Öffentliches RegisterAußergewöhnlich
Software-GesundheitsberichtSchema 0.30.0 · Metriken 2.5.0 · 2026-08-04 02:14 UTC
maziyarpanahi / openmed
Local-first healthcare AI: clinical NER & HIPAA PII de-identification that runs 100% on-device. 2,200+ medical models, 21 languages, Apple MLX + Python, no cloud, no patient data leaving your network. Apache-2.0
maziyarpanahi/openmed erreicht einen Gesundheitsindex von 95 von 100 und liegt damit im Bereich Außergewöhnlich. Am stärksten schneidet es bei Engineering Quality (100/100) ab, am schwächsten bei Security (62/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
95
gesamt / 100Software-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.
95
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)
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 82 wird auf der veröffentlichten Indexskala auf 95 kalibriert (Register-Kalibrierung 2026-08-02).
Eigentümerschaft
Maziyar PanahiPersönliches Konto
1.238 Follower40 öffentliche Reposseit Okt. 2013@ISCPIF
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | openmed | 2.0.0 | 3.961.388 | 46 | vor 6 Tagen | llmnlpbiomedicalclinicalhealthcaremedicalmedical-llmsmedical-nermedical-nlpmedical-de-identificationmedical-extractionmedical-language-modelsmedical-reasoningnatural-language-processing |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
91
Entwicklungsaktivität
91Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 27/36 | Commit-Rhythmus — 39/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 3.537 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 3.537 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
Release-Disziplin
91Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 40 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 6 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 7,5 Tage |
| 1/10 | OpenSSF Scorecard: Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
Verwendete Eingangsdaten
| releases_count | 40 |
| latest_release_tag | v2.0.0 |
| releases_from_tags | nein |
| days_since_latest_release | 6 |
| mean_days_between_releases | 7,5 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
94
Popularität & Verbreitung
91Exzellent
Wie die Bewertung erfolgt
| 59.8/60 | Stars — 4.827 Stars |
| 23.1/25 | Forks — 598 Forks |
| 7.8/15 | Watcher — 26 Watcher |
Verwendete Eingangsdaten
| forks | 598 |
| stars | 4.827 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| readme_badges | 0 |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| readme_badge_services | — |
| has_pull_request_template | ja |
Ökosystem-Verbreitung (Downloads)
100Außergewöhnlich
Wie die Bewertung erfolgt
| 80/80 | Downloads pro Monat — 3.961.388 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | openmed |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3.961.388 |
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?
64
Maintainer-Resilienz (Bus-Faktor)
34Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 1.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 93 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 59 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 59 |
| top_contributor_share | 0,932 |
Wie die Bewertung erfolgt
| 32/42 | Issue-Lösungsquote — 76 % der Issues geschlossen |
| 25.1/30 | PR-Annahme — 827/989 entschiedene PRs gemergt |
| 6.5/13 | Newcomer PR acceptance — 1/2 PRs von Erstbeitragenden in 30 Tagen gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 827 |
| open_issues | 259 |
| closed_issues | 827 |
| prs_merged_7d | 55 |
| prs_decided_7d | 60 |
| prs_merged_30d | 55 |
| prs_decided_30d | 60 |
| issue_closed_ratio | 0,762 |
| closed_unmerged_prs | 162 |
| first_time_authors_30d | 2 |
| first_time_prs_merged_30d | 1 |
| first_time_prs_decided_30d | 2 |
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 22.2/25 | Reichweite des Inhabers — 1.238 Follower von maziyarpanahi |
| 23.7/25 | Kontohistorie — 40 öffentliche Repos, Kontoalter ca. 12 Jahre |
Verwendete Eingangsdaten
| followers | 1.238 |
| owner_type | User |
| is_verified | — |
| owner_login | maziyarpanahi |
| public_repos | 40 |
| account_age_days | 4.666 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Außergewöhnlich
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 6 Tagen |
| 20/20 | Versionshistorie — 46 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | openmed |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 6 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
100
Engineering-Praktiken
100Außergewöhnlich
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 26 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | ja |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
100Außergewöhnlich
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://openmed.life/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 20 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | healthcare, llm, on-device, on-premise, sovereign-ai, mlx, swift, ios, swiftui, ner, pii, pii-detection, clinical-nlp, hipaa, local-llm, nlp, python, skills, android, javascript |
| has_wiki | ja |
| homepage | https://openmed.life/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
62
Sicherheitslage
52Mittel
Wie die Bewertung erfolgt
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0.8/7.5 | Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 36 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5,2 |
Abhängigkeits-Advisories
100Außergewöhnlich
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 4 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:openmed@2.0.0 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 4 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.
83
AI-Agentenkontext & Leitlinien
85Exzellent
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — AGENTS.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 87 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,87 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 7.963 |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — Makefile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| 10/10 | Reproduzierbare Umgebung — Dockerfile, Nix, lockfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 5/8 | Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | ja |
| has_tests | ja |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | Makefile |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | android/OpenMedDemo/app/build.gradle.kts, android/OpenMedScanDemo/app/build.gradle.kts, android/build.gradle.kts, android/openmedkit/build.gradle.kts, clients/go/go.mod |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
81Exzellent
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed) |
| 53.9/55 | Handhabbare Dateigrößen — 28/1.440 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 365.758 |
| source_files_sampled | 1.440 |
| oversized_source_files | 28 |
Maschinenlesbare AI-Schnittstellen
100Außergewöhnlich
Wie die Bewertung erfolgt
| 40/40 | API-Schema (OpenAPI/GraphQL/proto) — docs/api/openapi.json, openmed/service/proto/openmed.proto |
| 20/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, notebooks |
Verwendete Eingangsdaten
| example_dirs | examples, notebooks |
| has_mcp_signal | ja |
| api_schema_files | docs/api/openapi.json, openmed/service/proto/openmed.proto |
Eckdaten
4.827GitHub-Sterne
59Mitwirkende
3.537Commits, letzte 12 Monate
0Tage seit letztem Push
40Releases
1Bus-Faktor
259offene Issues
Maven, 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
Stern- und Fork-Verlauf 0 ★ / 598 ⇿
0Sterne
598Forks
40Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 2Minor 14Patch 22
OpenSSF Scorecard 5.2 / 10
5.2Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 9 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/16 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 1 | Signed-Releases | 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 36 existing vulnerabilities detected |
Direkte Abhängigkeiten 4
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | pysbd | >=0.3.4,<0.4 | pyproject.toml |
| PyPI | faker | >=22.0 | pyproject.toml |
| PyPI | jieba | >=0.42.1,<0.43 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
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:openmed@2.0.0 zieht 4 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": [
"healthcare",
"llm",
"on-device",
"on-premise",
"sovereign-ai",
"mlx",
"swift",
"ios",
"swiftui",
"ner",
"pii",
"pii-detection",
"clinical-nlp",
"hipaa",
"local-llm",
"nlp",
