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Software-GesundheitsberichtSchema 0.30.0 · Metriken 2.5.0 · 2026-08-04 16:20 UTC

MinishLab / model2vec

Fast State-of-the-Art Static Embeddings

Python · Jupyter NotebookMIT★ 2.172 Sterne⑂ 122 Forksseit Juli 2024Auf GitHub ansehen ↗

MinishLab/model2vec erreicht einen Gesundheitsindex von 87 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Engineering Quality (92/100) ab, am schwächsten bei Security (58/100). Zuletzt vor 1 Tag aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

87
gesamt / 100
Exzellent

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

87
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende 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.

Der gewichtete Gesamtwert 73 wird auf der veröffentlichten Indexskala auf 87 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

MinishOrganisation
388 Follower12 öffentliche Reposseit Aug. 2024

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPImodel2vec0.8.2-26vor 67 Tagen

Metriken nach Kategorie

Vitalität

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

80Exzellent · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
15.9/36Commit-Rhythmus — 23/52 Wochen mit Commits
15.1/18Commit-Volumen — 47 Commits im letzten Jahr
5/10OpenSSF Scorecard: Maintained — 5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
Verwendete Eingangsdaten
commits_last_year47
human_commit_share1
days_since_last_push1
active_weeks_last_year23
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 26 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 67 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 54,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count26
latest_release_tagv0.8.2
releases_from_tagsnein
days_since_latest_release67
mean_days_between_releases54,1
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?

65Gut · 17 % des Gesamtindex
Wie die Bewertung erfolgt
54.1/60Stars — 2.172 Stars
17.4/25Forks — 122 Forks
6.4/15Watcher — 15 Watcher
Verwendete Eingangsdaten
forks122
stars2.172
watchers15
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
readme_badges6
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
readme_badge_servicescodecov.io, shields.io
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

70Gut · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
8.6/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 62 % der Commits
13.5/13.5Breite der Beitragenden — 11 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled11
top_contributor_share0,619
Wie die Bewertung erfolgt
40.9/42Issue-Lösungsquote — 97 % der Issues geschlossen
28.8/30PR-Annahme — 238/248 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
9/15OpenSSF Scorecard: Code-Review — Found 20/30 approved changesets -- score normalized to 6
Verwendete Eingangsdaten
merged_prs238
open_issues2
closed_issues74
prs_merged_7d2
prs_decided_7d2
prs_merged_30d2
prs_decided_30d2
issue_closed_ratio0,974
closed_unmerged_prs10
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
18.6/25Reichweite des Inhabers — 388 Follower von MinishLab
12.1/25Kontohistorie — 12 öffentliche Repos, Kontoalter ca. 1 Jahre
Verwendete Eingangsdaten
followers388
owner_typeOrganization
is_verified
owner_loginMinishLab
public_repos12
account_age_days724

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 67 Tagen
20/20Versionshistorie — 26 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesmodel2vec
ecosystemspypi
any_deprecatednein
min_days_since_publish67

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

92Exzellent · 19 % des Gesamtindex

Engineering-Praktiken

94Außergewöhnlich
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://minish.ai/packages/model2vec/introduction
10/10Repository-Beschreibung
10/10Topics — 8 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsembeddings, machine-learning, model2vec, nlp, python, sentence-transformers, ai, word-embeddings
has_wikinein
homepagehttps://minish.ai/packages/model2vec/introduction
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

58Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5Code-Review — Found 20/30 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
3.8/7.5Maintained — 5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
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
0/7.5Vulnerabilities — 16 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,8
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

Abhängigkeits-Advisories

100Außergewöhnlich
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_packages21
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:model2vec@0.8.2 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 21 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

63Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 100 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — model2vec/py.typed
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfilenein
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configsmodel2vec/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (model2vec/py.typed)
55/55Handhabbare Dateigrößen — 0/43 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes22.537
source_files_sampled43
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

2.172GitHub-Sterne
11Mitwirkende
47Commits, letzte 12 Monate
1Tage seit letztem Push
26Releases
1Bus-Faktor
2offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 122 ⇿
0Sterne
122Forks
23Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

0255075100125122172024-092025-082026-07
Major 0Minor 7Patch 16

Jeder Punkt umfasst 2 Tage.

