Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-25 06:01 UTC

arbor-sim / arbor

The Arbor multi-compartment neural network simulation library.

C++ · AGS ScriptBSD-3-Clause★ 136 Sterne⑂ 67 Forksseit Okt. 2016Auf GitHub ansehen ↗

arbor-sim/arbor erreicht einen Gesundheitsindex von 73 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Sustainability & Governance (81/100) ab, am schwächsten bei Security (52/100). Zuletzt vor 2 Tagen aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.

73
gesamt / 100
Gut

Software-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.

73
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)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

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

14 Follower16 öffentliche Reposseit Dez. 2016

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIarbor0.12.2-16vor 66 Tagensimulatorneurosciencemorphological-detailhpcgpuc++

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

71Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 2 Tagen
13.2/36Commit-Rhythmus — 19/52 Wochen mit Commits
14/18Commit-Volumen — 35 Commits im letzten Jahr
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Verwendete Eingangsdaten
commits_last_year35
human_commit_share1
days_since_last_push2
active_weeks_last_year19
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 19 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 66 Tagen
12.6/27Release-Rhythmus — ein Release etwa alle 155,5 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count19
latest_release_tagv0.12.2
releases_from_tagsnein
days_since_latest_release66
mean_days_between_releases155,5

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

73Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
34.6/60Stars — 136 Stars
15.2/25Forks — 67 Forks
7.2/15Watcher — 21 Watcher
Verwendete Eingangsdaten
forks67
stars136
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (BSD-3-Clause)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

81Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
36/54Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab
16/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 29 % der Commits
13.5/13.5Breite der Beitragenden — 34 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor3
contributors_sampled34
top_contributor_share0,288
Wie die Bewertung erfolgt
44.2/46.8Issue-Lösungsquote — 94 % der Issues geschlossen
34.2/38.3PR-Annahme — 1.378/1.539 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs1.378
open_issues52
closed_issues895
issue_closed_ratio0,945
closed_unmerged_prs161
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
8.5/25Reichweite des Inhabers — 14 Follower von arbor-sim
21/25Kontohistorie — 16 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers14
owner_typeOrganization
is_verified
owner_loginarbor-sim
public_repos16
account_age_days3.504

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 66 Tagen
20/20Versionshistorie — 16 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesarbor
ecosystemspypi
any_deprecatednein
min_days_since_publish66

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

81Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 9 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://arbor-sim.org
10/10Repository-Beschreibung
10/10Topics — 7 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsneuroscience, hpc, cuda, gpu, mpi, modern-cpp, hip
has_wikija
homepagehttps://arbor-sim.org
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

52Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 13 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, packaging. 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.

53Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 100 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — doc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — C++ (statisch typisiert)
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languageja
bootstrap_filesdoc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — C++ (statisch typisiert)
54.7/55Handhabbare Dateigrößen — 4/707 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageC++
largest_source_bytes81.265
source_files_sampled707
oversized_source_files4
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — example
Verwendete Eingangsdaten
example_dirsexample
has_mcp_signalnein
api_schema_files

Eckdaten

136GitHub-Sterne
34Mitwirkende
35Commits, letzte 12 Monate
2Tage seit letztem Push
19Releases
3Bus-Faktor
52offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 67 ⇿
0Sterne
67Forks
19Releases

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.

01325385063756732016-102021-082026-06
Major 0Minor 4Patch 7

Jeder Punkt umfasst 9 Tage.

OpenSSF Scorecard 5.2 / 10
5.2Gesamtwert

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).Scorecard v5.5.0 · 2026-07-25 06:00 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal 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
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
10Code-Reviewall changesets reviewed
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 1
RegistryPaketVersionsvorgabeManifest
PyPInumpypyproject.toml
Alle Abhängigkeiten 8