"python",
"skills",
"android",
"javascript"
],
"is_fork": false,
"size_kb": 58432,
"has_wiki": true,
"homepage": "https://openmed.life/",
"languages": {
"Go": 82973,
"CSS": 269,
"Nix": 4551,
"Shell": 9559,
"Swift": 805869,
"Kotlin": 320628,
"Python": 16972278,
"Makefile": 4635,
"Dockerfile": 1686,
"TypeScript": 165444,
"Go Template": 2233,
"Rich Text Format": 110
},
"pushed_at": "2026-08-04T02:07:10Z",
"created_at": "2025-10-04T15:13:34Z",
"owner_type": "User",
"updated_at": "2026-08-04T00:13:19Z",
"description": "Local-first healthcare AI: clinical NER & HIPAA PII de-identification that runs 100% on-device. 2,200+ medical models, 21 languages, Apple MLX + Python, no cloud, no patient data leaving your network. Apache-2.0",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://maziyarpanahi.com/",
"name": "Maziyar Panahi",
"type": "User",
"login": "maziyarpanahi",
"company": "@ISCPIF",
"location": "Paris / London",
"followers": 1238,
"avatar_url": "https://avatars.githubusercontent.com/u/5762953?v=4",
"created_at": "2013-10-24T06:40:45Z",
"is_verified": null,
"public_repos": 40,
"account_age_days": 4666
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2026-07-28T09:49:51Z"
},
{
"tag": "v1.9.1",
"kind": "patch",
"published_at": "2026-07-14T21:42:19Z"
},
{
"tag": "v1.9.0",
"kind": "minor",
"published_at": "2026-07-14T11:05:45Z"
},
{
"tag": "v1.8.1",
"kind": "patch",
"published_at": "2026-07-10T22:06:38Z"
},
{
"tag": "v1.8.0",
"kind": "minor",
"published_at": "2026-07-09T08:18:02Z"
},
{
"tag": "v1.7.0",
"kind": "minor",
"published_at": "2026-07-01T08:06:29Z"
},
{
"tag": "v1.6.0",
"kind": "minor",
"published_at": "2026-06-23T09:36:32Z"
},
{
"tag": "v1.5.5",
"kind": "patch",
"published_at": "2026-06-08T08:56:25Z"
},
{
"tag": "v1.5.2",
"kind": "patch",
"published_at": "2026-05-27T17:52:38Z"
},
{
"tag": "v1.5.1",
"kind": "patch",
"published_at": "2026-05-21T19:53:21Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2026-05-19T20:22:25Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2026-05-11T10:26:10Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2026-04-29T13:21:54Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-04-24T13:03:16Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-04-21T08:31:14Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-04-14T08:28:50Z"
},
{
"tag": "v0.6.4",
"kind": "patch",
"published_at": "2026-03-27T19:14:54Z"
},
{
"tag": "v0.6.3",
"kind": "patch",
"published_at": "2026-03-19T15:36:25Z"
},
{
"tag": "v0.6.2",
"kind": "patch",
"published_at": "2026-03-10T19:50:26Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2026-03-07T12:50:34Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-02-28T12:52:54Z"
},
{
"tag": "v0.5.8",
"kind": "patch",
"published_at": "2026-02-19T00:01:27Z"
},
{
"tag": "v0.5.7",
"kind": "patch",
"published_at": "2026-02-18T22:13:02Z"
},
{
"tag": "v0.5.6",
"kind": "patch",
"published_at": "2026-02-18T20:08:44Z"
},
{
"tag": "v0.5.5",
"kind": "patch",
"published_at": "2026-02-11T20:03:36Z"
},
{
"tag": "v0.5.1",
"kind": "patch",
"published_at": "2026-01-14T22:29:32Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2026-01-14T16:50:48Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2025-12-29T19:48:51Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2025-12-26T23:41:24Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2025-12-20T18:47:44Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2025-12-10T23:22:54Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2025-11-18T11:04:52Z"
},
{
"tag": "v0.2.0-rc2",
"kind": "prerelease",
"published_at": "2025-11-06T14:47:12Z"
},
{
"tag": "v0.2.0-rc1",
"kind": "prerelease",
"published_at": "2025-10-29T17:26:21Z"
},
{
"tag": "v0.1.10",
"kind": "patch",
"published_at": "2025-10-18T08:52:52Z"
},
{
"tag": "v0.1.9",
"kind": "patch",
"published_at": "2025-10-17T20:02:42Z"
},
{
"tag": "v0.1.8",
"kind": "patch",
"published_at": "2025-10-17T18:26:26Z"
},
{
"tag": "v0.1.7",
"kind": "patch",
"published_at": "2025-10-12T21:50:26Z"
},
{
"tag": "v0.1.6",
"kind": "patch",
"published_at": "2025-10-12T21:10:50Z"
},
{
"tag": "0.1.5",
"kind": "patch",
"published_at": "2025-10-12T13:19:48Z"
}
],
"recent_commits": [
{
"oid": "bcfef9ade971ab7a26a09064306aa30a6b3d347f",
"body": "* feat: add offline model registry state\n\n* fix: publish registry model cards\n\n* fix: publish registry card metadata\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add offline model registry state and rollback pointers (#2091)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T22:00:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1cf893c20457d2986fb39ad2470528a37f84b108",
"body": "…e-copy-forward-suppression\n\nDetect and suppress boilerplate and copy-forward note spans",
"is_bot": false,
"headline": "Merge pull request #2112 from maziyarpanahi/feature/om-767-boilerplat…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T21:42:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd8b5cad2071df279c276e0c137376a50b019d4f",
"body": "…ty-relation-decoder\n\nAdd joint span-pair entity and relation decoder",
"is_bot": false,
"headline": "Merge pull request #2111 from maziyarpanahi/feature/om-758-joint-enti…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T21:24:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed91ad2ab597bb48036e5af996bdcb5fd2845cf3",
"body": null,
"is_bot": false,
"headline": "feat: detect boilerplate and copy-forward spans",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T21:07:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44985f0febee4ba4f1f1282566e3f5c378767cfc",
"body": null,
"is_bot": false,
"headline": "feat: add joint entity relation decoder",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T20:19:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d3a33e25b23c924253a129e5b4f0c815f62ce8e",
"body": "…nated-snomed-ecl-expressions\n\nAdd validated post-coordination expressions",
"is_bot": false,
"headline": "Merge pull request #2110 from maziyarpanahi/feature/om-761-postcoordi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T19:44:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "610cfe8c65c4d59b46f186eb66874d993f1aefd3",
"body": "…-attribute-relations\n\nAdd medication-attribute relation extraction",
"is_bot": false,
"headline": "Merge pull request #2084 from maziyarpanahi/feature/om-088-medication…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T19:43:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eef396cd179ef12c03de9a459834b8bde3c111d8",
"body": "…cation-attribute-relations",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-088-medi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T19:03:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14f435c937a7feec48cbe303b2a36eef565c99b6",
"body": null,
"is_bot": false,
"headline": "feat: add validated post-coordination expressions",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T18:58:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "141b03b244121d193cb49099c4f77b31e01921c4",
"body": "feat: add family-transfer evaluation reporting",
"is_bot": false,
"headline": "Merge pull request #2108 from maziyarpanahi/feature/v21-child-1332",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T18:23:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ec636d263a71ab54d96ffda13e61efe21a079ad",
"body": "Add zero-shot family-transfer adapter routing",
"is_bot": false,
"headline": "Merge pull request #2105 from maziyarpanahi/feature/v21-child-1331",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T18:22:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab0e445bb9fb36276bae02daedbf7edc47d6be79",
"body": "…concept-normalizer-split-relink\n\nfeat: add composite concept normalization and re-linking",
"is_bot": false,
"headline": "Merge pull request #2106 from maziyarpanahi/feature/om-763-composite-…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T18:22:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2379923f714f53514996647f2b01ff4cc62bbe2e",
"body": "# Conflicts:\n#\topenmed/training/adapters/__init__.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1331",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T17:40:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d524e2cbc7a3bf045f9132ce41ac3510156c0adf",
"body": null,
"is_bot": false,
"headline": "feat: add family-transfer evaluation reporting",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T17:08:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a78a72b8d50e315a62ce932198440b4685721ec",