OpenSSF Scorecard 4.8 / 10
4.8Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-04 16:20 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 20/30 approved changesets -- score normalized to 6
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
5Maintained5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
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
0Vulnerabilities16 existing vulnerabilities detected
Direkte Abhängigkeiten 6
RegistryPaketVersionsvorgabeManifest
PyPIjinja2pyproject.toml
PyPIjoblibpyproject.toml
PyPInumpypyproject.toml
PyPIsafetensorspyproject.toml
PyPItokenizers>=0.20pyproject.toml
PyPItqdmpyproject.toml
Alle Abhängigkeiten 108

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 7 direkte und 101 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIjinja23.1.6direkt
PyPIjoblib1.5.3direkt
PyPInumpy2.2.6direkt
PyPInumpy2.4.3direkt
PyPIsafetensors0.7.0direkt
PyPItokenizers0.22.2direkt
PyPItqdm4.67.3direkt
PyPIannotated-doc0.0.4indirekt
PyPIannotated-types0.7.0indirekt
PyPIanyio4.13.0indirekt
PyPIasttokens3.0.1indirekt
PyPIcertifi2026.2.25indirekt
PyPIcfgv3.5.0indirekt
PyPIclick8.3.1indirekt
PyPIcolorama0.4.6indirekt
PyPIcoverage7.13.5indirekt
PyPIcuda-bindings12.9.4indirekt
PyPIcuda-pathfinder1.5.0indirekt
PyPIdecorator5.2.1indirekt
PyPIdistlib0.4.0indirekt
PyPIexceptiongroup1.3.1indirekt
PyPIexecuting2.2.1indirekt
PyPIfilelock3.25.2indirekt
PyPIfsspec2026.2.0indirekt
PyPIh110.16.0indirekt
PyPIhf-xet1.4.2indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttpx0.28.1indirekt
PyPIhuggingface-hub1.8.0indirekt
PyPIidentify2.6.18indirekt
PyPIidna3.11indirekt
PyPIiniconfig2.3.0indirekt
PyPIipython8.39.0indirekt
PyPIipython9.10.1indirekt
PyPIipython9.12.0indirekt
PyPIipython-pygments-lexers1.1.1indirekt
PyPIjedi0.19.2indirekt
PyPIlibrt0.8.1indirekt
PyPImarkdown-it-py4.0.0indirekt
PyPImarkupsafe3.0.3indirekt
PyPImatplotlib-inline0.2.1indirekt
PyPImdurl0.1.2indirekt
PyPIml-dtypes0.5.4indirekt
PyPImpmath1.3.0indirekt
PyPImypy1.19.1indirekt
PyPImypy-extensions1.1.0indirekt
PyPInetworkx3.4.2indirekt
PyPInetworkx3.6.1indirekt
PyPInodeenv1.10.0indirekt
PyPInvidia-cublas-cu1212.8.4.1indirekt
PyPInvidia-cuda-cupti-cu1212.8.90indirekt
PyPInvidia-cuda-nvrtc-cu1212.8.93indirekt
PyPInvidia-cuda-runtime-cu1212.8.90indirekt
PyPInvidia-cudnn-cu129.10.2.21indirekt
PyPInvidia-cufft-cu1211.3.3.83indirekt
PyPInvidia-cufile-cu121.13.1.3indirekt
PyPInvidia-curand-cu1210.3.9.90indirekt
PyPInvidia-cusolver-cu1211.7.3.90indirekt
PyPInvidia-cusparse-cu1212.5.8.93indirekt
PyPInvidia-cusparselt-cu120.7.1indirekt
PyPInvidia-nccl-cu122.27.5indirekt
PyPInvidia-nvjitlink-cu1212.8.93indirekt
PyPInvidia-nvshmem-cu123.4.5indirekt
PyPInvidia-nvtx-cu1212.8.90indirekt
PyPIonnx1.20.1indirekt
PyPIpackaging26.0indirekt
PyPIparso0.8.6indirekt
PyPIpathspec1.0.4indirekt
PyPIpexpect4.9.0indirekt
PyPIplatformdirs4.9.4indirekt
PyPIpluggy1.6.0indirekt
PyPIpre-commit4.5.1indirekt
PyPIprettytable3.17.0indirekt
PyPIprompt-toolkit3.0.52indirekt
PyPIprotobuf7.34.1indirekt
PyPIptyprocess0.7.0indirekt
PyPIpure-eval0.2.3indirekt
PyPIpydantic2.12.5indirekt
PyPIpydantic-core2.41.5indirekt
PyPIpygments2.19.2indirekt
PyPIpytest9.0.2indirekt
PyPIpytest-cov7.1.0indirekt
PyPIpython-discovery1.2.1indirekt
PyPIpyyaml6.0.3indirekt
PyPIregex2026.2.28indirekt
PyPIrich14.3.3indirekt
PyPIruff0.15.8indirekt
PyPIscikit-learn1.7.2indirekt
PyPIscikit-learn1.8.0indirekt
PyPIscipy1.15.3indirekt
PyPIscipy1.17.1indirekt
PyPIsetuptools82.0.1indirekt
PyPIshellingham1.5.4indirekt
PyPIskeletoken0.3.3indirekt
PyPIskops0.13.0indirekt
PyPIstack-data0.6.3indirekt
PyPIsympy1.14.0indirekt
PyPIthreadpoolctl3.6.0indirekt
PyPItomli2.4.1indirekt
PyPItorch2.10.0indirekt
PyPItraitlets5.14.3indirekt
PyPItransformers5.3.0indirekt
PyPItriton3.6.0indirekt
PyPItyper0.24.1indirekt
PyPItyping-extensions4.15.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPIvirtualenv21.2.0indirekt
PyPIwcwidth0.6.0indirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:model2vec@0.8.2 zieht 21 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
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          "headline": "feat: faster loading if model already cached (#278)",
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          "headline": "fix: distillation for models without card (#248)",
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          "body": "* Added multilingual results\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme\n\n* Updated readme",