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 1 direkte und 7 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIdocutilsindirekt
PyPIfuroindirekt
PyPIlfpykitindirekt
PyPIpandasindirekt
PyPIseabornindirekt
PyPIsphinxindirekt
PyPIsvgwriteindirekt
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": "minor",
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          "kind": "patch",
          "published_at": "2022-12-22T16:26:31Z"
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          "kind": "patch",
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          "kind": "patch",
          "published_at": "2021-06-22T15:33:56Z"
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          "published_at": "2021-01-07T19:33:05Z"
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          "tag": "v0.4",
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          "published_at": "2020-10-15T14:31:25Z"
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        {
          "tag": "v0.3",
          "kind": "other",
          "published_at": "2020-04-01T08:55:13Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2019-08-26T14:45:43Z"
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        {
          "tag": "v0.2",
          "kind": "other",
          "published_at": "2019-03-04T17:46:43Z"
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          "tag": "v0.1",
          "kind": "other",
          "published_at": "2018-10-12T08:32:34Z"
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          "oid": "7fc58cb583bc661b0b73f2de7633821d187e2ced",
          "body": "Adjust CMake to still export CUDA symbols despite removal of outdated\nmethod.",
          "is_bot": false,
          "headline": "Replace outdated method for exporting CUDA symbols. (#2518)",
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          "body": "Basics of reading external simulation data.",
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          "is_bot": false,
          "headline": "Fixes broken build on aarch64+SVE when ARB_VECTORIZE=off (#2513)",
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          "body": "- Fix broken wheel\n- allow SIMD in wheels",
          "is_bot": false,
          "headline": "Do not set ARCH unless needed, allow vectorized wheels (#2510)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
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        },
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          "body": "- new version\n- add DOIs",
          "is_bot": false,
          "headline": "Post 0.12.1 (#2509)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-23T08:58:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "16fd7dc024ee378ad8691492c2a84dbaa9cb2883",
          "body": "Release v0.12.1",
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          "headline": "V0.12.1 (#2508)",
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          "headline": "Fix normalisation, add regression test, begin 0.12.1 (#2507)",
          "author_name": "Thorsten Hater",
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        },
        {
          "oid": "87a39d4c1038a5d3756b136816c5650d3f4bd868",
          "body": "# Release notes\n\nThis release constitutes a major improvement in terms of parallel\nperformance\nby replacing the underlying MPI algorithm (see our paper at IPDPS'26)\nand\nsetup time by improving label resolution and adding the access to raw\nlabels.\nOn the functional side, we introduced AdEx cells, add\n[…]\nrbor-sim/arbor/pull/2479\n* @marvinKaster made their first contribution in\nhttps://github.com/arbor-sim/arbor/pull/2486\n\n**Full Changelog**:\nhttps://github.com/arbor-sim/arbor/compare/v0.11.0...v0.12.0",
          "is_bot": false,
          "headline": "Release v0.12 (#2506)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-17T08:58:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82f5df88b80c10b5338bcf860930df27c9378b57",
          "body": "One more to make the wheels build",
          "is_bot": false,
          "headline": "V0.12.0 rc3 (#2505)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T18:25:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8f708f332aa8ea824c5b80cb4b2a1fc69f7348",
          "body": "# Preliminary release notes for v0.12\n\n## What's Changed\n* V0.11.0 rc by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2454\n* Release finalisation by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2455\n* CSCS CI by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2448\n[…]\nrbor-sim/arbor/pull/2479\n* @marvinKaster made their first contribution in\nhttps://github.com/arbor-sim/arbor/pull/2486\n\n**Full Changelog**:\nhttps://github.com/arbor-sim/arbor/compare/v0.11.0...v0.12.0",
          "is_bot": false,
          "headline": "final clean-up before v0.12 (#2504)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T09:22:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a893ab5764fc211606ae096a257fe6b62b5354bf",
          "body": "bump GH actions",
          "is_bot": false,
          "headline": "bump actions (#2503)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T11:16:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4214ff33b503fcdd6a914619eb0103dee19c0b8e",
          "body": "Due to changes in Spack's handling of custom repos, we decided to retire\nthe localised spack package and submit PRs upstream instead.",
          "is_bot": false,
          "headline": "Do no longer bundle Spackage. (#2498)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T07:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5c1bcd3432b9da988a546dacfc2179fcb260f4a",
          "body": "The current partition load balance gets a sibling: round-robin load\nbalance.\nThis is helpful when consecutive ranges contain similar cells, but the\noverall\nbalance is off. \n\nWhen trying out the Allen V1 model on JUWELS, we get this using\n`partition`\n```\n---- meters ----------------------------------\n[…]\n----------------------------------\nmodel-init                   4782.748        1535.923\nmodel-run                     496.480        6460.236\nmeter-total                  5279.228        7996.159\n```",
          "is_bot": false,
          "headline": "round robin load balance (#2500)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-09T07:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c053927ee39315f4a5e7436f4a64e5343511e74e",
