Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-29 01:05 UTC

hftsoi / sparse-pixels

Efficient convolution for sparse data on FPGAs

Python · Jupyter NotebookMIT★ 4 Sterne⑂ 0 Forksseit Juni 2025Auf GitHub ansehen ↗

hftsoi/sparse-pixels erreicht einen Gesundheitsindex von 65 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (91/100) ab, am schwächsten bei AI Readiness (31/100). Zuletzt vor 6 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

65
gesamt / 100
Mittel

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.

65
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

Ho Fung TsoiPersönliches Konto
7 Follower40 öffentliche Reposseit Juni 2019University of Pennsylvania

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIsparsepixels0.3.27139vor 24 Tagen

Metriken nach Kategorie

Vitalität

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

91Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 6 Tagen
20.8/36Commit-Rhythmus — 30/52 Wochen mit Commits
18/18Commit-Volumen — 146 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year146
human_commit_share0,98
days_since_last_push6
active_weeks_last_year30

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 9 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 24 Tagen
27/27Release-Rhythmus — ein Release etwa alle 20,7 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count9
latest_release_tagv0.3.2
releases_from_tagsnein
days_since_latest_release24
mean_days_between_releases20,7
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

33Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
7.7/60Stars — 4 Stars
0/25Forks — 0 Forks
0/15Watcher — 1 Watcher
Verwendete Eingangsdaten
forks0
stars4
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein
Wie die Bewertung erfolgt
38/80Downloads pro Monat — 713 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagessparsepixels
dependents
ecosystemspypi
total_downloads
monthly_downloads713
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?

45Gefährdet · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
1.4/13.5Breite der Beitragenden — 1 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — keine Issues oder keine Daten
15.3/38.3PR-Annahme — 2/5 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs2
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs3
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
6.5/25Reichweite des Inhabers — 7 Follower von hftsoi
23.7/25Kontohistorie — 40 öffentliche Repos, Kontoalter ca. 7 Jahre
Verwendete Eingangsdaten
followers7
owner_typeUser
is_verified
owner_loginhftsoi
public_repos40
account_age_days2.597
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 24 Tagen
20/20Versionshistorie — 9 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagessparsepixels
ecosystemspypi
any_deprecatednein
min_days_since_publish24

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

90Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://hftsoi.github.io/sparse-pixels/
10/10Repository-Beschreibung
10/10Topics — 7 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsfpga, hls, low-latency, machine-learning, sparse-cnn, sparse-convolution, sparse-data
has_wikija
homepagehttps://hftsoi.github.io/sparse-pixels/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

63Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.2/2.5CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/26 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages26
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:sparsepixels@0.3.2 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 26 Paketen. Erreichbarkeit wird nicht analysiert.

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.

31Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
1.1/40Lesbare Commit-Historie — 2 von 98 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,02
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8Automatisierte Wartung — 2 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
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_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,02
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/7 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes58.072
source_files_sampled7
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — notebooks
Verwendete Eingangsdaten
example_dirsnotebooks
has_mcp_signalnein
api_schema_files

Eckdaten

4GitHub-Sterne
1Mitwirkende
146Commits, letzte 12 Monate
6Tage seit letztem Push
9Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Weitere Details

OpenSSF Scorecard 5.4 / 10
5.4Gesamtwert

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 · 2026-07-29 01:05 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
5CI-Tests1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/26 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 4
RegistryPaketVersionsvorgabeManifest
PyPItensorflowsetup.cfg
PyPIkeras>=3.0setup.cfg
PyPIHGQ2>=0.1.8setup.cfg
PyPImatplotlibsetup.cfg
Alle Abhängigkeiten nicht erhoben

Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Abhängigkeits-Advisories 0

Die Installation von pypi:sparsepixels@0.3.2 zieht 26 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "fpga",
        "hls",
        "low-latency",
        "machine-learning",
        "sparse-cnn",
        "sparse-convolution",
        "sparse-data"
      ],
      "is_fork": false,
      "size_kb": 297186,
      "has_wiki": true,
      "homepage": "https://hftsoi.github.io/sparse-pixels/",
      "languages": {
        "Python": 104062,
        "Jupyter Notebook": 13178
      },
      "pushed_at": "2026-07-22T14:37:29Z",
      "created_at": "2025-06-19T18:16:15Z",
      "owner_type": "User",
      "updated_at": "2026-07-22T14:40:27Z",
      "description": "Efficient convolution for sparse data on FPGAs",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://hftsoi.github.io",
      "name": "Ho Fung Tsoi",
      "type": "User",
      "login": "hftsoi",
      "company": "University of Pennsylvania",
      "location": null,
      "followers": 7,
      "avatar_url": "https://avatars.githubusercontent.com/u/51976330?v=4",
      "created_at": "2019-06-19T00:08:24Z",
      "is_verified": null,
      "public_repos": 40,
      "account_age_days": 2597
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2026-07-04T19:24:18Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2026-07-03T04:31:23Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-07-02T20:13:41Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2026-06-30T18:47:43Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-03-19T17:53:28Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-03-14T22:00:46Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-03-14T04:24:34Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2026-02-09T16:30:35Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-01-19T23:02:31Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "5538a1c3a6719d21992414036dbce71af6e2bd49",
          "body": "…etup-python-7\n\nBump actions/setup-python from 6 to 7",
          "is_bot": false,
          "headline": "Merge pull request #5 from hftsoi/dependabot/github_actions/actions/s…",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-22T14:37:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e23383716fa2bf06e65c4b8486353a92de229dfe",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 6 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-22T09:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851432fbb356fe9a822d7c0d5f60e59ab7a16222",
          "body": null,
          "is_bot": false,
          "headline": "add freeze_quantization for two-stage training",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-19T17:45:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "917b86b753b32e0bc4b86a7f74192d43bb533dc2",
          "body": null,
          "is_bot": false,
          "headline": "add plot_layer_outputs; replace initial iq with initial scopes in README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-09T04:22:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06522cd8dfd4f8c098bd6b7fc8267875985d6d17",
          "body": null,
          "is_bot": false,
          "headline": "fix plot_reduced_examples: add boarder and aspect/cmap options",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-08T19:26:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8df4dc49b4fd5010e83d4e0f556def3739704c6e",
          "body": null,
          "is_bot": false,
          "headline": "add doc to README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-05T14:48:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f0ef955f73b5ecf7323df297c4bf2c949a9608b",
          "body": null,
          "is_bot": false,
          "headline": "add docs",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-05T05:34:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed5b370084ff825682126de1812b3cf7071d1b07",
          "body": null,
          "is_bot": false,
          "headline": "update README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-04T19:34:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95f1e70e8c821c41488be205147c73c83a2001d3",
          "body": null,
          "is_bot": false,
          "headline": "fix pytest",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-04T19:15:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddd16a383839b2fbbca00d3a951fd2615ad0c574",
          "body": "…ore well-behaved training; remove cosine schedule",
          "is_bot": false,
          "headline": "add loss term to penalize over-masking total intensity fraction for m…",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-04T19:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ead1b2036a6e230c55d4525608cde32f78b47bc",
          "body": null,
          "is_bot": false,
          "headline": "update nb",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-03T21:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b50815812d16b6175fd65c69fa9e5708053b677f",
          "body": null,
          "is_bot": false,
          "headline": "update README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-03T18:48:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f395aa674a07035b187e2e2905c423c586c1a4d",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-03T16:02:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c287086584e01bcbbabd625324ae310d1e6beca5",
          "body": null,
          "is_bot": false,
          "headline": "fold set_sparse_ebops_factor into SparseTrainingMonitor",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-03T04:26:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f08dfcf36b5e09970f5408d6f5296b1b35577823",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-03T03:17:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ddec906e778fa4346061fe09a735065a76a7b3a",
          "body": null,
          "is_bot": false,
          "headline": "v0.3.0",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-02T20:07:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79996a32e7ff9d7a6884a4416a3c23b256c20332",
          "body": null,
          "is_bot": false,
          "headline": "fix README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-02T18:18:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a828609ee6569513b6886a699d2943284c8d6b0",
          "body": "…itoring, and post-training diagnostics; maxpooling; fix ebops sparse scale",
          "is_bot": false,
          "headline": "trainable (n, threshold); utils for data sparsity study, training mon…",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-07-02T16:54:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7968ad383ade1a22e48973aa2a390d3f3cb3d845",
          "body": null,
          "is_bot": false,