          "is_bot": false,
          "headline": "docs: Added multilingual results (#247)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
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          "body": "* feat: allow passing validation set explicitly\n\n* fix: typing\n\n* fix: input validation\n\n* add tests, extra check, pre-commit\n\n---------\n\nCo-authored-by: stephantul <stephantul@gmail.com>",
          "is_bot": false,
          "headline": "feat: allow passing validation set explicitly (#245)",
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          "body": "* feat: update lock\n\n* pin transformers",
          "is_bot": false,
          "headline": "feat: update lock (#246)",
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          "headline": "fix: remove direct dependency on specific hf utils (#244)",
          "author_name": "Stephan Tulkens",
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          "headline": "fix: add default arg for push_to_hub (#240)",
          "author_name": "Stephan Tulkens",
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          "headline": "Fix dates in README.md (#238)",
          "author_name": "Thomas van Dongen",
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          "body": "The new link is:\r\nhttps://github.com/chonkie-inc/chonkie",
          "is_bot": false,
          "headline": "docs: update chonkie link on tutorial readme (#235)",
          "author_name": "Italo A.",
          "author_login": "iaurg",
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          "headline": "increment version (#232)",
          "author_name": "Stephan Tulkens",
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          "body": "* docs\n\n* add dim",
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          "headline": "fix: precision during training (#228)",
          "author_name": "Stephan Tulkens",
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          "headline": "fix 0 score in evaluate (#226)",
          "author_name": "Stephan Tulkens",
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          "committed_at": "2025-04-28T08:06:54Z",
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          "body": "* fix: issues with unk and pad\n\n* fix tests\n\n* upper case deprecated\n\n* Clearify code\n\n* fix: separate tokenizers",
          "is_bot": false,
          "headline": "fix: issues with unk and pad (#225)",
          "author_name": "Stephan Tulkens",
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          "headline": "fix: typing issues, bug in infernece (#224)",
          "author_name": "Stephan Tulkens",
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          "body": null,
          "is_bot": false,
          "headline": "feat: track token provenance (#222)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-25T06:26:58Z",
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          "is_bot": false,
          "headline": "feat: faster inference for large vocab (#221)",
          "author_name": "Stephan Tulkens",
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          "committed_at": "2025-04-24T17:51:49Z",
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          "body": "* Added quantization for from_sentence_transformers\n\n* Updates\n\n* feat: remove flag argument (#220)\n\n* feat: remove flag argument\n\n* fix typing\n\n* add future anns\n\n---------\n\nCo-authored-by: Stephan Tulkens <stephantul@gmail.com>",
          "is_bot": false,
          "headline": "feat: Added quantization for from_sentence_transformers (#219)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
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          "is_bot": false,
          "headline": "feat: add subfolder loading (#218)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-22T11:11:27Z",
          "body_truncated": false,
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          "body": "* feat: add quantization\n\n* add comment",
          "is_bot": false,
          "headline": "feat: add quantization (#217)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-21T16:47:10Z",
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          "is_bot": false,