          "body": "Adds a STDP case for the busyring benchmark (also cf. [here](https://doi.org/10.48550/arXiv.2411.16445)).",
          "is_bot": false,
          "headline": "STDP case for busyring benchmark (#2489)",
          "author_name": "Jannik Luboeinski",
          "author_login": "jlubo",
          "committed_at": "2026-04-09T05:48:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e43437906a5b191517b4c0e45bb98063a62cf539",
          "body": "Add more lenient options in the SWC parser. Required for the fruitfly\ndata sets.\n<img width=\"1392\" height=\"860\" alt=\"Screenshot 2025-07-11 at 16 17 51\"\nsrc=\"https://github.com/user-attachments/assets/dbba8cbe-d26c-48a1-b5b1-611c4e75a142\"\n/>",
          "is_bot": false,
          "headline": "Allow more SWC files in the parser (#2471)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2756097999ad7704c4b78d01b8b0de70457a8e87",
          "body": "Aims to make mechanism handling a bit more efficient by\n1. adding some peephole optimisations to modcc\n2. compressing contiguous runs of indices [0, 1, ... n] into ranges [0,\nn]\n3. Adding more, platform independent tests to the partition suite.",
          "is_bot": false,
          "headline": "Perf/compress contiguous (#2470)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032a4397729f85ef81805833ec007c4927e6424e",
          "body": "…on (#2501)\n\n- replace `std::unordered_map` with a vector of pairs in\n`mechanism_desc`\n- allow `[]` access in Python interface for parameters of mechanisms.",
          "is_bot": false,
          "headline": "Flat map in mechanism description for 1.5x speed-up in synapse creati…",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:05:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "061e79f5ad148a7c409dca30aba5a9c3b90bc670",
          "body": "- Add units to `cv_policy_max_extent`\n- Add `cv_policy_max_extent_um` for compatibility\n- Add `default_cv_policy` to Python\n- Add more docs to cv policy section\n- Check for negative extents\n\n:warning: Breaks compatibility wrt use of `cv_policy_max_extent`",
          "is_bot": false,
          "headline": "units in cv policy (#2495)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-03-03T10:36:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef8123be8454543a637a0f03e04bb80e2d6d114a",
          "body": "Add Adaptive Exponential Cells to Arbor. \n\nCloses https://github.com/arbor-sim/arbor/issues/1832\n\nMore on request.",
          "is_bot": false,
          "headline": "Add AdEx cells. (#2230)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-08T19:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2366842e671495d8ed231dc302cda445a93c6d86",
          "body": "Improves instruction generation, godbolt shows roughly 1/3 less AVX\nassembly.",
          "is_bot": false,
          "headline": "Better use of __restrict__ (#2476)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0fc26ea077feeac06cd78e46da160775b2715f",
          "body": "Forgotten override results in warning, fixed.",
          "is_bot": false,
          "headline": "Fix override (#2493)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17b9ffc69f2d993df34db786487d4a9f6939adea",
          "body": "- i_clamp as the one true name\n- make labels optional on `place` ing i_clamps\n\n⚠️ Breaking API: Python `iclamp` now is called `i_clamp` like C++. ⚠️",
          "is_bot": false,
          "headline": "Clean-up iclamp interface (#2494)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:21:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b890b874f3222514ece2fe887f904481f47c98d8",
          "body": "Introducing nested timers. You can now create timed sections within\nother timed sections. The spent time will be outputted in a hierarchical\nformat.\n\nCode example\n```\nPE(first_timer);\n//...\nPE(second_timer);\n//...\nPL(second_timer);\n//...\nPL(first_timer);\n```\n\nExample output of the ring benchmark\n```\n[…]\n partition                    0      0.000         0.000              0.0     0.000      0.0    \n    generators                     0      0.000         0.000              0.0     0.000      0.0  \n```",
          "is_bot": false,
          "headline": "Nested timers (#2486)",
          "author_name": "marvinKaster",
          "author_login": "marvinKaster",
          "committed_at": "2026-02-04T09:42:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5c19c004a9f5bdbf79aba64a819d04b03fa001eb",
          "body": "- Add cosimulation tutorial \n- fix a nasty bug in the Python interface to remote.",
          "is_bot": false,
          "headline": "Co-simulation tutorial (#2492)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-30T07:56:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b0b832e0ea6a9561bbd804331dd80f5b97049cc",
          "body": "Fix usage of deprecated numpy functionality.",
          "is_bot": false,
          "headline": "Don't use deprecated numpy functions (#2490)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-12T11:16:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2170058cd6cd5ff8e6b3d50480466cf6e5ad070e",
          "body": "2025 ▶️  2026",
          "is_bot": false,
          "headline": "Update year :tada: (#2491)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-09T14:07:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90996de62a425e582e96b7ddc261cc5909e7bcda",
          "body": "Use the R123 `threefry` generator for (Poisson) schedules. \n\n⚠️ This will _change_ the detailed output for everything using Poisson\ngenerators ⚠️\n\nCloses: #2243",
          "is_bot": false,
          "headline": "Use CBRNG in schedules. (#2386)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-27T11:32:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b23b399d3382aa28b124c7fffa47703eeb36de6",
          "body": "…#2460)\n\nChange the internal communication model of the simulator to improve\nscalability in scenarios involving hundreds of ranks.\n\n---------\n\nCo-authored-by: Thorsten Hater <24411438+thorstenhater@users.noreply.github.com>\nCo-authored-by: ibanezbm@unican.es <takkarpool@gmail.com>",
          "is_bot": false,
          "headline": "Replace MPI_Allgatherv with MPI_Alltoallv for communication pattern (…",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-12-17T13:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e99a49c9408dfab3206cdc85250cbdfc19dcc8f2",
