Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-16 03:39 UTC
iowarp / clio-kit
Bringing AI practically to science!
iowarp/clio-kit erreicht einen Gesundheitsindex von 67 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (83/100) ab, am schwächsten bei Security (44/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
67
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
67
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
IOWarpOrganisation
18 Follower13 öffentliche Reposseit Sept. 2024
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | clio-kit | 2.4.8 | 3.845 | 20 | vor 0 Tagen | ai-agentshdf5hpcllm-toolsmcpmodel-context-protocolparquetresearch-toolsscientific-computingslurm |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
80
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 9.7/36 | Commit-Rhythmus — 14/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 583 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 583 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
Release-Disziplin
90Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 23 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 0 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 0,6 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Verwendete Eingangsdaten
| releases_count | 23 |
| latest_release_tag | v2.4.8 |
| releases_from_tags | nein |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0,6 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
54
Popularität & Verbreitung
37Gefährdet
Wie die Bewertung erfolgt
| 22.4/60 | Stars — 25 Stars |
| 11.5/25 | Forks — 25 Forks |
| 2.7/15 | Watcher — 4 Watcher |
Verwendete Eingangsdaten
| forks | 25 |
| stars | 25 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
70Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (BSD-3-Clause) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Wie die Bewertung erfolgt
| 47.8/80 | Downloads pro Monat — 3.845 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | clio-kit |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3.845 |
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?
67
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 15.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 31 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 24 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 24 |
| top_contributor_share | 0,31 |
Wie die Bewertung erfolgt
| 36.6/46.8 | Issue-Lösungsquote — 78 % der Issues geschlossen |
| 25.6/38.3 | PR-Annahme — 142/212 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 142 |
| open_issues | 20 |
| closed_issues | 72 |
| issue_closed_ratio | 0,783 |
| closed_unmerged_prs | 70 |
Eigentümerschaft & Trägerschaft
51Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 9.2/25 | Reichweite des Inhabers — 18 Follower von iowarp |
| 12/25 | Kontohistorie — 13 öffentliche Repos, Kontoalter ca. 1 Jahre |
Verwendete Eingangsdaten
| followers | 18 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iowarp |
| public_repos | 13 |
| account_age_days | 667 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen |
| 20/20 | Versionshistorie — 20 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | clio-kit |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
83
Engineering-Praktiken
88Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 5 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 14/20 | OpenSSF Scorecard: CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — http://toolkit.iowarp.ai/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 8 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | ai4hpc, ai4science, hpc, hpc-ai, mcp, mcp-tools, clio, clio-kit |
