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Software-GesundheitsberichtSchema 0.14.0 · Metriken 1.13.0 · 2026-07-18 17:47 UTC

githubsecuritylab / seclab-taskflow-agent

GitHub Security Lab Taskflow Agent

PythonMIT★ 214 Sterne⑂ 25 Forksseit Sept. 2025Auf GitHub ansehen ↗

githubsecuritylab/seclab-taskflow-agent erreicht einen Gesundheitsindex von 74 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (91/100) ab, am schwächsten bei AI Readiness (44/100). Zuletzt vor 1 Tag aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

74
gesamt / 100
Gut

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.

74
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

240 Follower15 öffentliche Reposseit März 2023

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIseclab-taskflow-agent0.4.11.22415vor 10 Tagenagentic-workflowsmcpopenai-agentspydanticsecurity-researchtaskflowyaml

Metriken nach Kategorie

Vitalität

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

91Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
28.4/36Commit-Rhythmus — 41/52 Wochen mit Commits
18/18Commit-Volumen — 809 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year809
human_commit_share
days_since_last_push1
active_weeks_last_year41
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 26 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 10 Tagen
27/27Release-Rhythmus — ein Release etwa alle 15,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count26
latest_release_tagv0.4.1
releases_from_tagsnein
days_since_latest_release10
mean_days_between_releases15,3

Community & Verbreitung

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

62Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
37.8/60Stars — 214 Stars
11.5/25Forks — 25 Forks
0/15Watcher — 2 Watcher
Verwendete Eingangsdaten
forks25
stars214
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein
Wie die Bewertung erfolgt
41.2/80Downloads pro Monat — 1.224 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesseclab-taskflow-agent
dependents
ecosystemspypi
total_downloads
monthly_downloads1.224
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?

72Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
11.4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 49 % der Commits
13.5/13.5Breite der Beitragenden — 13 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Verwendete Eingangsdaten
bus_factor2
contributors_sampled13
top_contributor_share0,492
Wie die Bewertung erfolgt
28.3/46.8Issue-Lösungsquote — 60 % der Issues geschlossen
30.2/38.3PR-Annahme — 183/232 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs183
open_issues15
closed_issues23
issue_closed_ratio0,605
closed_unmerged_prs49
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
17.1/25Reichweite des Inhabers — 240 Follower von GitHubSecurityLab
15.5/25Kontohistorie — 15 öffentliche Repos, Kontoalter ca. 3 Jahre
Verwendete Eingangsdaten
followers240
owner_typeOrganization
is_verified
owner_loginGitHubSecurityLab
public_repos15
account_age_days1.230

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 10 Tagen
20/20Versionshistorie — 15 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesseclab-taskflow-agent
ecosystemspypi
any_deprecatednein
min_days_since_publish10

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

71Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 6 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 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
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

72Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 6 out of 6 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
5/5SAST — SAST tool is run on all commits
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 — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate7,2

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.

44Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — src/seclab_taskflow_agent/mcp_servers/codeql/jsonrpyc/py.typed
10/10Reproduzierbare Umgebung — devcontainer, Dockerfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainerja
has_linter_confignein
typecheck_configssrc/seclab_taskflow_agent/mcp_servers/codeql/jsonrpyc/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (src/seclab_taskflow_agent/mcp_servers/codeql/jsonrpyc/py.typed)
54.4/55Handhabbare Dateigrößen — 1/85 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes64.756
source_files_sampled85
oversized_source_files1
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalja
api_schema_files