"body": null,
"is_bot": false,
"headline": "feat: add composite concept decomposition",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T16:51:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75dc8be26d16c38794d4e9ceb60b1d2e31bb1a44",
"body": "Add donor-to-target adapter fine-tuning recipe",
"is_bot": false,
"headline": "Merge pull request #2103 from maziyarpanahi/feature/v21-child-1330",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T16:18:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe15204b9ede731533ffd2297a97443b11efb7c7",
"body": "* Add clinical event coreference resolution\n\n* feat: expose clinical event cluster index\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical event coreference cluster indexing (#2104)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T16:17:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c2e06675742ca47daf280ca4564220c22f7da15",
"body": "# Conflicts:\n#\topenmed/training/adapters/__init__.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1330",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T15:40:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0f0151abb24295c2cc6916edd38d16932dc9b1a",
"body": null,
"is_bot": false,
"headline": "feat: add family-transfer adapter routing",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T15:09:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b145a5afe3981d552ed2db8c7e88b1c64885a92",
"body": "Add language-family taxonomy and transfer graph config",
"is_bot": false,
"headline": "Merge pull request #2090 from maziyarpanahi/feature/v21-child-1329",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T14:33:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "16be23499c8fdfe0011dcda5786d3c73d6ca4b60",
"body": "Add core plugin SDK protocols and registry",
"is_bot": false,
"headline": "Merge pull request #2077 from maziyarpanahi/feature/v21-child-1324",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T14:32:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a9c3f06f997e49529c6c596cf42b73ac18d56cf",
"body": "…preserving-retrieval\n\nAdd redaction-preserving retrieval toolkit",
"is_bot": false,
"headline": "Merge pull request #2076 from maziyarpanahi/feature/om-753-redaction-…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T14:31:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a493a54ea8445641ea694a5dd1ac644f720f0bb",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1324",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T13:50:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe0baaf9455e299c7a6e698b6085bf8d9c0e56be",
"body": null,
"is_bot": false,
"headline": "feat: add donor-to-target adapter recipe",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T13:28:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8aa757ede3436aa17d12bba1af7b4687aa9fdb37",
"body": "…ssertion-context\n\nAdd opt-in clinical assertion context",
"is_bot": false,
"headline": "Merge pull request #2089 from maziyarpanahi/feature/om-041-clinical-a…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:47:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e23da5f64a9873b2bfb967213cf092c23396f49a",
"body": "feat: expand Naamapadam robustness evaluation",
"is_bot": false,
"headline": "Merge pull request #2088 from maziyarpanahi/feature/v21-child-1655",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:30:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6ee6ed64e58ddcdbb154b45789e97ca342dc41d",
"body": "* feat: orchestrate shadow canary rollout rollback\n\n* fix: preserve Nix Python path in rollout test\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add shadow-canary rollout orchestration with automatic rollback (#2070)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:29:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "579685e4d67a208c20267fa124ceb5051ccd0596",
"body": "…ction-preserving-retrieval",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-753-reda…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:26:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "657723fcb691e0dd5c08dc13b1e7edfa21591bab",
"body": null,
"is_bot": false,
"headline": "feat: add language family transfer config",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:20:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb55c5e8b990bb6a10acf404a96e3229e010b28f",
"body": null,
"is_bot": false,
"headline": "fix: satisfy context type checking",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:04:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ece3e6b3ce590fa7ad6342a113f81ec765a37f5b",
"body": null,
"is_bot": false,
"headline": "feat: add opt-in clinical assertion context",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T12:00:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6191bd7d1b897117a36c70f6fc35a27b677ebd9e",
"body": "* Build signed audit report provenance\n\n* fix: record locale-rule audit provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete signed audit report provenance (#2067)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T11:30:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7be34fe9808d3ccae42b583548b5b9670082ef53",
"body": "* feat: add temporal TLINK candidate extraction\n\n* feat: complete clinical temporal timeline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical temporal relations and timeline composition (#2087)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T11:30:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "01cc3cd3c8a4129a97289b35116360c65060b97e",
"body": null,
"is_bot": false,
"headline": "feat: expand Indic NER robustness evaluation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T11:16:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f46c8ba2252c2e01e58b698eaa654f99ab8ba397",
"body": "Harden Indic NER checkpoint compatibility",
"is_bot": false,
"headline": "Merge pull request #2086 from maziyarpanahi/feature/v21-child-1654",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T10:29:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48c052dcbc5a3c3d66c94c5f2fb95fd58b7831f4",
"body": null,
"is_bot": false,
"headline": "fix: classify Indic NER documentation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:43:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e984ca161c744f3b9ba638122c9e8728b917bb2",
"body": null,
"is_bot": false,
"headline": "feat: harden Indic NER checkpoint compatibility",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:39:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d5bdb3bc9f39bf5bf69238c15e9a92b76d646c78",
"body": null,
"is_bot": false,
"headline": "feat: extract medication attribute relations",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a51d080a0a1c0acb3d3da49e99dc841e44887f36",
"body": "Wire discovered plugins into runtime registries",
"is_bot": false,
"headline": "Merge pull request #2081 from maziyarpanahi/feature/v21-child-1326",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:10:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7d9b3d5240fa1dbf43ab6e84887dad70a5ef11c",
"body": "Collapse coreferent clinical relation and FHIR outputs",
"is_bot": false,
"headline": "Merge pull request #2075 from maziyarpanahi/feature/v21-child-1313",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:09:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a9cd11079264f164c1656df18f80a8d5dd59369",
"body": "…n-fixtures\n\nHarden synthetic golden fixture validation",
"is_bot": false,
"headline": "Merge pull request #2080 from maziyarpanahi/feature/om-019-eval-golde…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T08:52:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0d555d267e8fdac3d477f8350e0d685b1c5037c",
"body": "# Conflicts:\n#\tdocs/clinical/coreference.md",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1313",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T08:28:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e16f118a43f29ed5e0aa9556314ed1d80105abe",
"body": null,
"is_bot": false,
"headline": "feat: wire plugins into runtime registries",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T08:19:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71e04390ec81507cd8cb58c3e6bf92988533d859",
"body": null,
"is_bot": false,
"headline": "fix: reject duplicate golden fixture ids",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:59:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6fda195c53d21ee19628e0899cacaf98c9553d68",
