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Software-GesundheitsberichtSchema 0.26.0 · Metriken 1.13.0 · 2026-07-22 03:27 UTC

engseclabs / trailtool

Simplified CloudTrail analysis for AI agents

GoKeine Lizenz erkannt★ 41 Sterne⑂ 4 Forksseit März 2026Auf GitHub ansehen ↗

engseclabs/trailtool erreicht einen Gesundheitsindex von 50 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei AI Readiness (80/100) ab, am schwächsten bei Community & Adoption (28/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

50
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.

50
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

EngSecLabsOrganisation
3 Follower9 öffentliche Reposseit Feb. 2025

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/engseclabs/trailtoolv0.9.0-11vor 6 Tagen

Metriken nach Kategorie

Vitalität

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

77Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
6.2/36Commit-Rhythmus — 9/52 Wochen mit Commits
15.6/18Commit-Volumen — 53 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year53
human_commit_share1
days_since_last_push0
active_weeks_last_year9
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 11 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 6 Tagen
27/27Release-Rhythmus — ein Release etwa alle 13 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count11
latest_release_tagv0.9.0
releases_from_tagsnein
days_since_latest_release6
mean_days_between_releases13

Community & Verbreitung

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

28Kritisch · 18 % des Gesamtindex
Wie die Bewertung erfolgt
26/60Stars — 41 Stars
4/25Forks — 4 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks4
stars41
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
Wie die Bewertung erfolgt
22.5/22.5README
0/22.5Lizenz — keine Lizenzdatei erkannt
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licensenein
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

43Gefährdet · 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
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — 0 % der Issues geschlossen
34.4/38.3PR-Annahme — 9/10 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs9
open_issues1
closed_issues0
issue_closed_ratio0
closed_unmerged_prs1
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
4.3/25Reichweite des Inhabers — 3 Follower von engseclabs
10.2/25Kontohistorie — 9 öffentliche Repos, Kontoalter ca. 1 Jahre
Verwendete Eingangsdaten
followers3
owner_typeOrganization
is_verified
owner_loginengseclabs
public_repos9
account_age_days534

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 6 Tagen
20/20Versionshistorie — 11 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/engseclabs/trailtool
ecosystemsgo
any_deprecatednein
min_days_since_publish6

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

59Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 1 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0
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?

36Gefährdet · 16 % des Gesamtindex

Sicherheitslage

36Gefährdet
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
0/2.5CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/10 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5Lizenz — license file not detected
7.5/7.5Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3,6

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.

80Gut · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
38.2/40Lesbare Commit-Historie — 38 von 53 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,717
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes935
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — ingestor/Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — lockfile
10/10Belegte Agentenpraxis — 26 der letzten 53 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfilenein
typed_languageja
bootstrap_filesingestor/Makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,491
toolchain_manifestsgo.mod, ingestor/go.mod
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
52.6/55Handhabbare Dateigrößen — 1/23 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes1.612.964
source_files_sampled23
oversized_source_files1

Eckdaten

41GitHub-Sterne
1Mitwirkende
53Commits, letzte 12 Monate
0Tage seit letztem Push
11Releases
1Bus-Faktor
1offene Issues
GoPaket-Ökosysteme

Warnungen zur Datenerhebung

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Weitere Details

Stern- und Fork-Verlauf 41 ★ / 4 ⇿
41Sterne
4Forks
8Releases

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

0102030405041462026-032026-052026-07
Major 0Minor 6Patch 2
OpenSSF Scorecard 3.6 / 10
3.6Gesamtwert