Eckdaten

214GitHub-Sterne
13Mitwirkende
809Commits, letzte 12 Monate
1Tage seit letztem Push
26Releases
2Bus-Faktor
15offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 7.2 / 10
7.2Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-18 17:47 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 85
RegistryPaketVersionsvorgabeManifest
PyPIaiofiles==24.1.0pyproject.toml
PyPIannotated-types==0.7.0pyproject.toml
PyPIanthropic>=0.50,<1pyproject.toml
PyPIanyio==4.9.0pyproject.toml
PyPIattrs==25.3.0pyproject.toml
PyPIAuthlib==1.6.12pyproject.toml
PyPIcertifi==2025.6.15pyproject.toml
PyPIcffi==2.0.0pyproject.toml
PyPIcharset-normalizer==3.4.2pyproject.toml
PyPIclick==8.2.1pyproject.toml
PyPIcolorama==0.4.6pyproject.toml
PyPIcryptography==48.0.1pyproject.toml
PyPIcyclopts==4.0.0pyproject.toml
PyPIdistro==1.9.0pyproject.toml
PyPIdnspython==2.8.0pyproject.toml
PyPIdocstring_parser==0.17.0pyproject.toml
PyPIdocutils==0.22pyproject.toml
PyPIemail-validator==2.3.0pyproject.toml
PyPIexceptiongroup==1.3.0pyproject.toml
PyPIfastmcp==3.2.0pyproject.toml
PyPIgithub-copilot-sdk>=0.2.2,<0.3pyproject.toml
PyPIgriffe==1.7.3pyproject.toml
PyPIh11==0.16.0pyproject.toml
PyPIhttpcore==1.0.9pyproject.toml
PyPIhttpx==0.28.1pyproject.toml
PyPIhttpx-sse==0.4.1pyproject.toml
PyPIidna==3.15pyproject.toml
PyPIimportlib_metadata==8.7.0pyproject.toml
PyPIisodate==0.7.2pyproject.toml
PyPIjedi==0.19.2pyproject.toml
PyPIJinja2>=3.1.0pyproject.toml
PyPIjiter==0.10.0pyproject.toml
PyPIjsonschema==4.24.0pyproject.toml
PyPIjsonschema-path==0.3.4pyproject.toml
PyPIjsonschema-specifications==2025.4.1pyproject.toml
PyPIlazy-object-proxy==1.12.0pyproject.toml
PyPImarkdown-it-py==3.0.0pyproject.toml
PyPIMarkupSafe==3.0.2pyproject.toml
PyPImcp==1.28.1pyproject.toml
PyPImdurl==0.1.2pyproject.toml
PyPImore-itertools==10.8.0pyproject.toml
PyPIopenai==1.107.0pyproject.toml
PyPIopenai-agents==0.2.11pyproject.toml
PyPIopenapi-core==0.19.5pyproject.toml
PyPIopenapi-pydantic==0.5.1pyproject.toml
PyPIopenapi-schema-validator==0.6.3pyproject.toml
PyPIopenapi-spec-validator==0.7.2pyproject.toml
PyPIparse==1.20.2pyproject.toml
PyPIparso==0.8.4pyproject.toml
PyPIpathable==0.4.4pyproject.toml
PyPIplatformdirs==4.5.0pyproject.toml
PyPIpluggy==1.6.0pyproject.toml
PyPIpycparser==2.23pyproject.toml
PyPIpydantic==2.13.3pyproject.toml
PyPIpydantic-settings==2.14.2pyproject.toml
PyPIpydantic_core==2.46.3pyproject.toml
PyPIPygments==2.20.0pyproject.toml
PyPIpyperclip==1.9.0pyproject.toml
PyPIpython-dotenv==1.2.2pyproject.toml
PyPIpython-lsp-jsonrpc==1.1.2pyproject.toml
PyPIpython-lsp-server==1.12.2pyproject.toml
PyPIpython-multipart==0.0.31pyproject.toml
PyPIPyYAML==6.0.2pyproject.toml
PyPIreferencing==0.36.2pyproject.toml
PyPIrequests==2.33.0pyproject.toml
PyPIrfc3339-validator==0.1.4pyproject.toml
PyPIrich==14.0.0pyproject.toml
PyPIrich-rst==1.3.1pyproject.toml
PyPIrpds-py==0.26.0pyproject.toml
PyPIshellingham==1.5.4pyproject.toml
PyPIsix==1.17.0pyproject.toml
PyPIsniffio==1.3.1pyproject.toml
PyPISQLAlchemy==2.0.41pyproject.toml
PyPIsse-starlette==2.4.1pyproject.toml
PyPIstarlette==1.3.1pyproject.toml
PyPIstrenum==0.4.15pyproject.toml
PyPItqdm==4.67.1pyproject.toml
PyPItyper==0.16.0pyproject.toml
PyPItypes-requests==2.32.4.20250611pyproject.toml
PyPItyping-inspection==0.4.2pyproject.toml
PyPItyping_extensions==4.15.0pyproject.toml
PyPIujson==5.13.0pyproject.toml
PyPIurllib3==2.7.0pyproject.toml
PyPIuvicorn==0.35.0pyproject.toml
PyPIzipp==3.23.0pyproject.toml
Alle Abhängigkeiten 85

