Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 10:07 UTC

tobybgy-lsd / web-agent-runtime-bench

Local-first failure diagnosis, auto collection, repair planning, AI handoff, and verification for Playwright, crawler, RPA, and agent workflows.

Python · JavaScriptEigene Lizenz★ 1 Stern⑂ 0 Forksseit Juni 2026Auf GitHub ansehen ↗

tobybgy-lsd/web-agent-runtime-bench erreicht einen Gesundheitsindex von 54 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (77/100) ab, am schwächsten bei Security (27/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

54
gesamt / 100
Mittel

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

54
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

tobybgy-lsdPersönliches Konto
1 Follower1 öffentliches Reposeit Apr. 2026

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIagent-failure-doctor6.3.03.32528vor 0 Tagenplaywrightbrowser-automationai-agentcrawlerrpadebuggingfailure-diagnosis

Metriken nach Kategorie

Vitalität

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

69Mittel · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
1.4/36Commit-Rhythmus — 2/52 Wochen mit Commits
18/18Commit-Volumen — 144 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Verwendete Eingangsdaten
commits_last_year144
human_commit_share1
days_since_last_push0
active_weeks_last_year2
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 36 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 2,7 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count36
latest_release_tagv6.3.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases2,7

Community & Verbreitung

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

45Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
0/60Stars — 1 Stars
0/25Forks — 0 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja
Wie die Bewertung erfolgt
47/80Downloads pro Monat — 3.325 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesagent-failure-doctor
dependents
ecosystemspypi
total_downloads
monthly_downloads3.325
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?

46Gefährdet · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
1.4/13.5Breite der Beitragenden — 1 Beitragende
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — keine Issues oder keine Daten
38.2/38.3PR-Annahme — 4/4 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/19 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs4
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
2.2/25Reichweite des Inhabers — 1 Follower von tobybgy-lsd
2.7/25Kontohistorie — 1 öffentliche Repos, Kontoalter ca. 0 Jahre
Verwendete Eingangsdaten
followers1
owner_typeUser
is_verified
owner_logintobybgy-lsd
public_repos1
account_age_days91
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 28 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesagent-failure-doctor
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

77Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://pypi.org/project/agent-failure-doctor/
10/10Repository-Beschreibung
10/10Topics — 12 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsagent, ai-agent, automation, claude-code, codex, crawler, cursor, debugging, failure-diagnosis, playwright, pypi, rpa
has_wikinein
homepagehttps://pypi.org/project/agent-failure-doctor/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

27Kritisch · 16 % des Gesamtindex

Sicherheitslage

27Kritisch
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/19 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
0/10Dangerous-Workflow — keine Daten
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Lizenz — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — keine Daten
0/5Pinned-Dependencies — keine Daten
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
1.5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — keine Daten
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate2,7
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): dangerous_workflow, packaging, pinned_dependencies, token_permissions. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

36Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 100 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Pinned-Dependencies. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.7/55Handhabbare Dateigrößen — 4/803 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes353.031
source_files_sampled803
oversized_source_files4
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — cookbook, examples
Verwendete Eingangsdaten
example_dirscookbook, examples
has_mcp_signalnein
api_schema_files

Eckdaten

1GitHub-Sterne
1Mitwirkende
144Commits, letzte 12 Monate
0Tage seit letztem Push
36Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:agent-failure-doctor@6.3.0; advisories assessed against the repository dependency graph instead