"body": "Add plugin example package and conformance kit",
"is_bot": false,
"headline": "Merge pull request #2079 from maziyarpanahi/feature/v21-child-1325",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:36:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cebcfda283996bd1b2be6fe0190b39e75aa624b0",
"body": "…ection-detector\n\nAdd rules-first clinical section detection",
"is_bot": false,
"headline": "Merge pull request #2078 from maziyarpanahi/feature/om-086-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:35:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1b95383a053c5cdd383986bda03e057500c8d64",
"body": "…ss-leakage-metrics\n\nComplete leakage-first eval benchmark harness",
"is_bot": false,
"headline": "Merge pull request #2063 from maziyarpanahi/feature/om-018-eval-harne…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:34:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4eac57d571ba7b32d1c05be750d2af7314b0d833",
"body": "…-harness-leakage-metrics\n\n# Conflicts:\n#\ttests/unit/eval/test_metrics.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-018-eval…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:56:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6ee4df3c058abd6d1b3ab251e81cbb927207da8",
"body": null,
"is_bot": false,
"headline": "feat: add plugin conformance kit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:49:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03a9cdfbcdb60236ec22ca3ed9e487a159d23325",
"body": null,
"is_bot": false,
"headline": "feat: add canonical clinical section detection",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:53:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a293a166986511eb360dc10234199f0129f25d8",
"body": "* feat: add clinical event coreference clustering\n\n* fix: refresh coreference docs search snapshot\n\n* fix: refresh wheel size baseline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add privacy-safe clinical event coreference candidate clustering (#2071)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:22:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a41bc0c15ce1ca5c53efc84346026e5d8ac785e3",
"body": null,
"is_bot": false,
"headline": "feat: add core plugin SDK registry",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T04:14:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa86fa350b3ff9cd14d4e47f7c6f7fff0ed3d92e",
"body": null,
"is_bot": false,
"headline": "Add redaction-preserving retrieval toolkit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:56:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07c43edfd04e7572b775a3c2afa18b983f321696",
"body": "Attach clinical event frames to coreference representatives",
"is_bot": false,
"headline": "Merge pull request #2073 from maziyarpanahi/feature/v21-child-1312",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:32:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b1c944eb760607aaab5a2a2235327064febe59c",
"body": "* feat: add temporal TLINK evaluation gate\n\n* docs: record temporal TLINK evaluation gate\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add temporal TLINK gold and consistency metrics (#2068)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:15:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7d6b40eb847ecf6f0d0e11a9958015c1a04d8ce",
"body": "* feat: anchor clinical events to DCT\n\n* fix: preserve normalized event anchors\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: anchor clinical events to DCT and TIMEX values (#2062)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ada930aa2aa0f3995b2075bbb901139d39b4a9a",
"body": "…ection-detection\n\nAdd clinical document type classification",
"is_bot": false,
"headline": "Merge pull request #2074 from maziyarpanahi/feature/om-042-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96c17d20fdc49351e0a70e75d9b528b577f4c61f",
"body": "* Add MCP clinical workflow contracts\n\n* fix: validate clinical workflow artifacts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical MCP workflow validation (#2072)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:13:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae607541f6196edb102eb08e3329531817124f4c",
"body": null,
"is_bot": false,
"headline": "feat: collapse coreferent clinical outputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:45:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44c349040cfd3c893605c1aab47a64c9d9e367f1",
"body": null,
"is_bot": false,
"headline": "feat: add clinical document type classification",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:28:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1d6bc817d609f28933ad4281ce2ac722cbbf2bc1",
"body": null,
"is_bot": false,
"headline": "feat: attach event frames to coreference representatives",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T01:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de90aba78aa43fe706ba47cfe94bc173fb2673cd",
"body": "Expose privacy-safe event timeline ordering",
"is_bot": false,
"headline": "Merge pull request #2066 from maziyarpanahi/feature/v21-child-1308",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19d1880193b097958f9d644677b323c2c0ab82b8",
"body": "Add MCP clinical workflow discovery and golden fixture",
"is_bot": false,
"headline": "Merge pull request #2052 from maziyarpanahi/feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d0f6b34a7643ad94849722fa07d14dae226ee83",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:53:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1046cdf2a9ad06dea902597ec7f1b67b171b08aa",
"body": "…line-mapping\n\nImplement OncoTree tumor-type mapping",
"is_bot": false,
"headline": "Merge pull request #2058 from mrfeathers/feature/om-1836-oncotree-off…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:49:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b8a79f60c58e76a31edf2315b2089c281b00552",
"body": "Decode temporal TLINKs into a consistent reduced graph",
"is_bot": false,
"headline": "Merge pull request #2064 from maziyarpanahi/feature/v21-child-1307",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:08:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bce4e233a2fbeb2e508c765f6424d28508707ea6",
"body": "…cation-risk-report\n\nPreserve prediction spans in re-identification risk reports",
"is_bot": false,
"headline": "Merge pull request #2065 from maziyarpanahi/feature/om-009-reidentifi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51ebd2e4e9ff432437980b74a7dd1e580f0a1e29",
"body": null,
"is_bot": false,
"headline": "chore: finalize OncoTree changelog placement",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e66f961ae03e08de5e40ef27abd793e6d8297a0e",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into feature/om-1836-oncotree-offline-mapping",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:06:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0fe138da00273c353470b9e5c7c846d808fbe731",
"body": null,
"is_bot": false,
"headline": "chore: prepare changelog for branch update",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:00:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d693074038af4c429951303284c18a503bdbce07",
"body": null,
"is_bot": false,
"headline": "feat: complete OncoTree mapping contract",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:59:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ed66eec5ba6f2b78344624227747a846a099a4e",
"body": "* feat: add canonical callable schema registry\n\n* fix: preserve canonical tool validation contracts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add a canonical callable schema registry (#2050)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:50:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44fc4502f9a1d25137ca2114ae57342e812041b9",
"body": "…s (#2005)\n\nAdds an explicit optional YASBD backend while preserving the existing auto/default routing and core dependency set.\n\nCloses #1848",
"is_bot": false,
"headline": "feat: add yasbd backend options for sentence segmentation and analysi…",
"author_name": "Speed K",
"author_login": "speedyk-005",
"committed_at": "2026-08-02T21:24:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0899ccb0835c78e6929a66b5050473afcf0570c",
"body": null,
"is_bot": false,
"headline": "feat: expose privacy-safe event timeline ordering",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:10:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "edac3ab90a3166c2836935b82ef035d17676b73f",
"body": null,
"is_bot": false,