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 85 direkte und 0 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIaiofiles24.1.0direkt
PyPIannotated-types0.7.0direkt
PyPIanthropicdirekt
PyPIanyio4.9.0direkt
PyPIattrs25.3.0direkt
PyPIauthlib1.6.12direkt
PyPIcertifi2025.6.15direkt
PyPIcffi2.0.0direkt
PyPIcharset-normalizer3.4.2direkt
PyPIclick8.2.1direkt
PyPIcolorama0.4.6direkt
PyPIcryptography48.0.1direkt
PyPIcyclopts4.0.0direkt
PyPIdistro1.9.0direkt
PyPIdnspython2.8.0direkt
PyPIdocstring-parser0.17.0direkt
PyPIdocutils0.22direkt
PyPIemail-validator2.3.0direkt
PyPIexceptiongroup1.3.0direkt
PyPIfastmcp3.2.0direkt
PyPIgithub-copilot-sdkdirekt
PyPIgriffe1.7.3direkt
PyPIh110.16.0direkt
PyPIhttpcore1.0.9direkt
PyPIhttpx0.28.1direkt
PyPIhttpx-sse0.4.1direkt
PyPIidna3.15direkt
PyPIimportlib-metadata8.7.0direkt
PyPIisodate0.7.2direkt
PyPIjedi0.19.2direkt
PyPIjinja2direkt
PyPIjiter0.10.0direkt
PyPIjsonschema4.24.0direkt
PyPIjsonschema-path0.3.4direkt
PyPIjsonschema-specifications2025.4.1direkt
PyPIlazy-object-proxy1.12.0direkt
PyPImarkdown-it-py3.0.0direkt
PyPImarkupsafe3.0.2direkt
PyPImcp1.28.1direkt
PyPImdurl0.1.2direkt
PyPImore-itertools10.8.0direkt
PyPIopenai1.107.0direkt
PyPIopenai-agents0.2.11direkt
PyPIopenapi-core0.19.5direkt
PyPIopenapi-pydantic0.5.1direkt
PyPIopenapi-schema-validator0.6.3direkt
PyPIopenapi-spec-validator0.7.2direkt
PyPIparse1.20.2direkt
PyPIparso0.8.4direkt
PyPIpathable0.4.4direkt
PyPIplatformdirs4.5.0direkt
PyPIpluggy1.6.0direkt
PyPIpycparser2.23direkt
PyPIpydantic2.13.3direkt
PyPIpydantic-core2.46.3direkt
PyPIpydantic-settings2.14.2direkt
PyPIpygments2.20.0direkt
PyPIpyperclip1.9.0direkt
PyPIpython-dotenv1.2.2direkt
PyPIpython-lsp-jsonrpc1.1.2direkt
PyPIpython-lsp-server1.12.2direkt
PyPIpython-multipart0.0.31direkt
PyPIpyyaml6.0.2direkt
PyPIreferencing0.36.2direkt
PyPIrequests2.33.0direkt
PyPIrfc3339-validator0.1.4direkt
PyPIrich14.0.0direkt
PyPIrich-rst1.3.1direkt
PyPIrpds-py0.26.0direkt
PyPIshellingham1.5.4direkt
PyPIsix1.17.0direkt
PyPIsniffio1.3.1direkt
PyPIsqlalchemy2.0.41direkt
PyPIsse-starlette2.4.1direkt
PyPIstarlette1.3.1direkt
PyPIstrenum0.4.15direkt
PyPItqdm4.67.1direkt
PyPItyper0.16.0direkt
PyPItypes-requests2.32.4.20250611direkt
PyPItyping-extensions4.15.0direkt
PyPItyping-inspection0.4.2direkt
PyPIujson5.13.0direkt
PyPIurllib32.7.0direkt
PyPIuvicorn0.35.0direkt
PyPIzipp3.23.0direkt
JSON-Rohbericht maschinenlesbar
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        {
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          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 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": 0,
                "status": "missed",
                "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": 52,
            "inputs": {
              "packages": [
                "seclab-taskflow-agent"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1224
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,224 downloads/month across pypi",
                "points": 41.2,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1224,
                      "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": "good",
        "name": "Sustainability & Governance",
        "value": 72,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 13,
              "top_contributor_share": 0.492
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 49% of commits",
                "points": 11.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 49
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "merged_prs": 183,
              "open_issues": 15,
              "closed_issues": 23,
              "issue_closed_ratio": 0.605,
              "closed_unmerged_prs": 49
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "60% of issues closed",
                "points": 28.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 60
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "183/232 decided PRs merged",
                "points": 30.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 183,
                      "decided": 232
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "followers": 240,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "GitHubSecurityLab",
              "public_repos": 15,
              "account_age_days": 1230
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "240 followers of GitHubSecurityLab",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 240,
                      "login": "GitHubSecurityLab"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "15 public repos, account ~3 yr old",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 15
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "seclab-taskflow-agent"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 10
            },
            "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 10 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 10
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "15 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "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": 71,
        "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": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 72,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "6 out of 6 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/seclab_taskflow_agent/mcp_servers/codeql/jsonrpyc/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "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",
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