Weitere Details

OpenSSF Scorecard 2.7 / 10
2.7Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-26 10:07 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/19 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
k. A.Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
k. A.Packagingpackaging workflow not detected
k. A.Pinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
3Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
k. A.Token-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "agent",
        "ai-agent",
        "automation",
        "claude-code",
        "codex",
        "crawler",
        "cursor",
        "debugging",
        "failure-diagnosis",
        "playwright",
        "pypi",
        "rpa"
      ],
      "is_fork": false,
      "size_kb": 3660,
      "has_wiki": false,
      "homepage": "https://pypi.org/project/agent-failure-doctor/",
      "languages": {
        "CSS": 9896,
        "HTML": 126445,
        "Python": 2690312,
        "Batchfile": 613,
        "JavaScript": 353031,
        "PowerShell": 26007
      },
      "pushed_at": "2026-07-26T10:05:41Z",
      "created_at": "2026-06-24T13:01:41Z",
      "owner_type": "User",
      "updated_at": "2026-07-26T09:56:28Z",
      "description": "Local-first failure diagnosis, auto collection, repair planning, AI handoff, and verification for Playwright, crawler, RPA, and agent workflows.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "main",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "JavaScript"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "User",
      "login": "tobybgy-lsd",
      "company": null,
      "location": null,
      "followers": 1,
      "avatar_url": "https://avatars.githubusercontent.com/u/279280502?v=4",
      "created_at": "2026-04-25T15:03:22Z",
      "is_verified": null,
      "public_repos": 1,
      "account_age_days": 91
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v6.3.0",
          "kind": "minor",
          "published_at": "2026-07-26T10:05:41Z"
        },
        {
          "tag": "v6.2.0",
          "kind": "minor",
          "published_at": "2026-07-26T04:49:32Z"
        },
        {
          "tag": "v6.1.0",
          "kind": "minor",
          "published_at": "2026-07-03T02:37:45Z"
        },
        {
          "tag": "v6.0.0",
          "kind": "major",
          "published_at": "2026-07-02T13:42:19Z"
        },
        {
          "tag": "v5.3.0",
          "kind": "minor",
          "published_at": "2026-07-02T13:02:38Z"
        },
        {
          "tag": "v5.2.0",
          "kind": "minor",
          "published_at": "2026-07-02T12:12:44Z"
        },
        {
          "tag": "v5.1.0",
          "kind": "minor",
          "published_at": "2026-07-02T11:23:44Z"
        },
        {
          "tag": "v5.0.0",
          "kind": "major",
          "published_at": "2026-07-02T10:03:22Z"
        },
        {
          "tag": "v4.3.0",
          "kind": "minor",
          "published_at": "2026-07-02T09:22:16Z"
        },
        {
          "tag": "v4.2.0",
          "kind": "minor",
          "published_at": "2026-07-02T06:10:22Z"
        },
        {
          "tag": "v4.1.0",
          "kind": "minor",
          "published_at": "2026-07-02T05:00:08Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2026-07-02T04:36:35Z"
        },
        {
          "tag": "v3.9.0",
          "kind": "minor",
          "published_at": "2026-07-02T04:05:55Z"
        },
        {
          "tag": "v3.8.0",
          "kind": "minor",
          "published_at": "2026-07-02T03:20:02Z"
        },
        {
          "tag": "v3.7.0",
          "kind": "minor",
          "published_at": "2026-07-02T02:23:32Z"
        },
        {
          "tag": "v3.6.0",
          "kind": "minor",
          "published_at": "2026-07-01T16:55:48Z"
        },
        {
          "tag": "v3.5.0",
          "kind": "minor",
          "published_at": "2026-07-01T15:47:50Z"
        },
        {
          "tag": "v3.4.0",
          "kind": "minor",
          "published_at": "2026-07-01T15:12:38Z"
        },
        {
          "tag": "v3.3.0",
          "kind": "minor",
          "published_at": "2026-07-01T14:31:02Z"
        },
        {
          "tag": "v3.2.10",
          "kind": "patch",
          "published_at": "2026-07-01T13:36:05Z"
        },
        {
          "tag": "v3.2.9",
          "kind": "patch",
          "published_at": "2026-07-01T12:57:47Z"
        },
        {
          "tag": "v3.2.8",
          "kind": "patch",
          "published_at": "2026-07-01T11:57:59Z"
        },
        {
          "tag": "v3.2.7",
          "kind": "patch",
          "published_at": "2026-07-01T11:38:26Z"
        },
        {
          "tag": "v3.2.6",
          "kind": "patch",
          "published_at": "2026-07-01T11:10:22Z"
        },
        {
          "tag": "v3.2.5",
          "kind": "patch",
          "published_at": "2026-07-01T10:52:09Z"
        },
        {
          "tag": "v3.2.4",
          "kind": "patch",
          "published_at": "2026-07-01T10:22:49Z"
        },
        {
          "tag": "v3.2.3",
          "kind": "patch",
          "published_at": "2026-07-01T10:05:29Z"
        },
        {
          "tag": "v3.2.2",
          "kind": "patch",
          "published_at": "2026-07-01T09:25:49Z"
        },
        {
          "tag": "v3.2.1",
          "kind": "patch",
          "published_at": "2026-07-01T07:15:54Z"
        },
        {
          "tag": "v3.2.0",
          "kind": "minor",
          "published_at": "2026-06-29T14:35:15Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2026-06-29T12:19:01Z"
        },
        {
          "tag": "v2.4.1",
          "kind": "patch",
          "published_at": "2026-06-29T11:15:53Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2026-06-29T04:37:49Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-06-29T01:47:20Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-06-28T12:52:56Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-06-28T12:45:12Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "7c215304b4aceaebea13bf3263d2af12715db120",
          "body": "feat: add verified Playwright repair loop",
          "is_bot": false,
          "headline": "Merge pull request #4 from tobybgy-lsd/codex/playwright-heal-loop",
          "author_name": "tobybgy-lsd",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T09:56:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e374b403592ec27a57aa2d53fd664f2b1a6feb6b",
          "body": "feat: v6.3 Lite UX and evidence benchmark",
          "is_bot": false,
          "headline": "Merge pull request #3 from tobybgy-lsd/codex/v6.3-lite-ux",