| has_wiki | ja |
| homepage | http://toolkit.iowarp.ai/ |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
44
Sicherheitslage
44Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 1.8/2.5 | CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3.8/7.5 | Vulnerabilities — 5 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4,4 |
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.
64
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — CLAUDE.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 18.852 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
AI-Code-Lesbarkeit für Modelle
54Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 54.3/55 | Handhabbare Dateigrößen — 6/493 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 122.897 |
| source_files_sampled | 493 |
| oversized_source_files | 6 |
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | ja |
| api_schema_files | — |
Eckdaten
25GitHub-Sterne
24Mitwirkende
583Commits, letzte 12 Monate
0Tage seit letztem Push
23Releases
2Bus-Faktor
20offene Issues
npm, PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Could not fetch pypi package 'clio-agentic-search' from its registry
Weitere Details
OpenSSF Scorecard 4.4 / 10
4.4Gesamtwert
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 7 | CI-Tests | 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/25 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 5 | Vulnerabilities | 5 existing vulnerabilities detected |
Direkte Abhängigkeiten 13
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | duckdb | >=1.1.0,<2.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | fastapi | >=0.139.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | uvicorn | >=0.30.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | tenacity | >=8.2.0,<10.0.0 | clio-agentic-search/pyproject.toml |
| npm | @docusaurus/core | 3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/preset-classic | 3.8.1 | clio-kit-website/package.json |
| npm | @mdx-js/react | ^3.0.0 | clio-kit-website/package.json |
| npm | clsx | ^2.0.0 | clio-kit-website/package.json |
| npm | prism-react-renderer | ^2.3.0 | clio-kit-website/package.json |
| npm | react | ^19.0.0 | clio-kit-website/package.json |
| npm | react-dom | ^19.0.0 | clio-kit-website/package.json |
| PyPI | click | >=8.3.3 | pyproject.toml |
Alle Abhängigkeiten 379
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 17 direkte und 362 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| npm | @docusaurus/core | 3.8.1 | direkt |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | direkt |
| npm | @docusaurus/preset-classic | 3.8.1 | direkt |
| npm | @mdx-js/react | ^3.0.0 | direkt |
| npm | clsx | ^2.0.0 | direkt |
| npm | prism-react-renderer | ^2.3.0 | direkt |
| npm | react | ^19.0.0 | direkt |
| npm | react-dom | ^19.0.0 | direkt |
| PyPI | click | 8.4.1 | direkt |
| PyPI | click | 8.4.2 | direkt |
| PyPI | duckdb | 1.4.4 | direkt |
| PyPI | fastapi | — | direkt |
| PyPI | fastapi | 0.139.0 | direkt |
| PyPI | tenacity | 9.1.4 | direkt |
| PyPI | uvicorn | 0.41.0 | direkt |
| PyPI | uvicorn | 0.49.0 | direkt |
| PyPI | uvicorn | 0.51.0 | direkt |
| npm | @docusaurus/module-type-aliases | 3.8.1 | indirekt |
| npm | @docusaurus/types | 3.8.1 | indirekt |
| npm | webpack | 5.99.9 | indirekt |
| PyPI | adios-mcp | 1.0.0 | indirekt |
| PyPI | adios2 | 2.11.0.1012 | indirekt |
| PyPI | affine | 2.4.0 | indirekt |
| PyPI | aiofile | 3.11.1 | indirekt |
| PyPI | aiofile | 3.9.0 | indirekt |
| PyPI | aiofiles | 25.1.0 | indirekt |
| PyPI | aiohappyeyeballs | 2.6.1 | indirekt |
| PyPI | aiohttp | 3.14.1 | indirekt |
| PyPI | aiosignal | 1.4.0 | indirekt |