          "body": "Check whether we can compile a trivial program using the supplied flags.\n\nBump the minimal MacOS version in CI\n\nFixes #2487",
          "is_bot": false,
          "headline": "Add trivial compiler test (#2488)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-09T11:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "215c392b5993f268b0891695143b7b022bac92ed",
          "body": "Cable cells can now probe for the ion reversal potential eX.",
          "is_bot": false,
          "headline": "Add probing of eX. (#2478)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:52:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38220af0081180f73c503a3e83e520256d2bca49",
          "body": "- remove hard coded check for PB11 version\n- Update dependecies.csv to remove submodules for CPM\n- align versions in CPM and depdencies.csv\n- add unordered_dense\n- bump gtest to 1.17 & fix warnings for dropped return values\n- clean-up leftover mentions of `json_library_name` (empty) in CMake\n- search for proper name of `nlohmann-json`. \n- properly add json to export set.\n\nfixes #2472",
          "is_bot": false,
          "headline": "Align versions (#2481)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef667f69ef5e36c75a47fe41fc95fd6e47412382",
          "body": "This pull request fixes issues in the GPU tests introduced in PR #2465\nand PR #2264.\n\nChanges include:\n- Fixed the event stream GPU test implementation.\n- Fixed the handling of the \"dt\" parameter in the serdes test.\n\nThese fixes ensure that the GPU tests run reliably again.",
          "is_bot": false,
          "headline": "Fix GPU test issues (#2479)",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-09-04T10:36:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3143c03186142c8fba2f723f1661416cde12811",
          "body": "bump pybind11 to latest major\n\nFixes #2473",
          "is_bot": false,
          "headline": "Bump pb11 to latest major version (#2475)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-09-01T08:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2678998ebb45b38d7550a8c640b602e85801cb1",
          "body": "- Fix iterator issues using concepts\n- Remove group index from the simulation object.\n- clean up / refactoring.",
          "is_bot": false,
          "headline": "Many small refactoring / clean-ups / memory savings (#2465)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-08-14T13:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf4c0f46f49e3d14f17d8ae60ba0810faa1952ed",
          "body": "Simpler if more code",
          "is_bot": false,
          "headline": "Remove typed map and refactor cable cell (#2468)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34dca055e9a165d0d95d0a0419a3b5705b95a78e",
          "body": "`std::max/min` don't generate specialized PTX for double/float, so use\n`std::fmax/fmin/fmaxf/fminf` instead.\n\nFollowing https://karimsayedre.github.io/RTIOW.html \nUsed https://godbolt.org/z/bj9YWEGqG",
          "is_bot": false,
          "headline": "use better builtins for double max/min  (#2469)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c70b22e419cc582625bb928ebcbd272f8686829",
          "body": "- Clean-up Python side of label dict\n- Add erase to Py/C++\n- Convenience methods in Py\n  - `get` with default\n  - `setdefault`\n  - Construct like a dict: `A.label_dict(x='(all)')` \n\nCloses #1535",
          "is_bot": false,
          "headline": "🐍  Polish `label_dict` (#2451)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-28T08:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a540b4714bfc44382f59c5531bdb765a8f9b1c66",
          "body": "Do not store key/counter arrarys if not needed. Save `O(#CV)` memory in most cases.",
          "is_bot": false,
          "headline": "Only store PRNG data if needed (#2467)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-27T12:44:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "459d408b3ef47ca3e58bb9682771ad84073e7970",
          "body": "Properly guard against probing elided arrays.",
          "is_bot": false,
          "headline": "Fix crash on probding elided values (#2466)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-26T13:45:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efab2b4ebf6802254fac7ddb6a014165904742f1",
          "body": "Allow users to explicitly opt out of label resolution when needed. This\nis available\nin two steps: using some manually resolved connections and disabling\nresolution\ncompletely, turning string labels into hard errors. The latter will also\nskip the MPI\nstep. Manual connections will not be checked for \n[…]\n----------------------------------------------------------------------------------\nmodel-init                      3.717\nmodel-run                      15.392\nmeter-total                    19.109\n```",
          "is_bot": false,
          "headline": "Add an escape hatch to label resolution (#2459)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T11:29:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf363cac9f7b214b8971bade17c37f1033696b7c",
          "body": "Splat gid -> (rank, index) into two vectors\n```\n  {\n    \"name\": \"run_n=128_d=10-complex=true\",\n    \"num-cells\": 8192,\n    \"num-tiles\": 4096,\n    \"synapses\": 1000,\n    \"min-delay\": 5,\n    \"duration\": 250,\n    \"ring-size\": 4,\n    \"event-weight\": 0.2,\n    \"record\": false,\n    \"spikes\": false,\n    \"dt\":\n[…]\n----------------------------------------------------------------------------\n  model-init                     47.805\n  model-run                      16.080\n  meter-total                    63.885\n```",
          "is_bot": false,
          "headline": "Refactor domain decomposition (#2457)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T10:14:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d30b0aed733506815b398c1f21897a9df24be7a8",
          "body": "This targets the construction phase in extreme scale scenarios, with\nquite dramatic effects.\n\n# Benchmark\n\nuse ankerl's hashmap\n``` json\n{\n  \"name\": \"run_n=128_d=10-complex=true\",\n  \"num-cells\": 8192,\n  \"num-tiles\": 4096,\n  \"synapses\": 1000,\n  \"min-delay\": 5,\n  \"duration\": 250,\n  \"ring-size\": 4,\n  \"\n[…]\n-------------------\nmodel-init                      4.931\nmodel-run                      15.697\nmeter-total                    20.628\n```\nSplit maps into those with a single item range and all others.",