          "author_name": "tobybgy-lsd",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T09:55:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0c34ea0eaee88542fa80c49a01d3224763b6a4c",
          "body": "feat: add experimental resilient LAN Worker v1 protocol",
          "is_bot": false,
          "headline": "Merge pull request #2 from tobybgy-lsd/codex/lan-worker-v1",
          "author_name": "tobybgy-lsd",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T09:55:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "418bd9f190174da9f82ac55583c65468b832f496",
          "body": null,
          "is_bot": false,
          "headline": "feat: verify Playwright locator repairs by rerun",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T09:19:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b36f0d0cbd7b7a4c5f80eed8a560364b2f7af3e",
          "body": null,
          "is_bot": false,
          "headline": "feat: add lite UX and evidence benchmark",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T08:00:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb5b2898e8c07bc6894f69c0f5523ba99281ad2c",
          "body": null,
          "is_bot": false,
          "headline": "feat: publish Android scrcpy visual sidecar",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T06:54:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40167d9c5af3b6946ac39883b9bd74292c0cb05f",
          "body": null,
          "is_bot": false,
          "headline": "feat: add LAN worker adapter SDK",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T06:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47124e252da98e30609d84ae75f4a3ea9383719a",
          "body": null,
          "is_bot": false,
          "headline": "test: run LAN worker coverage under unittest",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T05:32:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f763654ada301ba46551cbe0d3ca8974d4f594f",
          "body": null,
          "is_bot": false,
          "headline": "feat: add resilient LAN worker protocol",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T05:25:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddb50be226579721a0fade4403be6e45d131f43a",
          "body": "release: Agent Failure Doctor v6.2.0 RC7",
          "is_bot": false,
          "headline": "Merge pull request #1 from tobybgy-lsd/codex/public-rpa-ops-rc7",
          "author_name": "tobybgy-lsd",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T04:46:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fcd8a9f2070dfd97e7eb4de803e3ea39a4b3d8a",
          "body": null,
          "is_bot": false,
          "headline": "release: prepare v6.2.0",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T04:37:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "762c332f0d8fd5ebddfd2c47cb9bcdcdfa5cadc0",
          "body": null,
          "is_bot": false,
          "headline": "feat: report operational browser backend state",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T03:40:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fdba4a0d79a29d55e5d771c80b5d2e85bbc1870d",
          "body": null,
          "is_bot": false,
          "headline": "feat: add optional BrowserAct session adapter",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T03:15:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d643dbe860921174e75ce0c6254fcb6f52dd9e39",
          "body": null,
          "is_bot": false,
          "headline": "test: align release and console CI gates",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T02:52:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cef4c35c2cb44ec79e5728db2d13ab4661290542",
          "body": null,
          "is_bot": false,
          "headline": "feat: add public-safe local RPA ops console",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-26T02:33:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2f419ab5e469125771169607ab5e08ece332f97",
          "body": null,
          "is_bot": false,
          "headline": "ci: publish PyPI on release tags",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-03T02:53:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df29c84a81af140825b2b8662871a544d4825458",
          "body": null,
          "is_bot": false,
          "headline": "feat: add Android composite runtime triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-03T02:37:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c57c797042d384cf2a1c29c1e1e4765f71988884",
          "body": null,
          "is_bot": false,
          "headline": "feat: add mobile automation stable v6",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T13:41:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23621a105b7d5ed366a11659cf8f2e7e4819f38a",
          "body": null,
          "is_bot": false,
          "headline": "feat: add android ops workflow pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T13:01:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "316c03a522013e2cbade6740236093ea37e9b857",
          "body": null,
          "is_bot": false,
          "headline": "feat: add android pro production hardening",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T12:11:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcec87e287a878a67ea0b0e2f2e4bcc1ae435dd7",
          "body": null,
          "is_bot": false,
          "headline": "feat: add android apk automation adapter",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T11:22:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "716b69de306d853a568f07b0f3d4eb30378036d7",
          "body": null,
          "is_bot": false,
          "headline": "feat: promote agent failure doctor v5 stable line",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T10:02:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fc3f8ba490b21b93f5b2de37c61e368b6b37c0e",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v4.3 case benchmark program",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T09:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "384256d30e3494430590908f8ff8b8093369aa2e",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v4.2 package scan",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T06:17:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "899d28edf64d6f435ab554fac67133f533c319a6",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v4.2 plugin sdk",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T06:09:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1f879f6e30a7995f9ce741e7cc8c612c36908ca",
          "body": null,
          "is_bot": false,