"headline": "fix: preserve risk report span inputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:53:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c02e3daf8172271dc918320e20532c2e4b00cff0",
"body": "* Wire daily release gate orchestration\n\n* fix: make wall-time budget test deterministic\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Wire daily release gates into staged promotion and rollback (#2045)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cba3e362bf51c7512b36ab86a728146acc1309e2",
"body": "…tl-loader\n\nComplete OMOP CDM vocabulary-aware loading",
"is_bot": false,
"headline": "Merge pull request #2061 from maziyarpanahi/feature/om-752-omop-cdm-e…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aa1900971da35d84c4992f5ec12f98560daf94f",
"body": null,
"is_bot": false,
"headline": "feat: decode consistent temporal TLINK graphs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:18:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e09b5b89b4de5e19c7b5c695ba1ca9725da71a25",
"body": null,
"is_bot": false,
"headline": "Complete eval consistency metrics",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:06:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6034c234938de5eae84db3bd4f83e10a16d0edf8",
"body": "Add typed TLINK candidate extraction primitives",
"is_bot": false,
"headline": "Merge pull request #2060 from maziyarpanahi/feature/v21-child-1305",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3ae844d83a1431c3d633e4de954676804e9d2c6",
"body": "…-card-generator\n\nMark model cards as manifest-generated",
"is_bot": false,
"headline": "Merge pull request #2059 from maziyarpanahi/feature/om-015-auto-model…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32dea5fc0f7c17e3566c5014d77e8c9a7ed5f824",
"body": "…ew-packages\n\nComplete the section 4.2 package scaffold",
"is_bot": false,
"headline": "Merge pull request #2041 from maziyarpanahi/feature/om-003-scaffold-n…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:54:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c414261e9a6d28ae62620b3b2d78850b14409355",
"body": "* feat: add multilingual context cue lexicons\n\n* fix: preserve multilingual recent context cues\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix multilingual recent ConText section priors (#2056)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:37:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2edfcddc02d24a401617c4e7d8c5809a3dabf103",
"body": null,
"is_bot": false,
"headline": "feat: complete OMOP vocabulary-aware loading",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:08:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "808fe246e380d4c3d5e098d2a8a165acf80cfd83",
"body": "Add Postgres OMOP DDL and constraint validation",
"is_bot": false,
"headline": "Merge pull request #2057 from maziyarpanahi/feature/v21-child-1298",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:40:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "363e2547d0abd79afdfbc0af4f22040e713484d4",
"body": "* feat: add human-in-the-loop review workflow API\n\nSurface low-confidence and critical extractions for human review and\ncapture reviewer decisions as PHI-safe, JSONL-appendable feedback.\n\n- build_review_queue() turns a DeidentificationResult / PredictionResult\n (or to_dict payload) into a typed Rev\n[…]\nring selection, correction round-trip, and PHI-safety.\n\n* fix: harden review feedback privacy and provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add human-in-the-loop review workflow (#2025)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:39:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6efb3b34233a4451beedd7ecbe4261b1d5a7d98b",
"body": "…fold-new-packages",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-003-scaf…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:37:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8084f8b1583450fe6a7485ba155bbf3858e581f",
"body": null,
"is_bot": false,
"headline": "feat: add temporal TLINK candidate extraction",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:31:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ac4039487b471410b3d6047c5423420ad047fa5",
"body": null,
"is_bot": false,
"headline": "fix: mark manifest-generated model cards",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:15:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3815346e01b1f038ba816a56900a577f7af88654",
"body": "- Added deterministic mapping of tumor types to OncoTree codes using a user-supplied JSON snapshot.\n- Introduced `load_oncotree` and `map_tumor_type` functions for loading and mapping.\n- Implemented `oncotree_top1_accuracy` metric for evaluating mapping accuracy.\n- Included synthetic test fixtures and unit tests for comprehensive coverage.\n- Updated CHANGELOG to reflect new features and improvements.",
"is_bot": false,
"headline": "feat: implement OncoTree tumor-type mapping and evaluation",
"author_name": "olga.nikolaeva",
"author_login": null,
"committed_at": "2026-08-02T18:07:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d01b461f341a82dfa8a6a1844799b17722b6cc52",
"body": null,
"is_bot": false,
"headline": "feat: add Postgres OMOP DDL validation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:38:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da236a6357a2a8e1b4f5d2128e1c965173b685fa",
"body": "Add OMOP replace-by-note loading",
"is_bot": false,
"headline": "Merge pull request #2055 from maziyarpanahi/feature/v21-child-1297",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:20:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3c2c478c3193948fc175d268134ca719de7e8d2",
"body": "Execute composable clinical MCP pipelines",
"is_bot": false,
"headline": "Merge pull request #2047 from maziyarpanahi/feature/v21-child-1302",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:03:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53617e6094f0a5ec169407b6bdfd5e8cc9d38159",
"body": "Co-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add Japanese ConText cue pack (#2022)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:02:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "282f71a65c12a0236172eadbb28854374dd7d8f3",
"body": "…tes-overlap-resolution\n\nAlign overlap resolution with canonical label risk policy",
"is_bot": false,
"headline": "Merge pull request #2054 from maziyarpanahi/feature/om-012-quality-ga…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:02:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a57915089c0ec5519de5a3eb1809b41387d9155b",
"body": null,
"is_bot": false,
"headline": "feat: add OMOP replace-by-note loading",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T16:27:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3badf8537c4c6431305892c504cf655a33cc554a",
"body": null,
"is_bot": false,
"headline": "fix: align overlap resolution with label risk policy",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T16:10:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d97258fbb959d027ca7ba614db61cc9ec74c9d7",
"body": "# Conflicts:\n#\topenmed/mcp/server.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1302",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T15:45:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55ffcaa4ce0a3df7d9d464800baf6228ae83803b",
"body": null,
"is_bot": false,
"headline": "feat: add MCP clinical workflow discovery",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T15:37:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b191a7b30045a51cce57671290f3d3437d2c43dd",
"body": "Add MCP clinical workflow handlers",
"is_bot": false,
"headline": "Merge pull request #2043 from maziyarpanahi/feature/v21-child-1301",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T14:58:25Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 40,
"commits_last_year": 3537,
"latest_release_at": "2026-07-28T09:49:51Z",
"latest_release_tag": "v2.0.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 39,
"days_since_latest_release": 6,
"mean_days_between_releases": 7.5
},
"artifacts": {
"collected": true,
"structure": [
"tree.android_manifest",
"tree.apple_bundle",
"tree.compose",
"tree.dockerfile",
"tree.helm"
],
"declarations": [
{
"name": "openmed",
"path": "pyproject.toml",
"tokens": [
"pypi.console_scripts"
],
"ecosystem": "pypi"
}
]
},
"community": {
"has_readme": true,
"has_license": true,
"readme_badges": {
"hosts": [],
"total": 0,
"header": 0,
"collected": true,
"has_inspect_badge": false
},