| PyPI | annotated-doc | 0.0.4 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anthropic | — | indirekt |
| PyPI | anyio | 4.12.1 | indirekt |
| PyPI | anyio | 4.13.0 | indirekt |
| PyPI | anyio | 4.14.1 | indirekt |
| PyPI | anyio | 4.14.2 | indirekt |
| PyPI | arxiv-mcp | 1.0.0 | indirekt |
| PyPI | ast-serialize | 0.5.0 | indirekt |
| PyPI | ast-serialize | 0.6.0 | indirekt |
| PyPI | async-timeout | 5.0.1 | indirekt |
| PyPI | asyncio | — | indirekt |
| PyPI | attrs | 25.4.0 | indirekt |
| PyPI | attrs | 26.1.0 | indirekt |
| PyPI | authlib | 1.7.2 | indirekt |
| PyPI | backports-asyncio-runner | 1.2.0 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | beartype | 0.22.9 | indirekt |
| PyPI | black | 26.5.1 | indirekt |
| PyPI | blosc2 | 4.3.3 | indirekt |
| PyPI | blosc2 | 4.8.0 | indirekt |
| PyPI | boolean-py | 5.0 | indirekt |
| PyPI | build | 1.4.0 | indirekt |
| PyPI | cachecontrol | 0.14.4 | indirekt |
| PyPI | cachetools | 7.0.1 | indirekt |
| PyPI | cachetools | 7.1.4 | indirekt |
| PyPI | caio | 0.9.25 | indirekt |
| PyPI | certifi | 2026.1.4 | indirekt |
| PyPI | certifi | 2026.5.20 | indirekt |
| PyPI | certifi | 2026.6.17 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | cffi | 2.1.0 | indirekt |
| PyPI | cfgv | 3.5.0 | indirekt |
| PyPI | charset-normalizer | 3.4.4 | indirekt |
| PyPI | charset-normalizer | 3.4.7 | indirekt |
| PyPI | charset-normalizer | 3.4.9 | indirekt |
| PyPI | chronolog-mcp | 1.0.0 | indirekt |
| PyPI | click-plugins | 1.1.1.2 | indirekt |
| PyPI | cligj | 0.7.2 | indirekt |
| PyPI | clio-agentic-search | 0.1.0 | indirekt |
| PyPI | clio-kit | 2.4.8 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | compression-mcp | 1.0.0 | indirekt |
| PyPI | contextily | 1.7.0 | indirekt |
| PyPI | contourpy | 1.3.2 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | coverage | 7.13.4 | indirekt |
| PyPI | coverage | 7.14.1 | indirekt |
| PyPI | coverage | 7.15.0 | indirekt |
| PyPI | cryptography | 49.0.0 | indirekt |
| PyPI | cuda-bindings | 12.9.4 | indirekt |
| PyPI | cuda-pathfinder | 1.3.4 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | cyclonedx-python-lib | 11.11.0 | indirekt |
| PyPI | cyclonedx-python-lib | 11.6.0 | indirekt |
| PyPI | cyclopts | 4.16.1 | indirekt |
| PyPI | cyclopts | 4.21.0 | indirekt |
| PyPI | cyclopts | 4.5.4 | indirekt |
| PyPI | darshan-mcp | 1.0.0 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | distlib | 0.4.0 | indirekt |
| PyPI | distro | 1.9.0 | indirekt |
| PyPI | dnspython | 2.8.0 | indirekt |
| PyPI | docstring-parser | 0.17.0 | indirekt |
| PyPI | docstring-parser | 0.18.0 | indirekt |
| PyPI | docutils | 0.22.4 | indirekt |
| PyPI | email-validator | 2.3.0 | indirekt |
| PyPI | et-xmlfile | 2.0.0 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | fastmcp | — | indirekt |
| PyPI | fastmcp | 3.4.2 | indirekt |
| PyPI | fastmcp | 3.4.4 | indirekt |
| PyPI | fastmcp-slim | 3.4.2 | indirekt |
| PyPI | fastmcp-slim | 3.4.4 | indirekt |
| PyPI | filelock | 3.24.3 | indirekt |
| PyPI | filelock | 3.29.7 | indirekt |
| PyPI | fonttools | 4.61.1 | indirekt |
| PyPI | fonttools | 4.63.0 | indirekt |
| PyPI | frozenlist | 1.8.0 | indirekt |
| PyPI | fsspec | 2026.2.0 | indirekt |
| PyPI | geo-mcp | 1.0.1 | indirekt |
| PyPI | geographiclib | 2.1 | indirekt |
| PyPI | geojson-mcp | 1.0.0 | indirekt |
| PyPI | geopandas | 1.1.3 | indirekt |
| PyPI | geopy | 2.4.1 | indirekt |
| PyPI | google-auth | 2.48.0 | indirekt |
| PyPI | google-genai | — | indirekt |
| PyPI | google-genai | 1.64.0 | indirekt |
| PyPI | google-generativeai | — | indirekt |
| PyPI | googleapis-common-protos | 1.72.0 | indirekt |
| PyPI | griffelib | 2.0.2 | indirekt |