          "is_bot": false,
          "headline": "Major Optimisations in Label Resolution (#2458)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-20T06:17:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "776a29a52b6adc7b3e3b23bf8c9b150732d64653",
          "body": "- Add C++ API of locset, region, and iexpr manipulation to the docs.\n- Add C++/Python API of event generators and schedules\n\ncloses #1242",
          "is_bot": false,
          "headline": "Fill in a missing part of the docs (#2462)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-12T08:16:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f6fd6719992ab1bdbb61bd12a3b74f0cd798d97",
          "body": "Add `tiled-busyring` for local performance experiments for large scale\nsimulations.",
          "is_bot": false,
          "headline": "Add tiled busyring (#2456)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:33:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c44a406e9c4488d7be0a9c2d1f11bd748a0a72",
          "body": "Builds on #2447. \n\nFurther clean-up of infrastructure in `communicator` and `event_stream`.\nReduce intermediate datastructures\non the CPU side. Host memory is a critical resource during large (GPU)\nbenchmarks.\n\n### connection update\n\nEliminates intermediate host-side array of `cell_connections` and \n[…]\nrectly.\nOutlined a few ideas wrt to parallelisation.\n\n### spike delivery\n\nEliminate intermediate list of spikes in event delivery and push events\ndirectly into streams.\nTraverse streams in time-order.",
          "is_bot": false,
          "headline": "Re-factor connection setup and event dispatch. (#2449)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:22:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "01d9c92b7f6bc3d173ec074f98e0327705fe5b94",
          "body": "💀",
          "is_bot": false,
          "headline": "CSCS CI  (#2448)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-29T06:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "486cf55f3195b55bdee67857be12eebcf2077bf6",
          "body": "Finalise release and enter new cycle.",
          "is_bot": false,
          "headline": "Release finalisation v0.11.0 (#2455)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-25T18:53:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf234aa82f497258d1f330ff9311d92463f1929a",
          "body": "- Deprecate Python 3.9 according to schedule\n- Fix issues w/ CMake 4.0\n- Fix issues w/ units\n- Fix issues w/ pyproject.toml / twine",
          "is_bot": false,
          "headline": "V0.11.0 rc (#2454)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-24T17:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a23b764c496a74d9372fbe18aaffacca81ad937e",
          "body": "Bump JSON lib to 3.12 (hopefully) fixing the CMake 3.5 error\n\n(Don't worry about Spack, that's coming)",
          "is_bot": false,
          "headline": "Bump JSON (#2452)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-17T10:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2f1851863cc12ea544ac0edce1fcbd435bc62d3",
          "body": "Clean-up semantic checks on parameters, ensure connections have finite delay.\n\nCloses #2263",
          "is_bot": false,
          "headline": "Stricter checks on network construction / simulation parameters. (#2264)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-02T10:47:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4ff08ceef2760796538c4117a259fd2104442ed",
          "body": "Re-factor event dispatch, making it slightly faster.\nBuilds on #2433 \nCloses #2431",
          "is_bot": false,
          "headline": "Polish event dispatch (#2434)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-07T19:11:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19c6e294fafcd34ba34aecbef7222b30905e4cfd",
          "body": "- Simplify logic and maths\n- Remove double application of `qt`\n- Align style and usage of both files.",
          "is_bot": false,
          "headline": "Clean up K_T and K_P. (#2428)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-05T09:01:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbb63e260622c923f34b4e04b01255e8708efe02",
          "body": "Add missing scaling to diffusivity parameter.\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>",
          "is_bot": false,
          "headline": "Adjust Diffusion Scaling (#2439)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-04T14:13:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79983144e6f20b268950cb6b3b5e8c1496ef43a0",
          "body": "- bind the correct class `py_ion_data`\n- use `LOCAL`  conductances.",
          "is_bot": false,
          "headline": "Fixes for cantata (#2438)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-02-12T13:27:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f2766d23ce70026bab38fa8149376b1cff2a85",
          "body": "Replace custom `introsort` with `std::sort`.",
          "is_bot": false,
          "headline": "📊 Sort spikes. (#2433)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-27T19:22:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257e74f4570a3fde03500c2d416afce81dda8b4d",
          "body": "By careful re-analysis of the diffusion solver we found that the\ncoeffiecients of the LHS need an additional factor of the CV Volume.\n\nScopes be creeping. During the analysis it became apparent that the\nduring coupling to the cable equation proper raises at lot of potential\nproblems.\n\nConversion of \n[…]\ndd the\nproper Nernst model, too.\n\nfixes #2145 \nrequires #2209\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Diffusion: tests, fixed coefficients in the solver, & tutorial (#2226)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-22T06:36:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "637712fa0e59fa2d085cf330d669879d07b8e79a",
          "body": "Fix included lines.",
          "is_bot": false,
          "headline": "fixed code line number (#2437)",
          "author_name": "Han Lu",
          "author_login": "ErbB4",
          "committed_at": "2025-01-15T12:01:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "342fa364c1339f517897504a822eb3972dc33d47",
          "body": "Modcc parses `-X^2` as `(-X)^2`, causing misbehaviour of expressions like\n```\nexp(-(v - 80)/10)\n```\nExamples are \n- Allen catalogue: K_P, K_T, Kv2like\n- BBP: K_Tst, K_Pst\n  \n\nFixes #2015",