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "openmed",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"LLM",
"NLP",
"biomedical",
"clinical",
"healthcare",
"medical",
"medical LLMs",
"medical NER",
"medical NLP",
"medical de-identification",
"medical extraction",
"medical language models",
"medical reasoning",
"natural language processing"
],
"ecosystem": "pypi",
"categories": [],
"matches_repo": null,
"registry_url": "https://pypi.org/project/openmed/",
"declared_type": null,
"is_deprecated": false,
"latest_version": "2.0.0",
"repository_url": null,
"versions_count": 46,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 3961388,
"first_published_at": "2025-08-09T13:24:57.980084Z",
"latest_published_at": "2026-07-28T23:37:33.077112Z",
"latest_version_yanked": null,
"days_since_latest_publish": 6
}
]
},
"popularity": {
"forks": 598,
"stars": 4827,
"watchers": 26,
"fork_history": {
"days": [
{
"date": "2025-10-10",
"count": 2
},
{
"date": "2025-10-11",
"count": 1
},
{
"date": "2025-10-12",
"count": 3
},
{
"date": "2025-10-13",
"count": 1
},
{
"date": "2026-01-06",
"count": 2
},
{
"date": "2026-01-15",
"count": 3
},
{
"date": "2026-01-16",
"count": 2
},
{
"date": "2026-01-17",
"count": 1
},
{
"date": "2026-01-24",
"count": 1
},
{
"date": "2026-01-26",
"count": 1
},
{
"date": "2026-01-29",
"count": 1
},
{
"date": "2026-01-30",
"count": 1
},
{
"date": "2026-02-03",
"count": 1
},
{
"date": "2026-02-04",
"count": 1
},
{
"date": "2026-02-06",
"count": 1
},
{
"date": "2026-02-08",
"count": 1
},
{
"date": "2026-02-10",
"count": 2
},
{
"date": "2026-02-11",
"count": 2
},
{
"date": "2026-02-13",
"count": 1
},
{
"date": "2026-02-14",
"count": 1
},
{
"date": "2026-02-19",
"count": 1
},
{
"date": "2026-02-20",
"count": 1
},
{
"date": "2026-02-23",
"count": 2
},
{
"date": "2026-02-24",
"count": 1
},
{
"date": "2026-02-25",
"count": 2
},
{
"date": "2026-03-02",
"count": 1
},
{
"date": "2026-03-05",
"count": 1
},
{
"date": "2026-03-11",
"count": 2
},
{
"date": "2026-03-15",
"count": 1
},
{
"date": "2026-03-18",
"count": 1
},
{
"date": "2026-03-30",
"count": 1
},
{
"date": "2026-03-31",
"count": 1
},
{
"date": "2026-04-01",
"count": 1
},
{
"date": "2026-04-02",
"count": 1
},
{
"date": "2026-04-07",
"count": 1
},
{
"date": "2026-04-08",
"count": 2
},
{
"date": "2026-04-14",
"count": 14
},
{
"date": "2026-04-15",
"count": 26
},
{
"date": "2026-04-16",
"count": 5
},
{
"date": "2026-04-17",
"count": 2
},
{
"date": "2026-04-18",
"count": 1
},
{
"date": "2026-04-20",
"count": 1
},
{
"date": "2026-04-22",
"count": 2
},
{
"date": "2026-04-23",
"count": 1
},
{
"date": "2026-04-24",
"count": 4
},
{
"date": "2026-04-26",
"count": 1
},
{
"date": "2026-04-27",
"count": 4
},
{
"date": "2026-04-28",
"count": 7
},
{
"date": "2026-04-29",
"count": 6
},
{
"date": "2026-04-30",
"count": 1
},
{
"date": "2026-05-03",
"count": 2
},
{
"date": "2026-05-04",
"count": 2
},
{
"date": "2026-05-06",
"count": 1
},
{
"date": "2026-05-07",
"count": 2
},
{
"date": "2026-05-08",
"count": 1
},
{
"date": "2026-05-09",
"count": 2
},
{
"date": "2026-05-11",
"count": 1
},
{
"date": "2026-05-12",
"count": 4
},
{
"date": "2026-05-14",
"count": 4
},
{
"date": "2026-05-16",
"count": 1
},
{
"date": "2026-05-18",
"count": 2
},
{
"date": "2026-05-19",
"count": 2
},
{
"date": "2026-05-21",
"count": 2
},
{
"date": "2026-05-22",
"count": 1
},
{
"date": "2026-05-23",
"count": 1
},
{
"date": "2026-05-24",
"count": 2
},
{
"date": "2026-05-25",
"count": 5
},
{
"date": "2026-05-26",
"count": 1
},
{
"date": "2026-05-27",
"count": 1
},
{
"date": "2026-05-28",
"count": 1
},
{
"date": "2026-05-29",
"count": 1
},
{
"date": "2026-05-31",
"count": 1
},
{
"date": "2026-06-02",
"count": 2
},
{
"date": "2026-06-06",
"count": 1
},
{
"date": "2026-06-07",
"count": 1
},
{
"date": "2026-06-08",
"count": 9
},
{
"date": "2026-06-09",
"count": 34
},
{
"date": "2026-06-10",
"count": 29
},
{
"date": "2026-06-11",
"count": 24
},
{
"date": "2026-06-12",
"count": 35
},
{
"date": "2026-06-13",
"count": 18
},
{
"date": "2026-06-14",
"count": 20
},
{
"date": "2026-06-15",
"count": 15
},
{
"date": "2026-06-16",
"count": 6
},
{
"date": "2026-06-17",
"count": 8
},
{
"date": "2026-06-18",
"count": 1
},
{
"date": "2026-06-19",
"count": 4
},
{
"date": "2026-06-20",
"count": 4
},
{
"date": "2026-06-21",
"count": 9
},
{
"date": "2026-06-22",
"count": 15
},
{
"date": "2026-06-23",
"count": 9
},
{
"date": "2026-06-24",
"count": 4
},
{
"date": "2026-06-25",
"count": 6
},
{
"date": "2026-06-26",
"count": 5
},
{
"date": "2026-06-27",
"count": 6
},
{
"date": "2026-06-28",
"count": 2
},
{
"date": "2026-06-29",
"count": 4
},
{
"date": "2026-06-30",
"count": 5
},
{
"date": "2026-07-01",
"count": 6
},
{
"date": "2026-07-02",
"count": 4
},
{
"date": "2026-07-03",
"count": 1
},
{
"date": "2026-07-04",
"count": 6
},
{
"date": "2026-07-05",
"count": 3
},
{
"date": "2026-07-06",
"count": 26
},
{
"date": "2026-07-07",
"count": 15
},
{
"date": "2026-07-08",
"count": 15
},
{
"date": "2026-07-09",
"count": 9
},
{
"date": "2026-07-10",
"count": 6
},
{
"date": "2026-07-11",
"count": 6
},
{
"date": "2026-07-12",
"count": 3
},
{
"date": "2026-07-13",
"count": 7
},
{
"date": "2026-07-14",
"count": 2
},
{
"date": "2026-07-15",
"count": 9
},
{
"date": "2026-07-16",
"count": 1
},
{
"date": "2026-07-18",
"count": 1
},
{
"date": "2026-07-19",
"count": 4
},
{
"date": "2026-07-20",
"count": 2
},
{
"date": "2026-07-21",
"count": 2
},
{
"date": "2026-07-22",
"count": 3
},
{
"date": "2026-07-23",
"count": 2
},
{
"date": "2026-07-24",
"count": 1
},
{
"date": "2026-07-25",
"count": 4
},
{
"date": "2026-07-26",
"count": 2
},
{
"date": "2026-07-27",
"count": 1
},
{
"date": "2026-07-29",
"count": 1
},
{
"date": "2026-07-30",
"count": 3
},
{
"date": "2026-07-31",
"count": 2
},
{
"date": "2026-08-01",
"count": 3
},
{
"date": "2026-08-02",
"count": 2
},
{
"date": "2026-08-03",
"count": 6
}
],
"complete": true,
"collected": 598,
"total_forks": 598
},
"star_history": null,
"open_issues_and_prs": 342
},
"ai_readiness": {
"has_nix": true,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": true,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [
"docs/api/openapi.json",
"openmed/service/proto/openmed.proto"
],
"has_devcontainer": false,
"typecheck_configs": [
"clients/typescript/tsconfig.json",
"js/openmedkit-react-native/tsconfig.json",
"js/openmedkit-web/tsconfig.json",
"openmed/py.typed"
],
"toolchain_manifests": [
"android/OpenMedDemo/app/build.gradle.kts",
"android/OpenMedScanDemo/app/build.gradle.kts",
"android/build.gradle.kts",
"android/openmedkit/build.gradle.kts",
"clients/go/go.mod"
],
"largest_source_bytes": 365758,
"source_files_sampled": 1440,
"oversized_source_files": 28,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7963
},
"dependencies": {
"manifests": [
"android/build.gradle.kts",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 4,
"malicious_count": 0,
"assessed_package": "pypi:openmed@2.0.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"maven",
"pypi"
],
"dependencies": [
{
"name": "pysbd",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.4,<0.4"
},
{
"name": "faker",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=22.0"
},
{
"name": "jieba",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.42.1,<0.43"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0"
}
],
"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": 83,
"merged_prs": 827,
"open_issues": 259,
"closed_ratio": 0.762,
"closed_issues": 827,
"closed_unmerged_prs": 162
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "maziyarpanahi",
"commits": 3278,
"avatar_url": "https://avatars.githubusercontent.com/u/5762953?v=4"
},
{
"type": "User",
"login": "PouyanJay",
"commits": 62,
"avatar_url": "https://avatars.githubusercontent.com/u/174959993?v=4"
},
{
"type": "User",
"login": "pardeep-singh",
"commits": 36,
"avatar_url": "https://avatars.githubusercontent.com/u/10848491?v=4"
},
{
"type": "User",
"login": "AlexFucuson9",
"commits": 12,
"avatar_url": "https://avatars.githubusercontent.com/u/295703459?v=4"
},
{
"type": "User",
"login": "alberthammerich",
"commits": 11,
"avatar_url": "https://avatars.githubusercontent.com/u/54889469?v=4"
},
{
"type": "User",
"login": "prakashiitp",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/207697732?v=4"
},
{
"type": "User",
"login": "cycsmail",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/20291134?v=4"
},
{
"type": "User",
"login": "AlyanPremani05",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/142436062?v=4"
},
{
