyunicorn.svg",
"full_name": "pik-copan/pyunicorn",
"license_state": "custom",
"license_spdx": null
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.