          "headline": "test: decode cli output as utf-8 on windows",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T05:07:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcdfb2365d7b7e3661107452694d3db4b6973179",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v4.1 enterprise governance",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T04:59:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64f1f293d768ba20d78e4ff6cb87d765203e4dee",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v4.0 hybrid evidence reasoning",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T04:36:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26d2e8ebc9658e9c0ccb3f88d8df1ebad061ae76",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v3.9 local failure knowledge base",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T04:05:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "995e3e2c65c58fba98c0b5efb6ee5692b7863390",
          "body": null,
          "is_bot": false,
          "headline": "feat: add v3.8 ci cd integration pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T03:19:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fcf44101d32d0d2ccedfdc82292e34603ea44ee",
          "body": null,
          "is_bot": false,
          "headline": "feat: add local web console",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-02T02:22:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5834c57a476d7ae056d7205f407000a3feac504",
          "body": null,
          "is_bot": false,
          "headline": "fix: match HTTP status markers with word boundaries",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T16:51:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51f1b8f44c78b6d6c5b8dfefb70402b6eceae92b",
          "body": null,
          "is_bot": false,
          "headline": "fix: add visual agent resolution plan",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T16:45:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e51afe359459b057abb82e7b2f34e8a4fb99d4f",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden visual agent failure triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T16:45:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96f52833f5d2d125979ad13b0904dd4a2b63d4a3",
          "body": null,
          "is_bot": false,
          "headline": "feat: add regulated visual full-chain evaluation",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T16:38:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7974ebe0221379b5a18e77c383e8fec4fb605c30",
          "body": null,
          "is_bot": false,
          "headline": "feat: add OCR document evidence adapter",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T15:43:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bfc7edcb05486b1ba9bfc3085c089cb42b9abb6",
          "body": null,
          "is_bot": false,
          "headline": "feat: add visual agent runtime observability",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T15:08:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032c7d944937965e0aa119447fd6de9ff224e7bb",
          "body": null,
          "is_bot": false,
          "headline": "test: make safety CLI capture encoding robust",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T14:34:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "328e57d332f7636312387841487166f1f38d9a96",
          "body": null,
          "is_bot": false,
          "headline": "feat: add safety compliance evaluation pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T14:30:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7517c44b808049cb4e4aa7f60b8facbcf8ac30f",
          "body": null,
          "is_bot": false,
          "headline": "feat: add data engineering closed-loop triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T13:35:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3aa9f2689be6e66763a45864f2af00e19e7b97b8",
          "body": null,
          "is_bot": false,
          "headline": "feat: add visual and data quality diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T12:57:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ac9e3d48df2d2c7a9b973e9fa6a2ec50c74bec2",
          "body": null,
          "is_bot": false,
          "headline": "feat: add deep runtime evidence diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T11:57:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f8102b2a401d3c12313dfbe0c1a01fbc4cb57a9",
          "body": null,
          "is_bot": false,
          "headline": "test: guard runtime sandbox triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T11:35:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92972ded3c10f79ddde54781e8566cd9c0a36d0d",
          "body": null,
          "is_bot": false,
          "headline": "test: guard entropy behavioral triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T11:29:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbbe4135dd32962cbffe0013668ab0a68659f008",
          "body": null,
          "is_bot": false,
          "headline": "feat: add canvas fingerprint diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T11:24:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccf201122ce6c8f46e69146440ad5d8d99e1301f",
          "body": null,
          "is_bot": false,
          "headline": "feat: add js integrity diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T11:07:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70a5bc38bc3bbb4b100af5bd122ea87c66b02319",
          "body": null,
          "is_bot": false,
          "headline": "feat: add behavioral evidence diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T10:49:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "606664567fe0a60a18d129af54bd2d3e0166b105",
          "body": null,
          "is_bot": false,
          "headline": "feat: accept offline probe evidence packs",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T10:18:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66b852114f32b67fd42586cac3ec634773addb4b",
          "body": null,
          "is_bot": false,
          "headline": "test: accept normalized Chinese README",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T10:02:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11b5af6106ee4b34bdd2ce289a780f496625bcdc",
          "body": null,
          "is_bot": false,
          "headline": "chore: release agent failure doctor v3.2.3",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T09:56:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6496e330e6e56f7139fd76b99139ab50a42ba494",
          "body": null,
          "is_bot": false,
          "headline": "feat: add safe expert crawler diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T09:39:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52ff136933d950d2e772ddea17a537be99a4cc19",
          "body": null,
          "is_bot": false,
          "headline": "chore: release agent failure doctor v3.2.2",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T09:20:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e81a0790efb93d04a9f0c862bdfe68f2adf87584",