          "headline": "0.2.3",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-06-30T18:43:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e295582382ffd948e65be0925355b3348254dea",
          "body": "…heckout-7\n\nBump actions/checkout from 6 to 7",
          "is_bot": false,
          "headline": "Merge pull request #4 from hftsoi/dependabot/github_actions/actions/c…",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-06-30T18:32:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5dbd7468e2b1592173cd486fc1a41b5746c3ae83",
          "body": null,
          "is_bot": false,
          "headline": "fix bug that breaks hgq2>=0.1.9 when building QConv2DSparse",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-06-30T18:30:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e30523f2ade918978e0028de59da88d9161dbb1b",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-06-30T17:55:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd0e67637a342217eb0073024e31d6fed12562e2",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n  dependency-version: '7'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-24T09:23:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e141d951285bd565d172026d49913370c07ba196",
          "body": null,
          "is_bot": false,
          "headline": "test hls",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-05-14T16:44:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6c74e1e84943a171b700b83b0922875c5915f8f",
          "body": null,
          "is_bot": false,
          "headline": "test hls",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-05-12T18:43:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef45718bc45416f7866163b201aec506226c7479",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-05-12T18:16:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "609f97c8e690aa2f8ec164f6b5850d57c1ebb076",
          "body": null,
          "is_bot": false,
          "headline": "add hls4ml instruction to README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-27T17:31:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5662f37ba27d0d1f5490bcc79825447daa02ad0",
          "body": null,
          "is_bot": false,
          "headline": "fix test hls pragma",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-18T20:04:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adcd5823f5afc454b68085408a0089aa44c23ccd",
          "body": null,
          "is_bot": false,
          "headline": "test hls",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-18T18:24:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19e413b718e71ef44f418df7ad5346daa0fee5d7",
          "body": null,
          "is_bot": false,
          "headline": "fix test hls pragma",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-08T20:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0d981cbf936b198d595812260dd3df4a1ed9c7f",
          "body": null,
          "is_bot": false,
          "headline": "fix test hls",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-08T03:32:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d855c41458e6a6cf406e1c33f82e3e54718d005",
          "body": null,
          "is_bot": false,
          "headline": "test hls",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-04-07T03:49:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc70bcb3b031b05338e59aec2112b6cc516d8e36",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-31T00:07:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bd104eb0f88aae79a2497621fabe67e940fb913",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T21:13:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16fb7ad7b473a31e1dda47650ff65c6d951d6bc2",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T21:11:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fa680ce4267f8bcc3a1a7aa8e165732c4f8c2d0",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T21:09:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ba86fd54dd7d2921cffaea8c8d978a8d86bd04f",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T21:07:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af245d067019802ce21217dc930b010bf8971f34",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f650b7e8bdd0feb97cd93f8cfe1352f14019c8d",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:50:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0abbf3b3ef2866c4de1e47633cc3b58ccd97c2dd",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:47:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9594798537370862fa0de03ca562f1e258cb1683",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac69d881810620369573856188142652decd3e2a",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:44:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b0c2e4fe6374c5d5c0abe6dcbd211a35b30703b",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:44:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a54c0f2bf65fc0f78e42490f1256486aa62018e",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:43:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ba5a1ffa3459b5c4fd06081908df5a528fa993a",
          "body": null,
          "is_bot": false,
          "headline": "clean up",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-30T20:41:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a8261a9d7aa805ad2212550f153fc27c7d54676",
          "body": null,
          "is_bot": false,
          "headline": "update pytest",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-25T20:50:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f45c01b81a7af0e2aa1894a8926cc049e2ff68f",
          "body": "…t collapse on sparse signals",
          "is_bot": false,
          "headline": "custom input quantizer config with higher initial frac bits to preven…",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-25T20:38:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13d04e164c212028030a502cf5c8bae1dbf10edd",
          "body": null,
          "is_bot": false,
          "headline": "fold activation into QConv2DSparse",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-19T17:50:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67bb1d37a71f0a9c1b3e129f89f7f97971265b4e",
          "body": null,
          "is_bot": false,
          "headline": "update README.md",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-19T17:16:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c4e6be665953df039f1eecb968c98c91ce4cd5b",
          "body": null,
          "is_bot": false,
          "headline": "simplify input quantizer for sparse models, add post-train diagnostics",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-19T17:13:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a81ebfef04ec918949b50571cb3ae6d7871d1a0",
          "body": null,
          "is_bot": false,