"type": "User",
"login": "Technolity",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/192414136?v=4"
},
{
"type": "User",
"login": "otmanm",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/5463405?v=4"
}
],
"contributors_sampled": 59,
"top_contributor_share": 0.932
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"android-ci.yml",
"android-publish.yml",
"ci.yml",
"container-multiarch.yml",
"convert-models.yml",
"fuzz-parsers.yml",
"fuzz.yml",
"helm-lint.yml",
"image-signing.yml",
"low-resource.yml",
"manifest-refresh.yml",
"mlx-test.yml",
"model-rollout.yml",
"nix.yml",
"openhim-mediator.yml",
"pages.yml",
"provenance.yml",
"publish.yml",
"registry-coherence.yml",
"release-gates.yml",
"repro-provenance.yml",
"reproducible-lock.yml",
"sbom-image.yml",
"secret-scan.yml",
"swift-test.yml",
"vuln-scan.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"package-lock.json",
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 9,
"reason": "binaries present in source code",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"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 0/16 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 8 contributing companies or organizations",
"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": 10,
"reason": "project is 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": "30 commit(s) and 30 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": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": 1,
"reason": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"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": 0,
"reason": "36 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "bcfef9ade971ab7a26a09064306aa30a6b3d347f",
"ran_at": "2026-08-04T02:14:02Z",
"aggregate_score": 5.2,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"recent_prs": {
"merged_7d": 55,
"decided_7d": 60,
"merged_30d": 55,
"authors_30d": 4,
"decided_30d": 60,
"sample_size": 60,
"window_days": 30,
"sample_exhausted": true,
"authors_probed_30d": 4,
"newcomer_merged_30d": 1,
"bot_prs_excluded_30d": 0,
"newcomer_authors_30d": 2,
"newcomer_decided_30d": 2
},
"ci_last_run_at": "2026-08-04T02:06:40Z",
"oldest_open_prs": [
{
"number": 335,
"created_at": "2026-06-14T19:40:46Z",
"last_comment_at": "2026-07-30T22:20:28Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 1948,
"created_at": "2026-07-31T12:17:56Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2015,
"created_at": "2026-08-02T07:15:19Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2016,
"created_at": "2026-08-02T07:22:47Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2020,
"created_at": "2026-08-02T09:02:33Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2027,
"created_at": "2026-08-02T12:07:11Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2028,
"created_at": "2026-08-02T12:07:30Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2029,
"created_at": "2026-08-02T12:07:39Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2030,
"created_at": "2026-08-02T12:07:54Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2031,
"created_at": "2026-08-02T12:08:03Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2032,
"created_at": "2026-08-02T12:08:26Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2033,
"created_at": "2026-08-02T12:08:27Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2034,
"created_at": "2026-08-02T12:08:41Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2035,
"created_at": "2026-08-02T12:09:02Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2036,
"created_at": "2026-08-02T12:09:11Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2037,
"created_at": "2026-08-02T12:09:47Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2038,
"created_at": "2026-08-02T12:10:16Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2039,
"created_at": "2026-08-02T12:10:46Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2040,
"created_at": "2026-08-02T12:11:12Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2042,
"created_at": "2026-08-02T13:04:16Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-08-03T22:00:33Z",
"ci_last_conclusion": "SKIPPED",
"oldest_open_issues": [
{
"number": 20,
"created_at": "2026-01-27T19:32:39Z",
"last_comment_at": "2026-01-28T16:04:07Z",
"last_comment_author": "tonyreina"
},
{
"number": 22,
"created_at": "2026-02-12T13:44:08Z",
"last_comment_at": "2026-03-08T08:42:40Z",
"last_comment_author": "menturion"
},
{
"number": 27,
"created_at": "2026-02-27T05:50:33Z",
"last_comment_at": "2026-03-14T13:55:51Z",
"last_comment_author": "andsty"
},
{
"number": 66,
"created_at": "2026-06-10T01:23:36Z",
"last_comment_at": "2026-06-12T17:35:18Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 67,
"created_at": "2026-06-10T03:19:37Z",
"last_comment_at": "2026-06-10T05:54:34Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 69,
"created_at": "2026-06-10T07:25:44Z",
"last_comment_at": "2026-06-10T12:53:13Z",
"last_comment_author": "A-KumarSharma"
},
{
"number": 77,
"created_at": "2026-06-10T18:37:19Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 91,
"created_at": "2026-06-10T18:37:36Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 153,
"created_at": "2026-06-10T18:38:42Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 155,
"created_at": "2026-06-10T18:38:44Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 171,
"created_at": "2026-06-10T18:39:01Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 173,
"created_at": "2026-06-10T18:39:03Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 179,
"created_at": "2026-06-10T18:39:10Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 204,
"created_at": "2026-06-11T21:37:56Z",
"last_comment_at": "2026-06-21T15:22:51Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 215,
"created_at": "2026-06-12T17:51:29Z",
"last_comment_at": "2026-06-12T18:25:48Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 247,
"created_at": "2026-06-14T15:21:38Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 250,
"created_at": "2026-06-14T15:21:44Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 257,
"created_at": "2026-06-14T15:21:58Z",
"last_comment_at": "2026-07-30T10:41:56Z",
"last_comment_author": "maziyarpanahi"
},
{
"number": 260,
"created_at": "2026-06-14T15:22:05Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 261,
"created_at": "2026-06-14T15:22:06Z",
"last_comment_at": "2026-07-17T21:45:06Z",
"last_comment_author": "maziyarpanahi"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/maziyarpanahi/openmed",
"host": "github.com",
"name": "openmed",
"owner": "maziyarpanahi"
},
"metrics": {
"overall": {
"key": "overall",
"band": "exceptional",
"name": "Overall health",
"note": "The weighted overall 82 is calibrated to 95 on the published index scale (record calibration 2026-08-02).",
"notes": [
{
"code": "overall_calibration",
"params": {
"raw": 82,
"calibrated": 95,
"calibration": "2026-08-02"
}
}
],
"value": 95,
"inputs": {
"security": 62,
"vitality": 91,
"community": 94,
"governance": 64,
"calibration": "2026-08-02",
"engineering": 100,
"ai_readiness": 83,
"weighted_overall_raw": 82
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 91,
"weight": 0.21,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"commits_last_year": 3537,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 39
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "39/52 weeks with commits",
"points": 27,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 39
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "3537 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 3537
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 30 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": null,
"notes": [],
"value": 91,
"inputs": {
"releases_count": 40,
"latest_release_tag": "v2.0.0",
"releases_from_tags": false,
"days_since_latest_release": 6,
"mean_days_between_releases": 7.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "40 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 40
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 6 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 6
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~7.5 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 7.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "exceptional",
"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": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "exceptional",
"name": "Community & Adoption",
"value": 94,