          "body": null,
          "is_bot": false,
          "headline": "fix: extend safe spiderbuf-inspired diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T09:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f1e4959b331de9c794e8fc702484ca0fc650b3f",
          "body": null,
          "is_bot": false,
          "headline": "chore: release agent failure doctor v3.2.1",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T07:12:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1607eecf1bcd824cac59fba5cab72f84fef42253",
          "body": null,
          "is_bot": false,
          "headline": "fix: cover composite risk diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T06:50:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "980eca85fea97c7d4736f2fd9bfa1832774a2dd6",
          "body": null,
          "is_bot": false,
          "headline": "test: guard md5 signature triage",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T06:10:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc3b9ec017e105147cd812e994585c95e168f6aa",
          "body": null,
          "is_bot": false,
          "headline": "fix: add safe complex scraper diagnostics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-07-01T05:58:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64eb7710a57057968d95325506f2afb9235e18a9",
          "body": null,
          "is_bot": false,
          "headline": "fix: improve spiderbuf-inspired classifier rules",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-30T16:36:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdff9f66e276ef131a74ec3b36e169d482447a75",
          "body": null,
          "is_bot": false,
          "headline": "chore: harden spiderbuf private public boundary",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T17:15:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93e45b84c545eb143832c565c4a8119ab2767480",
          "body": null,
          "is_bot": false,
          "headline": "docs: add issue forms and pypi distribution links",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T16:04:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "913e70254ef2d56498113cc6ea71179ae0830f7e",
          "body": null,
          "is_bot": false,
          "headline": "docs: promote pypi install in readme",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T15:43:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c416d3fc8f3123b5c76f9de0f82623b632e1638c",
          "body": null,
          "is_bot": false,
          "headline": "docs: add distribution feedback pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T15:04:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "519d3b6158d92370057eb575e38d2fe0107cc656",
          "body": null,
          "is_bot": false,
          "headline": "docs: polish v3.2 release entry",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T14:34:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4064cf11b5ab917ab73f454d40cf160c2563999",
          "body": null,
          "is_bot": false,
          "headline": "feat: add agent frontend invocation bootstrap",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T14:17:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "574476c0d3527105838f79685458838d1833d227",
          "body": null,
          "is_bot": false,
          "headline": "test: harden auto collector assertions on windows",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T14:06:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a94b94351eac325e55871535d78c1f41f4034ab",
          "body": null,
          "is_bot": false,
          "headline": "feat: add authorized auto collector and one-click diagnosis",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T14:02:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "086f5f66dd04c7ea154249492fa2b99076576164",
          "body": null,
          "is_bot": false,
          "headline": "docs: polish readme layout and beta classifier",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T13:17:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba3905a0f352130d67d17440defc55fadafcc172",
          "body": null,
          "is_bot": false,
          "headline": "docs: mark v3.1.0 release as published",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T12:19:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f802f81dc90e2b68a8316d9ac14bc8c2d6610e05",
          "body": null,
          "is_bot": false,
          "headline": "feat: complete p98 master gate",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T12:15:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa5d2bb52a2b6bb416c387f38e27f80d50bb267f",
          "body": null,
          "is_bot": false,
          "headline": "docs: polish v2.4.1 release README entry",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T11:33:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72e93b27ce9444654fc312b9ff6753ae5ebb252c",
          "body": null,
          "is_bot": false,
          "headline": "docs: mark v2.4.1 release as published",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T11:17:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe506edaee2afb411e89148c1aab01b0b6c87ec6",
          "body": null,
          "is_bot": false,
          "headline": "docs: clarify stable release and p98 development track",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T11:12:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6a825e82c84c03b9c3df3d6c48eb781c05d994a",
          "body": null,
          "is_bot": false,
          "headline": "docs: align v3 public milestone and p98 tracks",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T10:55:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5400f1b48064b302aae87d92c0732778ca1a9a5",
          "body": null,
          "is_bot": false,
          "headline": "feat: harden spiderbuf-inspired diagnosis guardrails",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T10:00:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca3b920d6828d55fc9ff11a032fa2c57a72a154",
          "body": null,
          "is_bot": false,
          "headline": "feat: add p98 maturity skeleton",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T09:44:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50feab5ca79c1d136d8ee4d43729a4edaa62184a",
          "body": null,
          "is_bot": false,
          "headline": "feat: add batch diagnosis fleet mode",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T09:27:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc34fae2616618b841df333591c7b55a77b1b140",
          "body": null,
          "is_bot": false,
          "headline": "test: add ai handoff validation ledger",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T07:49:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a2a8a7a6c27403b71921b750c3ca0491e16b74e",