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 · 2026-07-22 03:27 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 9 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/10 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Direkte Abhängigkeiten 12
RegistryPaketVersionsvorgabeManifest
Gogithub.com/aws/aws-sdk-go-v2v1.41.6go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.6go.mod
Gogithub.com/aws/aws-sdk-go-v2/feature/dynamodb/attributevaluev1.15.21go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.44.1go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/dynamodbv1.38.0go.mod
Gogithub.com/spf13/cobrav1.8.1go.mod
Gogithub.com/aws/aws-lambda-gov1.47.0ingestor/go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.39.6ingestor/go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.28.6ingestor/go.mod
Gogithub.com/aws/aws-sdk-go-v2/feature/dynamodb/attributevaluev1.20.14ingestor/go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/dynamodbv1.51.0ingestor/go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.71.0ingestor/go.mod
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
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          "published_at": "2026-03-20T21:49:05Z"
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        {
          "oid": "8f7dcda00a526c29db229612f166c55a68aeeaf3",
          "body": "Capture AWS MCP Server OAuth traffic as agent sessions",
          "is_bot": false,
          "headline": "Merge pull request #9 from engseclabs/claude/quirky-wescoff-c58e23",
          "author_name": "Alex Smolen",
          "author_login": "alsmola",
          "committed_at": "2026-07-15T18:24:31Z",
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          "is_coding_agent": false
        },
        {
          "oid": "7c6fb94237d31b0e8eab5a2c837c306ccf8aa1a6",
          "body": "Replaces the synthetic AWS MCP Server fixture with events captured live from a\nreal Claude Code → aws-mcp.us-east-1.api.aws/mcp session (iam:ListUsers), and\ncorrects the implementation where the real event shapes differed from the\nblog-derived guess:\n\n- The AWS API call the MCP server makes carries \n[…]\nntFixture now drives the real captured events end-to-end and asserts\nexactly one agent session with the real signInSessionArn and MCP resource.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Base MCP agent fixture on real captured CloudTrail events",
          "author_name": "Alex Smolen",
          "author_login": null,
          "committed_at": "2026-07-15T17:30:00Z",
          "body_truncated": true,
          "is_coding_agent": true
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        {
          "oid": "c289da612b94c510f79352c90143ef59dcc3e9f0",
          "body": "The AWS MCP Server OAuth flow (AWS Security blog, 09 JUL 2026) produces a\nCloudTrail pattern trailtool did not handle. It differs from the existing\n`aws login` PKCE flow: MCP API activity is correlated by aws:SignInSessionArn\nrather than roleID+creationDate, and the aws-mcp-server user agent was bei\n[…]\nriven end-to-end test, attribution/multi-event/negative aggregator\ntests, and unit tests for the new helpers and MCP user-agent classification.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Capture AWS MCP Server OAuth traffic as agent sessions",
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          "body": "…-sort\n\nSort sessions list chronologically and add --reverse flag",
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          "headline": "Merge pull request #8 from engseclabs/fix/sessions-list-chronological…",
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          "oid": "42a1c0d0f56ed186a7d7ab338f3b4aabeb32a54d",
          "body": "ListSessions was returning items in DynamoDB scan order (unordered),\nnot by start_time. Add a sort.Slice by StartTime after fetching all\npages so the default output is oldest-first. Add --reverse to the\nsessions list command for newest-first output.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Sort sessions list chronologically and add --reverse flag",
          "author_name": "Alex Smolen",
          "author_login": null,
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          "body": "Add index column to all list commands and --index to detail commands; sort display lists",
          "is_bot": false,
          "headline": "Merge pull request #7 from engseclabs/claude/gallant-visvesvaraya-c2290b",
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          "oid": "568458f44490aa0d70e386fe3015204c230a0cc3",
          "body": "…l detail commands\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update README and agent-instructions with # column and --index for al…",
          "author_name": "Alex Smolen",
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          "body": "…t ServicesUsed\n\n- All list commands (people, accounts, roles, services, resources) now\n  show a leading # column for easy reference\n- accounts detail, roles detail, services detail accept --index N as an\n  alternative to typing the name/ID\n- ServicesUsed in roles detail is now sorted alphabetically\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add # column to all list commands and --index to detail commands; sor…",