          "is_bot": false,
          "headline": "Erroneous precedence handling for `^` in modcc (#2432)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-08T11:26:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18baa9e3c1d1e26e35d63b951db900e0a04e86ec",
          "body": "2023 -> 2025",
          "is_bot": false,
          "headline": "Bump year (#2435)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-07T13:37:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe9f3b45c1f136a6c4f33bcc18efc1a486c0d79f",
          "body": "1. Add the option to use a simple HH cell to the Brunel example. \n2. Add correct group size controls to Brunel\n3. Add more integration tests\n4. Make `lif_cell` an aggregate, which enables C++20 designated\ninitializers i.e. `lif_cell {.Vm=42_mV}`.\n\nThis enables us to\n- test/benchmark the event delive\n[…]\nfew integration tests checking the invariance across CPU/GPU and\ngroup size with both paths\n- add optimizations of said code paths later.\n\n**Known issues**\n\nSpike counts will diverge with Apple Clang.",
          "is_bot": false,
          "headline": "Add cable cell option to Brunel example (#2430)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:27:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4950671be8d343515571a500bf5c37c27d3fd23b",
          "body": "Add tutorial about the high-level network description.",
          "is_bot": false,
          "headline": "Add connectivity tutorial. (#2427)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:16:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2dd9544ac714b8638549b04fbea1bb14685ea85",
          "body": "Add a tutorial on how to engineer structural plasticity in Arbor using a homeostatic rule.\r\nRead the preview here\r\n\r\nhttps://arbor--2418.org.readthedocs.build/en/2418/tutorial/plasticity.html\r\n\r\nHere's a teaser of the final result:\r\n![03-rates](https://github.com/user-attachments/assets/2e8e4cfe-8c3d-4924-95a9-0e5e2d2bba9a)\r\n\r\nUpdate: finished the tutorial.",
          "is_bot": false,
          "headline": "Plasticity tutorial (#2426)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-11-25T15:55:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "625237a4872d0a4ceeac09641b709bd021e94214",
          "body": "Tiny oversight.",
          "is_bot": false,
          "headline": "Add iostream to forest (#2423)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T12:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ba170a01860962866a43ec7b9b80eb21e082a70",
          "body": "# Tree\r\n\r\nFixes --- likely a spurious --- warning in `tree.cpp`:\r\n```\r\n[2/6] Building CXX object arbor/CMakeFiles/arbor.dir/tree.cpp.o\r\nIn file included from /opt/homebrew/Cellar/gcc/14.2.0/include/c++/14/algorithm:60,\r\n                 from /Users/hater/src/arbor/arbor/tree.cpp:1:\r\nIn function 'typ\n[…]\nince I am for warning free code and\r\ndon't want to annotate with a pragma.\r\n\r\n# General\r\n\r\nRemove spurious includes.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "🧹 Fix GCC complaints (#2400)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T05:14:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b8b768d6aed3aa1e72b91912753d98bbc17fb44c",
          "body": "# Introduction\r\n\r\n- Do not allocate and fill storage for resetting ion concentrations if\r\nthese are never changed.\r\nReasoning: If concentrations are never changed, we do not reset them and\r\nthus do not need\r\n  to store the values. \r\n- Remove a duplicate of the CV area in solver and shared state and \n[…]\nling on GPU\r\n- pybind11 stub generation\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce redundant GPU allocations (#2393)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-23T17:38:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd2718c3e16d66342239130b586867df3d38afe4",
          "body": "We require at least gcc12",
          "is_bot": false,
          "headline": "use supported compiler for codeql (#2422)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T15:47:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5eab34508f36487a6a68572888dfddcc0c21d9b6",
          "body": "- fix event stream when more than one cell in a cell group have same\r\nsynapse\r\n  - events would previously no longer necessarily be sorted by time\r\n- in order to simplify: also sort with respect to mechanism index (as\r\nwas previously only required for the gpu backend)\r\n  - add pertinent test\r\n- while cleaning up: overhauled the event related files and data\r\nstructures\r\n  - removed dead code\r\n- made event handling less generic (this feature was not used anywhere)",
          "is_bot": false,
          "headline": "event handling: fix a bug and clean house (#2421)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T08:21:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9de9174d044bd9145aa0eea2521c5da19307374a",
          "body": "Bubbling up ion access information from modcc allows us to skip\r\nallocation of `Xi` and `Xo` iff\r\nno mechanism reads those values. \r\n\r\nA minor problem: Sampling may try to touch data that doesn't exist;\r\nhowever who'd ask for `Xi`\r\nif they never use it? \r\n\r\nStacking this PR on top of #2393 the memor\n[…]\nher 5% down to 77%\r\nif the original value.\r\n\r\n### Todo\r\n- [x] Guard against sampling  non-existing `Xi`/`Xo`\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce even more GPU allocations (#2394)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-21T09:43:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f302088507bee6bdf6c7a838eb340f42bbab7f80",
          "body": "This concludes the introduction of 'labels' for synapse identification /\r\nplacements started back in\r\nPR #1504 by @noraabiakar. Labels are now used when probing a synapse's\r\nstate.",
          "is_bot": false,
          "headline": "Allow probing of point state by tag. (#2417)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T13:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76120d16c00ae67128c3c69421ab712f985f3445",