| PyPI | griffelib | 2.1.0 | indirekt |
| PyPI | grpcio | 1.82.1 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | h2 | 4.3.0 | indirekt |
| PyPI | h5py | 3.15.1 | indirekt |
| PyPI | hdf5-mcp | 1.0.0 | indirekt |
| PyPI | hf-xet | 1.2.0 | indirekt |
| PyPI | hnswlib | 0.8.0 | indirekt |
| PyPI | hpack | 4.2.0 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | — | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | httpx-sse | 0.4.3 | indirekt |
| PyPI | huggingface-hub | 1.4.1 | indirekt |
| PyPI | hyperframe | 6.1.0 | indirekt |
| PyPI | identify | 2.6.16 | indirekt |
| PyPI | idna | 3.18 | indirekt |
| PyPI | importlib-metadata | 8.7.1 | indirekt |
| PyPI | importlib-metadata | 9.0.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | isort | 8.0.1 | indirekt |
| PyPI | jaraco-classes | 3.4.0 | indirekt |
| PyPI | jaraco-context | 6.1.0 | indirekt |
| PyPI | jaraco-context | 6.1.2 | indirekt |
| PyPI | jaraco-functools | 4.4.0 | indirekt |
| PyPI | jaraco-functools | 4.5.0 | indirekt |
| PyPI | jaraco-functools | 4.6.0 | indirekt |
| PyPI | jarvis-cd | 1.3.5 | indirekt |
| PyPI | jarvis-mcp | 3.1.1 | indirekt |
| PyPI | jeepney | 0.9.0 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | joblib | 1.5.3 | indirekt |
| PyPI | joserfc | 1.7.0 | indirekt |
| PyPI | joserfc | 1.7.1 | indirekt |
| PyPI | joserfc | 1.7.3 | indirekt |
| PyPI | jsonref | 1.1.0 | indirekt |
| PyPI | jsonschema | 4.26.0 | indirekt |
| PyPI | jsonschema-path | 0.4.1 | indirekt |
| PyPI | jsonschema-path | 0.5.0 | indirekt |
| PyPI | jsonschema-specifications | 2025.9.1 | indirekt |
| PyPI | keyring | 25.7.0 | indirekt |
| PyPI | kiwisolver | 1.4.9 | indirekt |
| PyPI | kiwisolver | 1.5.0 | indirekt |
| PyPI | laspy | 2.7.0 | indirekt |
| PyPI | librt | 0.11.0 | indirekt |
| PyPI | librt | 0.13.0 | indirekt |
| PyPI | librt | 0.8.1 | indirekt |
| PyPI | license-expression | 30.4.4 | indirekt |
| PyPI | lmod-mcp | 1.0.0 | indirekt |
| PyPI | markdown-it-py | 4.0.0 | indirekt |
| PyPI | markdown-it-py | 4.2.0 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | matplotlib | 3.10.8 | indirekt |
| PyPI | matplotlib | 3.10.9 | indirekt |
| PyPI | mcp | — | indirekt |
| PyPI | mcp | 1.26.0 | indirekt |
| PyPI | mcp | 1.27.2 | indirekt |
| PyPI | mcp | 1.28.1 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mercantile | 1.2.1 | indirekt |
| PyPI | more-itertools | 10.8.0 | indirekt |
| PyPI | more-itertools | 11.1.0 | indirekt |
| PyPI | mpmath | 1.3.0 | indirekt |
| PyPI | msgpack | 1.2.1 | indirekt |
| PyPI | multidict | 6.7.1 | indirekt |
| PyPI | mypy | 1.19.1 | indirekt |
| PyPI | mypy | 2.1.0 | indirekt |
| PyPI | mypy | 2.2.0 | indirekt |
| PyPI | mypy | 2.3.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | ndindex | 1.10.1 | indirekt |
| PyPI | ndp-mcp | 1.0.0 | indirekt |
| PyPI | networkx | 3.6.1 | indirekt |
| PyPI | node-hardware-mcp | 1.0.0 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | numexpr | 2.14.1 | indirekt |
| PyPI | numpy | 1.26.4 | indirekt |
| PyPI | numpy | 2.2.6 | indirekt |
| PyPI | numpy | 2.4.2 | indirekt |
| PyPI | numpy | 2.4.6 | indirekt |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | indirekt |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | indirekt |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | indirekt |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | indirekt |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | indirekt |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | indirekt |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | indirekt |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | indirekt |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | indirekt |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | indirekt |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | indirekt |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | indirekt |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | indirekt |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | indirekt |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | indirekt |