          "body": null,
          "is_bot": false,
          "headline": "feat: add ai handoff and patch proposal",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T07:39:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61897f6905c3d1b4c0a7bd7e598f9baa653c15ac",
          "body": null,
          "is_bot": false,
          "headline": "chore: align p95 tracks and release metrics",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T07:25:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2138ce025d79d9ad5a35f1198a596794e781341c",
          "body": null,
          "is_bot": false,
          "headline": "feat: add composite diagnosis p95 strict gate",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T06:47:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b68eae91d7dd9924501d57388f29b491428887c",
          "body": null,
          "is_bot": false,
          "headline": "fix: prioritize direct error evidence in diagnosis",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T06:14:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2aa487cb2d41086685316b45c90020d3671d8199",
          "body": null,
          "is_bot": false,
          "headline": "feat: add spiderbuf inspired validation pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T05:54:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1c78ccfd6818a23abc9977425da286b410d5cd4",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v2.2 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T05:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1494437ff6f13cb908fc32b2d9bbe1b01604ed97",
          "body": null,
          "is_bot": false,
          "headline": "test: harden cross-framework cli output assertions",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T05:33:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f27320cd139b69c187fd836d26c5d8a4c6e5f51b",
          "body": null,
          "is_bot": false,
          "headline": "feat: add cross-framework adapter pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T05:30:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "132c226331b65048e38d29dcc19d919921aa1bd3",
          "body": null,
          "is_bot": false,
          "headline": "docs: align v2.1 release positioning and showcase reports",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T04:34:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78d4f08b2e1271285d41a2e3f69dc1b3e059f81e",
          "body": null,
          "is_bot": false,
          "headline": "docs: clarify diagnostic engine roadmap",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T04:18:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9edb09b66e877a56ded0fab2c5d0314eaaed9a11",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v2.1 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T04:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e1d5ea5419f8f5ecbebb6bd7e85b19ddc09a83c",
          "body": null,
          "is_bot": false,
          "headline": "feat: add sanitize share pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T04:07:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d68c505b4db94b944b860050ab779f9a889e5dd",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v2.0 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:52:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fed31aad7532ea072ebf9039e441800d0c1c679",
          "body": null,
          "is_bot": false,
          "headline": "feat: add auto capture run command",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:49:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68c102680b111870482fd05b3b971a8a9b81ffa4",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v1.3 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:40:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5dd2be0da1c1c9e36a8a6e5a1476cf74fc488aa1",
          "body": null,
          "is_bot": false,
          "headline": "feat: add validation hardening gate",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:37:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9fa73c8127f828bc2faf0d14e3b0bade710e0dc",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v1.2 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:24:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f0895ccb914c075b071c94c2b9b449521c10e75",
          "body": null,
          "is_bot": false,
          "headline": "feat: add workflow integration adapters",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T03:22:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e6535a7a47768a66cafaaf7e51783667ccc2c0c",
          "body": null,
          "is_bot": false,
          "headline": "docs: record v1.1 ci verification",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T02:56:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98c7d80873eafe53e2e3f908a139079459af779d",
          "body": null,
          "is_bot": false,
          "headline": "feat: add applied scenario demo pack",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T02:53:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65119d7cffa8f33af839cd5bd7c8297b83d22d80",
          "body": null,
          "is_bot": false,
          "headline": "fix: stabilize failure doctor cli tests on windows",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T02:29:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f54952be34bd7f008066e42e22de25e88b9e77bd",
          "body": null,
          "is_bot": false,
          "headline": "feat: add failure resolution loop",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T02:24:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1db7407bdd1b17a349046b2103b8527e342c8977",
          "body": null,
          "is_bot": false,
          "headline": "feat: add external public reference validation",
          "author_name": "sida",
          "author_login": "tobybgy-lsd",
          "committed_at": "2026-06-29T02:08:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 36,
      "commits_last_year": 144,
      "latest_release_at": "2026-07-26T10:05:41Z",
      "latest_release_tag": "v6.3.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 2,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 2.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "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": "agent-failure-doctor",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "playwright",
            "browser automation",
            "ai agent",
            "crawler",
            "rpa",
            "debugging",
            "failure diagnosis",
            "Development Status :: 4 - Beta",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Topic :: Software Development :: Testing"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/agent-failure-doctor/",