          "body": "This PR rectifies a long-standing issue since the introduction of\r\n`decor`:\r\nCV discretization was treated as a defaultable value instead of a cell\r\nproperty, along with bio-physical properties.\r\n\r\nThis lead to some awkward facts:\r\n- Intermingling of bio-physics and numerical settings\r\n- Discretizat\n[…]\nes.\r\n- Hide internal `cv_policy` constructors.\r\n\r\n⚠️ Breaks `.acc` by upgrading from 0.9 to 0.10 ⚠️ \r\n\r\nCloses #1408\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor discretization. (#2415)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T11:30:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d1f82e2b738080d0c90c65258bd5361a5bbfd01",
          "body": "Some justifications:\r\n- power & Co: only useful on Cray, likely outdated. Use external power measurements if this is relevant.\r\n- trace.hpp was never used and was locked_ostream's only user.",
          "is_bot": false,
          "headline": "Clean-up redundant items: files and functions. (#2410)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17d6f9f566424db7b89110c4fc17f8bb4d3480c5",
          "body": "Utter a dire warning for those who try to build with outdated and/or weird compilers.\r\nXLC is no longer a thing, so we remove checking for it.",
          "is_bot": false,
          "headline": "Check for supported compilers. (#2411)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e6e2419a84469dcfc44acf3009ab1441b53c64a",
          "body": "Fix DOI link.",
          "is_bot": false,
          "headline": "Fix me. (#2420)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-14T08:51:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca8a5a0a682cbf501d9911cbd3a170b596dd1f8",
          "body": null,
          "is_bot": false,
          "headline": "spack: variant for hwloc support (#2419)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-08T09:39:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6524ce770587d5a35edb5d114b13414712a0a5e2",
          "body": "Building arbor on WSL from a clone checked out with Windows line endings\r\ncauses the following error:\r\n\r\n```\r\n[  0%] Generating _always_rebuild\r\n[  2%] Generating version.hpp-test\r\n/usr/bin/env: ‘bash\\r’: No such file or directory\r\nmake[2]: *** [arbor/include/CMakeFiles/generate_version_hpp.dir/buil\n[…]\n`bash` directly to the custom command seems to fix the\r\nproblem. I don't know how to confirm whether the `version.hpp-test`\r\nmechanism still works as intended, so someone should probably review\r\nthat.",
          "is_bot": false,
          "headline": "Avoid `bash\\r` with gitattributes eol (#2252)",
          "author_name": "Robin De Schepper",
          "author_login": "Helveg",
          "committed_at": "2024-10-02T06:36:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f31da14f8900ee2b234fa44bccbc919b693ccb1",
          "body": "fixes #2413",
          "is_bot": false,
          "headline": "Fix molarity scaling. (#2414)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-23T09:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "502f38577f1456b92913dd661b0af72c45122b40",
          "body": "Fix bug in test suite found by ASAN/TSAN.\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix memory based on PR \"less event data\" (#2407)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-19T18:07:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c7312e78e8c2ef418a2c586720c227f7e182802",
          "body": "First step along the road to C++20: Use the `<=>` operator instead of\r\nhomebaked macros.\r\nAlso says goodbye to MacOS 12 and associated apple-clang, which is\r\ncompletely out of touch.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "C++20 Spaceship operator (#2401)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:28:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19327a871fbccdf6380e6b589540c925b109be35",
          "body": "`pyproject.toml` now reads `VERSION`.\r\n\r\nAlso, ignore CPM cache.\r\n\r\nCloses: #2201",
          "is_bot": false,
          "headline": "Make version dynamic (#2403)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:27:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "058868a84bf423e60b4beca828958dc30cb6ac9a",
          "body": "1. rename C++ `catalogue::import` to `catalogue::extend` as `import`\r\nwill likely be a reserved word due to modules\r\n2. Use an empty default for the prefix. 99% real world examples use an\r\nempty prefix.\r\n3. Adjust tests and examples accordingly.",
          "is_bot": false,
          "headline": "Clean-up catalogue extension. (#2409)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:21:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "617434a43ee3c57cdb5c0dae422de6f959bde966",
          "body": "`clock.hpp` has become redundant over `std::chrono` and was replaced\r\nwith `monotonic_clock`.",
          "is_bot": false,
          "headline": "Remove clock for std::chrono (#2408)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:19:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "047550df37f05ba711bd1da7f008fe710b54f9f2",
          "body": "This PR optimizes event handling by removing the intermediate structure\r\ncreated by this chain\r\nof transformations:\r\n1. `event_lanes := vector<vector<event>>` (one lane per local cell, each\r\nlane sorted by time)\r\n2. `staged_events_per_mech_id :=\r\nvector<vector<vector<deliverable_event>>>` (one vecto\n[…]\nngly _locally_ all tests pass on my dev\r\nmachine regardless of optimisation, vectorisation, and assertion\r\nsettings.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Create less intermediate data from events (#2249)",
          "author_name": "Thorsten Hater",
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                "name": "Issue template",
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                "key": "pr_template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
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                  {
                    "code": "bus_factor",
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 29% of commits",
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                "key": "contributor_breadth",
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                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
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            "notes": [],
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              "merged_prs": 1378,
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "94% of issues closed",
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                    "code": "issues_closed_share",
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                      "share": 94