| PyPI | ollama | — | indirekt |
| PyPI | openai | — | indirekt |
| PyPI | openapi-pydantic | 0.5.1 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | opentelemetry-api | 1.39.1 | indirekt |
| PyPI | opentelemetry-api | 1.42.1 | indirekt |
| PyPI | opentelemetry-api | 1.43.0 | indirekt |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.39.1 | indirekt |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.39.1 | indirekt |
| PyPI | opentelemetry-proto | 1.39.1 | indirekt |
| PyPI | opentelemetry-sdk | 1.39.1 | indirekt |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | indirekt |
| PyPI | packageurl-python | 0.17.6 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | packaging | 26.2 | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | pandas | 2.3.3 | indirekt |
| PyPI | pandas | 3.0.1 | indirekt |
| PyPI | pandas | 3.0.3 | indirekt |
| PyPI | pandas-mcp | 1.0.0 | indirekt |
| PyPI | parallel-sort-mcp | 1.0.0 | indirekt |
| PyPI | paraview-mcp | 1.0.0 | indirekt |
| PyPI | parquet-mcp | 1.0.0 | indirekt |
| PyPI | pathable | 0.5.0 | indirekt |
| PyPI | pathable | 0.6.0 | indirekt |
| PyPI | pathspec | 1.0.4 | indirekt |
| PyPI | pathspec | 1.1.1 | indirekt |
| PyPI | pillow | 12.3.0 | indirekt |
| PyPI | pip | 26.1.2 | indirekt |
| PyPI | pip-api | 0.0.34 | indirekt |
| PyPI | pip-audit | 2.10.0 | indirekt |
| PyPI | pip-audit | 2.10.1 | indirekt |
| PyPI | pip-requirements-parser | 32.0.1 | indirekt |
| PyPI | platformdirs | 4.10.0 | indirekt |
| PyPI | platformdirs | 4.9.2 | indirekt |
| PyPI | plot-mcp | 1.0.0 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | podman-compose | 1.6.0 | indirekt |
| PyPI | pre-commit | 4.5.1 | indirekt |
| PyPI | prometheus-client | 0.24.1 | indirekt |
| PyPI | propcache | 0.4.1 | indirekt |
| PyPI | protobuf | 6.33.5 | indirekt |
| PyPI | psutil | 7.2.2 | indirekt |
| PyPI | py-cpuinfo | 9.0.0 | indirekt |
| PyPI | py-key-value-aio | 0.4.4 | indirekt |
| PyPI | py-key-value-aio | 0.4.5 | indirekt |
| PyPI | py-serializable | 2.1.0 | indirekt |
| PyPI | pyarrow | 23.0.1 | indirekt |
| PyPI | pyarrow | 25.0.0 | indirekt |
| PyPI | pyasn1 | 0.6.4 | indirekt |
| PyPI | pyasn1-modules | 0.4.2 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydantic | 2.12.5 | indirekt |
| PyPI | pydantic | 2.13.4 | indirekt |
| PyPI | pydantic-core | 2.41.5 | indirekt |
| PyPI | pydantic-core | 2.46.4 | indirekt |
| PyPI | pydantic-settings | 2.14.2 | indirekt |
| PyPI | pygments | 2.20.0 | indirekt |
| PyPI | pyjwt | 2.13.0 | indirekt |
| PyPI | pyogrio | 0.12.1 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyperclip | 1.11.0 | indirekt |
| PyPI | pyproj | 3.7.1 | indirekt |
| PyPI | pyproj | 3.7.2 | indirekt |
| PyPI | pyproject-hooks | 1.2.0 | indirekt |
| PyPI | pytest | 9.0.3 | indirekt |
| PyPI | pytest | 9.1.1 | indirekt |
| PyPI | pytest-asyncio | — | indirekt |
| PyPI | pytest-asyncio | 1.3.0 | indirekt |
| PyPI | pytest-asyncio | 1.4.0 | indirekt |
| PyPI | pytest-benchmark | 5.2.3 | indirekt |
| PyPI | pytest-cov | 7.0.0 | indirekt |
| PyPI | pytest-cov | 7.1.0 | indirekt |
| PyPI | pytest-httpx | 0.36.0 | indirekt |
| PyPI | pytest-timeout | 2.4.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-dotenv | — | indirekt |