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          "body": "Same fix as Top Events/Resources Accessed — map iteration order is\nnon-deterministic so Session Tags was also random on every run.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Sort Session Tags display in sessions detail",
          "author_name": "Alex Smolen",
          "author_login": null,
          "committed_at": "2026-05-26T17:53:47Z",
          "body_truncated": false,
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          "oid": "7ac1fae1af88d3603b7465b88f59928ca02cd52a",
          "body": "- sessions list now shows a leading # column (1-indexed) so users can\n  pass the number directly to sessions detail --index\n- Top Events and Resources Accessed lists in session/role/service detail\n  are now sorted alphabetically for consistent, scannable output\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add index column to sessions list and sort map-iterated display lists",
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          "body": "sessions: short SSO role names, --index for detail, --long for list",
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          "headline": "Merge pull request #6 from engseclabs/claude/epic-dhawan-7fd57f",
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          "body": "- SSO role names in `sessions list` now show just the permission-set\n  name (e.g. AdministratorAccess) instead of the full aws-reserved/\n  sso.amazonaws.com path. Full path + ARN still shown in `sessions detail`.\n- Add `--long` flag to `sessions list` to opt back into full role names.\n- Add `--index\n[…]\nr, --before\n  flags as `sessions list`. Mutually exclusive with --at.\n- Update README and agent-instructions.md to reflect all three changes.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add sessions UX improvements: short role names, --index, and --long",
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          "headline": "Merge pull request #5 from engseclabs/claude/unruffled-brattain-381e93",
          "author_name": "Alex Smolen",
          "author_login": "alsmola",
          "committed_at": "2026-04-24T18:03:47Z",
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          "is_bot": false,
          "headline": "Document session-scoped policy generation in README and agent instruc…",
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          "body": "Adds `trailtool sessions policy --at <prefix>` to generate a tight IAM\npolicy from the specific API calls made in a single session, rather than\nthe full lifetime of a role. Uses the same IAM mapping engine as\n`roles policy` but scoped to session-level ResourceAccesses.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add session-scoped least-privilege policy generation",
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          "body": "Add session tag filtering and session policy capture for agent attribution",
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          "headline": "Merge pull request #4 from engseclabs/claude/hardcore-shamir-4b6aaa",
          "author_name": "Alex Smolen",
          "author_login": "alsmola",
          "committed_at": "2026-04-21T18:57:12Z",
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          "body": "Two-phase test:\n1. Polls CloudTrail LookupEvents until the AssumeRole event (with tags +\n   session policy) is confirmed visible — fails fast (~2 min) if not,\n   rather than polling blind for 15 minutes\n2. Polls trailtool sessions list --tag until the child session appears\n   with the expected tags \n[…]\ntrust policy updated (in engseclabs/iam) to allow sts:TagSession\nand given an inline policy permitting sts:GetCallerIdentity + iam:ListRoles.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add integration test for session tag and session policy capture",
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          "body": "…bution\n\n- Add SessionPolicy field to DynamoDBChainLink, DynamoDBSessionAggregated, and SessionAggregated\n- Extract requestParameters.policy from AssumeRole events via ExtractSessionPolicy helper\n- Propagate SessionPolicy through chain link to child session (aggregator + DynamoDB merge)\n- Pretty-pri\n[…]\n simply not attributed rather than guessing from tags\n- Delete core/iam/boundary.go (boundary was replaced by session policy from CloudTrail)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add session policy capture and remove email fallback from agent attri…",
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          "body": "When an AssumeRole event carries session tags in requestParameters.tags\n(e.g. from elhaz-vended agent credentials), the ingestor now captures\nthose tags and propagates them to the child session record via the chain\nlink. This enables tag-based filtering in the CLI without requiring any\nnew session t\n[…]\ntics, repeatable)\n  to sessions list; show Session Tags block in sessions detail whenever\n  non-empty; add --boundary flag to sessions detail\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Add session tag attribution and tag-based filtering for chained sessions",