          "headline": "v0.2.1",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T21:57:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35b454159c891e8b7bc476d8073c34d35af35477",
          "body": null,
          "is_bot": false,
          "headline": "fix lint ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T21:43:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb3c2b36a4710ced3927f5393ba6343a303a85ed",
          "body": null,
          "is_bot": false,
          "headline": "fix lint ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T21:35:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42cb06ad379633e56277e3b9a5adff35b8103d65",
          "body": null,
          "is_bot": false,
          "headline": "fix bias in QConv2DSparse",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T21:21:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6f95967ed438e2d07ae25936dd45679bacb4bc2",
          "body": null,
          "is_bot": false,
          "headline": "add python3.12 to ci workflow",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T20:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af37b7b60d799deec7c7e1b0b817c60c31aa7b03",
          "body": null,
          "is_bot": false,
          "headline": "add pre-commit for ruff",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T19:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30c7bf148a5b9219e30fe4a10f9721b3d2b3fe64",
          "body": null,
          "is_bot": false,
          "headline": "update README.md",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T04:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02d1fe0797173e20fc3214a55682231bf2086b54",
          "body": null,
          "is_bot": false,
          "headline": "default tensorflow as keras3 backend",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T04:14:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08cf938741906cae81e1cf2c3130969cad34de03",
          "body": null,
          "is_bot": false,
          "headline": "update instructions for qkeras->hgq2",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T04:11:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45a5fc80f7841df2f723765f98ab2af9bf66b253",
          "body": null,
          "is_bot": false,
          "headline": "fix import test in ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T03:55:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0fae1368b30896b3ac973bab02d602f63a1b0f2",
          "body": null,
          "is_bot": false,
          "headline": "fix import test in ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T02:59:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fa9bbdd417c2957185c06022a669e7b7666eeb2",
          "body": null,
          "is_bot": false,
          "headline": "qkeras->hgq2",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-03-14T02:53:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df5860f91188b5806f417f209ce0b8327b632dbb",
          "body": null,
          "is_bot": false,
          "headline": "publish.yml",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-11T16:57:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08587149c9e3d7f621c8a2b5de4a8f3d23e9beff",
          "body": null,
          "is_bot": false,
          "headline": "dependabot.yml",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-11T16:47:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb0f39baae81f572fbbd8e066f24aa62bbecba50",
          "body": null,
          "is_bot": false,
          "headline": "fix pytest",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-11T16:36:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44064e5518eb3d535107e73375fb6e61383ecbee",
          "body": null,
          "is_bot": false,
          "headline": "add pytest to ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-11T16:25:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2081d0ee504be7161c2fa92f509d46ded0c58d09",
          "body": null,
          "is_bot": false,
          "headline": "actions version",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-09T17:27:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c72156ea2590ad8fdb88557387442dc84beb75b",
          "body": null,
          "is_bot": false,
          "headline": "fix python versioning and missing pyparsing package",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-09T16:21:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7210d315214f407cc2ac9930b41c24f70780626",
          "body": null,
          "is_bot": false,
          "headline": "add ci",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-09T15:49:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e73d05d71a77d34207377c58925e91ff87afa6b6",
          "body": null,
          "is_bot": false,
          "headline": "rm test",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-09T15:42:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dc6957b52e4000e6dd2fc89ddf22781fc9479e5",
          "body": null,
          "is_bot": false,
          "headline": "test",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-02-05T17:27:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35ace0d1bed24a6276d49a0a2b156f31e5ca942d",
          "body": null,
          "is_bot": false,
          "headline": "mv nb",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-25T05:56:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7706b1b5dfa8b2820a7ca1da2494df0e299c00d",
          "body": null,
          "is_bot": false,
          "headline": "mv nb",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-25T05:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c6685cd5a7615b8a727965030f564563240c301",
          "body": null,
          "is_bot": false,
          "headline": "mv nb",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-25T05:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd2f25e1468af29df4cb31c319090b3829b48429",
          "body": null,
          "is_bot": false,
          "headline": "update README with short status",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-21T03:28:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a91f3828e22735804a50bc341827034c0c44678b",
          "body": null,
          "is_bot": false,
          "headline": "Update README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-19T23:06:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35aa56b10a6a40f447533232e94dfa4d4ebae63a",
          "body": null,
          "is_bot": false,
          "headline": "package versioning",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-19T22:57:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7db00119515fd084bd11f74677b1d4d42d521636",
          "body": null,
          "is_bot": false,
          "headline": "update .gitignore",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-19T22:13:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b981f529e75a6bc08d6c6319b3f9c11933b44a88",