          "headline": "feat: add dimensionality during loading (#216)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
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          "is_bot": false,
          "headline": "fix: pretokenize tokens before checking vocabulary (#215)",
          "author_name": "Stephan Tulkens",
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          "is_bot": false,
          "headline": "feat: Added py typed file (#214)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-04-21T07:58:19Z",
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          "is_bot": false,
          "headline": "fix bibtex (#208)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-10T12:24:35Z",
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        {
          "oid": "844c3fa2b5083491deca668670824c104b3e846b",
          "body": "* rewrite backend\n\n* fixes, clean-up\n\n* fix multiword, clean\n\n* add pad token\n\n* fix tests\n\n* Fix backend\n\n* comments/docstring",
          "is_bot": false,
          "headline": "rewrite backend (#207)",
          "author_name": "Stephan Tulkens",
          "author_login": "stephantul",
          "committed_at": "2025-04-09T14:44:17Z",
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        {
          "oid": "a00aaaba56fd209d429e0af93d90a3ac206b47c6",
          "body": "Add \"chonkie[semantic]\" to the installs and add the new chunking params",
          "is_bot": false,
          "headline": "fix: Updated semantic chunking tutorial",
          "author_name": "Bhavnick Minhas",
          "author_login": "bhavnicksm",
          "committed_at": "2025-03-02T12:56:42Z",
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        {
          "oid": "de70624a9d28fc9de21862b0acf0aec808b07cb5",
          "body": "* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Fixed merge conflict\r\n\r\n* Updated version\r\n\r\n* Updated version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* bumped version\r\n\r\n* Bumped version\r\n\r\n* Bumped version\r\n\r\n* Bump version",
          "is_bot": false,
          "headline": "Bump version (#204)",
          "author_name": "Thomas van Dongen",
          "author_login": "Pringled",
          "committed_at": "2025-02-28T07:26:03Z",
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        },
        {
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                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 20/30 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "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": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "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": "16 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:model2vec@0.8.2 runtime dependency closure — what installing the published package pulls in — 21 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:model2vec@0.8.2",
                  "assessed": 21
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 21,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 21,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 21
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 63,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "model2vec/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": "model2vec/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "model2vec/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 22537,
              "source_files_sampled": 43,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (model2vec/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "model2vec/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/43 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 43,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "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? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 12,
        "notebook": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "declared",
          "label": "library",
          "source": "pypi.classifier:Topic :: Software Development :: Libraries",
          "weight": 6
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "library"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T16:20:36.040248Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MinishLab/model2vec.svg",
  "full_name": "MinishLab/model2vec",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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