| PyPI | python-dotenv | 1.2.2 | indirekt |
| PyPI | python-multipart | 0.0.32 | indirekt |
| PyPI | pytokens | 0.4.1 | indirekt |
| PyPI | pytz | 2025.2 | indirekt |
| PyPI | pytz | 2026.2 | indirekt |
| PyPI | pywin32 | 311 | indirekt |
| PyPI | pywin32 | 312 | indirekt |
| PyPI | pywin32-ctypes | 0.2.3 | indirekt |
| PyPI | pyyaml | — | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | rasterio | 1.4.4 | indirekt |
| PyPI | rasterio | 1.5.0 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | regex | 2026.2.19 | indirekt |
| PyPI | requests | 2.34.2 | indirekt |
| PyPI | rich | 14.3.3 | indirekt |
| PyPI | rich | 15.0.0 | indirekt |
| PyPI | rich-rst | 1.3.2 | indirekt |
| PyPI | rich-rst | 2.0.1 | indirekt |
| PyPI | rich-rst | 2.1.0 | indirekt |
| PyPI | rpds-py | 0.30.0 | indirekt |
| PyPI | rpds-py | 2026.5.1 | indirekt |
| PyPI | rpds-py | 2026.6.3 | indirekt |
| PyPI | rsa | 4.9.1 | indirekt |
| PyPI | ruff | 0.15.16 | indirekt |
| PyPI | ruff | 0.15.2 | indirekt |
| PyPI | ruff | 0.15.21 | indirekt |
| PyPI | sac-mcp | 1.0.0 | indirekt |
| PyPI | safetensors | 0.7.0 | indirekt |
| PyPI | scientific-catalog-mcp | 1.0.0 | indirekt |
| PyPI | scikit-learn | 1.8.0 | indirekt |
| PyPI | scipy | 1.15.3 | indirekt |
| PyPI | scipy | 1.17.0 | indirekt |
| PyPI | scipy | 1.17.1 | indirekt |
| PyPI | seaborn | 0.13.2 | indirekt |
| PyPI | secretstorage | 3.5.0 | indirekt |
| PyPI | seismic-mcp | 1.0.0 | indirekt |
| PyPI | sentence-transformers | 5.2.3 | indirekt |
| PyPI | setuptools | 82.0.0 | indirekt |
| PyPI | shapely | 2.1.2 | indirekt |
| PyPI | shellingham | 1.5.4 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | slurm-mcp | 1.0.0 | indirekt |
| PyPI | sniffio | 1.3.1 | indirekt |
| PyPI | sortedcontainers | 2.4.0 | indirekt |
| PyPI | spack-mcp | 1.0.0 | indirekt |
| PyPI | sse-starlette | 3.2.0 | indirekt |
| PyPI | sse-starlette | 3.4.4 | indirekt |
| PyPI | sse-starlette | 3.4.5 | indirekt |
| PyPI | starlette | 1.3.1 | indirekt |
| PyPI | sympy | 1.14.0 | indirekt |
| PyPI | tables | 3.10.1 | indirekt |
| PyPI | tables | 3.11.1 | indirekt |
| PyPI | terrain-mcp | 1.0.0 | indirekt |
| PyPI | threadpoolctl | 3.6.0 | indirekt |
| PyPI | tokenizers | 0.22.2 | indirekt |
| PyPI | tomli | 2.4.0 | indirekt |
| PyPI | tomli | 2.4.1 | indirekt |
| PyPI | tomli-w | 1.2.0 | indirekt |
| PyPI | torch | 2.10.0 | indirekt |
| PyPI | tqdm | 4.67.3 | indirekt |
| PyPI | transformers | 5.2.0 | indirekt |
| PyPI | triton | 3.6.0 | indirekt |
| PyPI | typer | 0.24.1 | indirekt |
| PyPI | typer-slim | 0.24.0 | indirekt |
| PyPI | types-aiofiles | 25.1.0.20251011 | indirekt |
| PyPI | types-psutil | 7.2.2.20260518 | indirekt |
| PyPI | types-requests | 2.32.4.20260107 | indirekt |
| PyPI | typing-extensions | 4.15.0 | indirekt |
| PyPI | typing-extensions | 4.16.0 | indirekt |
| PyPI | typing-inspection | 0.4.2 | indirekt |
| PyPI | tzdata | 2025.3 | indirekt |
| PyPI | tzdata | 2026.2 | indirekt |
| PyPI | tzdata | 2026.3 | indirekt |
| PyPI | uncalled-for | 0.3.2 | indirekt |
| PyPI | urllib3 | 2.7.0 | indirekt |
| PyPI | virtualenv | 20.38.0 | indirekt |
| PyPI | watchfiles | 1.1.1 | indirekt |
| PyPI | watchfiles | 1.2.0 | indirekt |
| PyPI | websockets | 15.0.1 | indirekt |
| PyPI | websockets | 16.0 | indirekt |
| PyPI | websockets | 16.1 | indirekt |
| PyPI | xlrd | 2.0.2 | indirekt |
| PyPI | xyzservices | 2026.3.0 | indirekt |
| PyPI | yarl | 1.22.0 | indirekt |
| PyPI | zipp | 3.23.0 | indirekt |
| PyPI | zipp | 4.1.0 | indirekt |
JSON-Rohbericht maschinenlesbar
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}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.11.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.