          "body": null,
          "is_bot": false,
          "headline": "set up package files",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-18T18:29:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "768d40198e1dc0e3d1961c842e52aa370ff0851d",
          "body": null,
          "is_bot": false,
          "headline": "Add License",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-18T16:56:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efd6be570aa155ab099853e09d51ecacb7bda435",
          "body": null,
          "is_bot": false,
          "headline": "relocate logo",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-18T16:10:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b1c123e5de00e98cbb18781476f74494e901efe",
          "body": null,
          "is_bot": false,
          "headline": "update .gitignore",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-18T16:05:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "366c557ef7bfbbefc6f10c9e66b13db532210318",
          "body": null,
          "is_bot": false,
          "headline": "rm env.sh",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2026-01-18T16:04:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bda7e74dc6431c66d6ba63d87f8eaf2130073011",
          "body": null,
          "is_bot": false,
          "headline": "arxiv badge",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-12-21T16:25:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73e61db41fcf445b5ab50a749afe63a8a25fc66a",
          "body": null,
          "is_bot": false,
          "headline": "Update README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-12-09T18:55:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f6be206992cab2512d023266924370ee3bc9afa",
          "body": null,
          "is_bot": false,
          "headline": "add citation",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-12-09T04:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39764b422ff3dc0487484bd72e4577e828305e67",
          "body": null,
          "is_bot": false,
          "headline": "update README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-12-07T02:28:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f5f3218b2f73aa294964ea12582dc23574b044c",
          "body": null,
          "is_bot": false,
          "headline": "add images and gif to README",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-11-22T02:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "234039b62eb9e2d83ecf3cbea1f9170aa2df8bd6",
          "body": null,
          "is_bot": false,
          "headline": "update gif",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-11-22T02:46:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9a69c89f9e6bb8d2826bf50f8cf130be37b2fa6",
          "body": null,
          "is_bot": false,
          "headline": "update fig",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-11-22T02:36:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5155a2625da0b6bfc5ef755b67e90a39cab42302",
          "body": null,
          "is_bot": false,
          "headline": "add gif",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-11-22T02:29:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f9ca9a022649cf6dff84757bebecf190028c7fc",
          "body": null,
          "is_bot": false,
          "headline": "fix h,w mapping for non-square image in sparse_input_reduce",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-10-30T21:31:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44b34f869d4fb84e2e3151af315c71d537680b01",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-10-23T03:32:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50dbcedc5f9a185a3e6edd72ca7e50f3516b1e76",
          "body": null,
          "is_bot": false,
          "headline": "update np",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-18T19:32:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6f1c33b3b6d09b3f2876d394f505fda86c17063",
          "body": null,
          "is_bot": false,
          "headline": "update nb",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-18T04:05:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53cd4248d0420f8ee39e970c143ada6444395be1",
          "body": null,
          "is_bot": false,
          "headline": "jet 8b full model lower I",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-17T19:54:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8275c218537b6c9ccd5f27221d7bc5490804eb58",
          "body": null,
          "is_bot": false,
          "headline": "hls reports for scaling 16b conv ker5",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-10T20:28:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "614f95d879c71a886f0e6b23cc9c4ae9cec851eb",
          "body": null,
          "is_bot": false,
          "headline": "hls reports for scaling 16b conv ker3",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-10T15:57:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f429f52836573275b11f1d33aa5898f2103d58ee",
          "body": null,
          "is_bot": false,
          "headline": "hls reports for scaling 16b avgpool",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-09T15:18:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "547acd0b6f6404f8686c571c4e9f50562df89406",
          "body": null,
          "is_bot": false,
          "headline": "hls reports for scaling 16b flatten",
          "author_name": "Ho Fung Tsoi",
          "author_login": "hftsoi",
          "committed_at": "2025-09-09T15:13:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 9,
      "commits_last_year": 146,
      "latest_release_at": "2026-07-04T19:24:18Z",
      "latest_release_tag": "v0.3.2",
      "releases_from_tags": false,
      "days_since_last_push": 6,
      "active_weeks_last_year": 30,
      "days_since_latest_release": 24,
      "mean_days_between_releases": 20.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "sparsepixels",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/sparsepixels/",
          "is_deprecated": false,
          "latest_version": "0.3.2",
          "repository_url": "https://github.com/hftsoi/sparse-pixels",
          "versions_count": 9,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 713,
          "first_published_at": "2026-01-19T22:59:03.801515Z",
          "latest_published_at": "2026-07-04T19:24:56.557600Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 24
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 4,
      "watchers": 1,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 58072,
      "source_files_sampled": 7,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "setup.cfg",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 26,
        "malicious_count": 0,