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                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1378/1539 decided PRs merged",
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                "key": "openssf_scorecard_code_review",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "notes": [],
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              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
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                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "14 followers of arbor-sim",
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                "status": "partial",
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                  {
                    "code": "owner_followers",
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                      "count": 14,
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~9 yr old",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 16
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                  {
                    "code": "account_age_years",
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                      "years": 9
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "arbor"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 66
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 66 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 16
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
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                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
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                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "neuroscience",
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                "cuda",
                "gpu",
                "mpi",
                "modern-cpp",
                "hip"
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              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://arbor-sim.org",
                "points": 15,
                "status": "met",
                "details": [],
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              {
                "key": "repository_description",
                "name": "Repository description",
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                "status": "met",
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              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
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                "status": "met",
                "details": [
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                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "packaging"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.2
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "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",
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                "max_points": 7.5
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                "key": "ci_tests",
                "name": "CI-Tests",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 5
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              {
                "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 detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
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                "max_points": 7.5
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 7
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
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                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
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                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
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                "key": "automated_tests",
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              {
                "key": "static_type_checking",
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              {
                "key": "reproducible_environment",
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              {
                "key": "demonstrated_agent_practice",
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                "key": "automated_maintenance",
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                "key": "openssf_scorecard_pinned_dependencies",
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          },
          {
            "key": "ai_code_legibility",
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                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
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                    "code": "statically_typed_language",
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                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
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                "detail": "4/707 source files over 60KB",
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                ],
                "max_points": 55
              }
            ]
          },
          {
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            "notes": [],
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            "inputs": {
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              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "mcp_server",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "runnable_examples",
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                "points": 40,
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                  {
                    "code": "file_list",
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          }
        ],
        "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",
    "No resolved dependencies carried a version and a supported ecosystem"
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  "report_type": "repository",
  "generated_at": "2026-07-25T06:01:04.650466Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arbor-sim/arbor.svg",
  "full_name": "arbor-sim/arbor",
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}

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 StatistikenPyPI.