          "is_deprecated": false,
          "latest_version": "6.3.0",
          "repository_url": "https://github.com/tobybgy-lsd/web-agent-runtime-bench",
          "versions_count": 28,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 3325,
          "first_published_at": "2026-06-29T15:36:28.135036Z",
          "latest_published_at": "2026-07-26T10:06:16.331928Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 1,
      "watchers": 0,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "cookbook",
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 353031,
      "source_files_sampled": 803,
      "oversized_source_files": 4,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 4,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "tobybgy-lsd",
          "commits": 159,
          "avatar_url": "https://avatars.githubusercontent.com/u/279280502?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "benchmark.yml",
        "publish-pypi.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 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": "4 out of 4 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 0/19 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "project was created within the last 90 days. Please review its contents carefully",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": null,
            "reason": "no dependencies found",
            "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": 3,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "7c215304b4aceaebea13bf3263d2af12715db120",
        "ran_at": "2026-07-26T10:07:29Z",
        "aggregate_score": 2.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-26T10:06:22Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-26T09:56:26Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/tobybgy-lsd/web-agent-runtime-bench",
    "host": "github.com",
    "name": "web-agent-runtime-bench",
    "owner": "tobybgy-lsd"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 54,
      "inputs": {
        "security": 27,
        "vitality": 69,
        "community": 45,
        "governance": 46,
        "engineering": 77
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 69,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "commits_last_year": 144,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 2
            },
            "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": "2/52 weeks with commits",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "144 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 144
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 36,
              "latest_release_tag": "v6.3.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 2.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "36 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 36
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~2.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 2.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 45,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 1,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "1 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "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": "moderate",
            "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": 59,
            "inputs": {
              "packages": [
                "agent-failure-doctor"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3325
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,325 downloads/month across pypi",
                "points": 47,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3325,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 46,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "merged_prs": 4,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "4/4 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 4,
                      "decided": 4
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "critical",
            "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": 19,
            "inputs": {
              "followers": 1,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "tobybgy-lsd",
              "public_repos": 1,
              "account_age_days": 91
            },
            "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 followers of tobybgy-lsd",
                "points": 2.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1,
                      "login": "tobybgy-lsd"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~0 yr old",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "agent-failure-doctor"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "28 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 28
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agent",
                "ai-agent",
                "automation",
                "claude-code",
                "codex",
                "crawler",
                "cursor",
                "debugging",
                "failure-diagnosis",
                "playwright",
                "pypi",
                "rpa"
              ],
              "has_wiki": false,
              "homepage": "https://pypi.org/project/agent-failure-doctor/",
              "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://pypi.org/project/agent-failure-doctor/",
                "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": "12 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 27,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 27,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 14,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 4,
              "scorecard_aggregate": 2.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "4 out of 4 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 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 36,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 353031,
              "source_files_sampled": 803,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/803 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 803,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "cookbook",
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "cookbook, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cookbook, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:agent-failure-doctor@6.3.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T10:07:41.702258Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tobybgy-lsd/web-agent-runtime-bench.svg",
  "full_name": "tobybgy-lsd/web-agent-runtime-bench",
  "license_state": "custom",
  "license_spdx": null
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.