        "assessed_package": "pypi:sparsepixels@0.3.2",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "tensorflow",
          "manifest": "setup.cfg",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "keras",
          "manifest": "setup.cfg",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0"
        },
        {
          "name": "HGQ2",
          "manifest": "setup.cfg",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.8"
        },
        {
          "name": "matplotlib",
          "manifest": "setup.cfg",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 2,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 3
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "hftsoi",
          "commits": 293,
          "avatar_url": "https://avatars.githubusercontent.com/u/51976330?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "docs.yml",
        "publish.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 3,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 5,
            "reason": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/26 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "5538a1c3a6719d21992414036dbce71af6e2bd49",
        "ran_at": "2026-07-29T01:05:39Z",
        "aggregate_score": 5.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-22T14:38:22Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-22T14:37:22Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/hftsoi/sparse-pixels",
    "host": "github.com",
    "name": "sparse-pixels",
    "owner": "hftsoi"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 65,
      "inputs": {
        "security": 63,
        "vitality": 91,
        "community": 33,
        "governance": 45,
        "engineering": 90
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 91,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "commits_last_year": 146,
              "human_commit_share": 0.98,
              "days_since_last_push": 6,
              "active_weeks_last_year": 30
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 6 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "30/52 weeks with commits",
                "points": 20.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 30
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "146 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 146
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 9,
              "latest_release_tag": "v0.3.2",
              "releases_from_tags": false,
              "days_since_latest_release": 24,
              "mean_days_between_releases": 20.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "9 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 24 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 24
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~20.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 20.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 6,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 6 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 33,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 8,
            "inputs": {
              "forks": 0,
              "stars": 4,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "4 stars",
                "points": 7.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "packages": [
                "sparsepixels"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 713
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "713 downloads/month across pypi",
                "points": 38,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 713,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 45,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 29,
            "inputs": {
              "merged_prs": 2,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 3
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2/5 decided PRs merged",
                "points": 15.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2,
                      "decided": 5
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "followers": 7,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "hftsoi",
              "public_repos": 40,
              "account_age_days": 2597
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "7 followers of hftsoi",
                "points": 6.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 7,
                      "login": "hftsoi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "40 public repos, account ~7 yr old",
                "points": 23.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 40
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "sparsepixels"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 24
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 24 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 24
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 10,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "fpga",
                "hls",
                "low-latency",
                "machine-learning",
                "sparse-cnn",
                "sparse-convolution",
                "sparse-data"
              ],
              "has_wiki": true,
              "homepage": "https://hftsoi.github.io/sparse-pixels/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://hftsoi.github.io/sparse-pixels/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 63,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 1.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:sparsepixels@0.3.2 runtime dependency closure — what installing the published package pulls in — 26 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:sparsepixels@0.3.2",
                  "assessed": 26
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 26,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 26,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 31,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.02,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "2 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 1.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 2,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.02
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "2 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 58072,
              "source_files_sampled": 7,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/7 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 7,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "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",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T01:05:46.887146Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/hftsoi/sparse-pixels.svg",
  "full_name": "hftsoi/sparse-pixels",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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.