"weight": 0.17,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"forks": 598,
"stars": 4827,
"watchers": 26,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "4,827 stars",
"points": 59.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 4827
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "598 forks",
"points": 23.1,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 598
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "26 watchers",
"points": 7.8,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 26
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"readme_badges": 0,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"readme_badge_services": [],
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"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": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "exceptional",
"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": 100,
"inputs": {
"packages": [
"openmed"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 3961388
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "3,961,388 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 3961388,
"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": "moderate",
"name": "Sustainability & Governance",
"value": 64,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 34,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 59,
"top_contributor_share": 0.932
},
"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 93% of commits",
"points": 1.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 93
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "59 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 59
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"merged_prs": 827,
"open_issues": 259,
"closed_issues": 827,
"prs_merged_7d": 55,
"prs_decided_7d": 60,
"prs_merged_30d": 55,
"prs_decided_30d": 60,
"issue_closed_ratio": 0.762,
"closed_unmerged_prs": 162,
"first_time_authors_30d": 2,
"first_time_prs_merged_30d": 1,
"first_time_prs_decided_30d": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "76% of issues closed",
"points": 32,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 76
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "827/989 decided PRs merged",
"points": 25.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 827,
"decided": 989
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "1/2 first-time contributors' PRs merged in 30d",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "newcomer_prs_merged",
"params": {
"days": 30,
"merged": 1,
"decided": 2
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/16 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"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": 70,
"inputs": {
"followers": 1238,
"owner_type": "User",
"is_verified": null,
"owner_login": "maziyarpanahi",
"public_repos": 40,
"account_age_days": 4666
},
"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": "1,238 followers of maziyarpanahi",
"points": 22.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1238,
"login": "maziyarpanahi"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "40 public repos, account ~12 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 40
}
},
{
"code": "account_age_years",
"params": {
"years": 12
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"openmed"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 6
},
"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 6 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 6
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "46 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 46
}
}
],
"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": "exceptional",
"name": "Engineering Quality",
"value": 100,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "26 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 26
}
}
],
"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": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "exceptional",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"healthcare",
"llm",
"on-device",
"on-premise",
"sovereign-ai",
"mlx",
"swift",
"ios",
"swiftui",
"ner",
"pii",
"pii-detection",
"clinical-nlp",
"hipaa",
"local-llm",
"nlp",
"python",
"skills",
"android",
"javascript"
],
"has_wiki": true,
"homepage": "https://openmed.life/",
"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://openmed.life/",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"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": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "16 out of 16 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 0/16 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 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": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is fuzzed",
"points": 5,
"status": "met",
"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": "30 commit(s) and 30 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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "36 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:openmed@2.0.0 runtime dependency closure — what installing the published package pulls in — 4 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:openmed@2.0.0",
"assessed": 4
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 4,
"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": 4,
"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": 10
},
"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": "excellent",
"name": "AI Readiness",
"value": 83,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.87,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7963
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
}
}
],
"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": "87 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 87,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_nix": true,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"clients/typescript/tsconfig.json",
"js/openmedkit-react-native/tsconfig.json",
"js/openmedkit-web/tsconfig.json",
"openmed/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [
"android/OpenMedDemo/app/build.gradle.kts",
"android/OpenMedScanDemo/app/build.gradle.kts",
"android/build.gradle.kts",
"android/openmedkit/build.gradle.kts",
"clients/go/go.mod"
],
"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": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, Nix, 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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"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": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 365758,
"source_files_sampled": 1440,
"oversized_source_files": 28
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "28/1440 source files over 60KB",
"points": 53.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1440,
"oversized": 28
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "exceptional",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": true,
"api_schema_files": [
"docs/api/openapi.json",
"openmed/service/proto/openmed.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "docs/api/openapi.json, openmed/service/proto/openmed.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/api/openapi.json, openmed/service/proto/openmed.proto"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, 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",
"application"
],
"labels": [
"network-service",
"cli",
"mobile",
"library"
],
"scores": {
"cli": 10,
"mobile": 6,
"library": 6,
"mcp-server": 3,
"network-service": 10
},
"primary": "network-service",
"evidence": [
{
"tier": "declared",
"label": "cli",
"source": "pypi.console_scripts",
"weight": 10
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "mobile",
"source": "tree.android_manifest",
"weight": 6
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.helm",
"weight": 4
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "api_schema",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.compose",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"cli"
],
"ecosystem": "pypi"
}
],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"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": "2026-08-04T02:14:33.635247Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/maziyarpanahi/openmed.svg",
"full_name": "maziyarpanahi/openmed",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v2.5.0, Schema v0.30.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.