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          "headline": "Merge pull request #3 from engseclabs/claude/hopeful-jackson-86a03d",
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          "body": "The ingestor merges new events into existing sessions (grouped by\nrole+time window), so a freshly triggered event extends a session's\nend_time rather than creating a new one. Polling start_time >= trigger\nnever matched; end_time >= trigger catches it correctly.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Fix integration test to poll on end_time instead of start_time",
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          "body": "Generates an iam:ListRoles CloudTrail event then polls trailtool sessions\nlist every 60s (up to 15 min) until a new session appears, confirming the\nfull pipeline — CloudTrail → S3 → EventBridge → Lambda ingestor → DynamoDB\n→ trailtool CLI — is working end to end.\n\nUses iam:ListRoles rather than sts:\n[…]\ncords omit sessionContext in CloudTrail, causing the ingestor to skip session\ncreation (no roleARN). ListRoles includes full session context.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "body": "Add aws login (PKCE OAuth2) session detection and attribution",
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          "headline": "Merge pull request #2 from engseclabs/claude/lucid-saha",
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          "oid": "65ec25d8972e597099a597eec5d54df5d1906829",
          "body": "Detects CreateOAuth2Token events to identify sessions vended via\n`aws login`, tags them as LOGIN type, and attributes them back to the\nhuman session that initiated the login.\n\nKey changes:\n- Aggregator: login pre-pass detects CreateOAuth2Token, builds\n  login:roleID:startTime grant keys, persists to\n[…]\netecting from user agents\n- Tests: three new aggregator tests for aws login detection, cross-\n  window attribution, and sso login non-tagging\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "committed_at": "2026-04-17T03:32:44Z",
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          "oid": "9f08f6a02951d9525db523db7cef7a22cae11695",
          "body": "…I interface\n\nReplace --session-key with --at <time-prefix> and --user flags throughout.\nAdd Session detail tips paragraph covering prefix matching, --at latest,\ndisambiguation, and role chaining display. Update break-glass workflow\nstep 2 to use the new interface.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Update agent instructions to reflect new sessions detail/summarize CL…",
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          "committed_at": "2026-04-16T17:18:05Z",
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          "body": "Implement role chaining attribution",
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          "headline": "Merge pull request #1 from engseclabs/claude/vibrant-bhabha",
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          "body": "- Update sessionsSummarizeCmd to use --at/--user via resolveSession (was still on --session-key)\n- Update README usage examples to reflect --at interface\n- Update README role chaining section to show actual detail output format\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "Fix sessions CLI docs and summarize command to use --at/--user interface",
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          "body": "…n key format\n\n- Replace --session-key with --at (time prefix) and --user flags in sessions detail\n- Add resolveSession() with FindSession for prefix-based lookup and \"latest\" shorthand\n- Add relativeTime() for human-friendly timestamps in sessions list\n- Drop chained: prefix from programmatic Assum\n[…]\ngins_with prefix queries with multi-match disambiguation\n- Add UpdateParentSessionChaining() to store for cross-batch deferred parent updates\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Redesign sessions CLI: --at/latest interface, clean up chained sessio…",
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          "body": "… session\n\n- Two-pass aggregation: Pass 1 writes chain links (access key → parent session)\n  for both programmatic and console switch-role AssumeRole events\n- Console switch-role support: keyed by roleID:creationTime since the console\n  issues a fresh credential per request rather than one stable se\n[…]\non records\n- Adds ChainLinksTable DynamoDB resource and CHAIN_LINKS_TABLE env var to\n  template-sandbox.yaml; adds make deploy-sandbox target\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add role chaining: attribute AssumeRole sessions to originating human…",
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          "body": "…ssions\n\nWhen a known Identity Center session calls sts:AssumeRole, the issued\ntemporary credential's access key ID is now recorded in a new DynamoDB\ntable (trailtool-chain-links, TTL 12h). On each ingestor run, a two-pass\nalgorithm attributes events from chained roles back to the originating\nhuman \n[…]\nor Process → processInternal to enable unit testing without DynamoDB\n- Add unit tests for extraction helpers and end-to-end chain attribution\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Implement role chaining attribution for human-initiated AssumeRole se…",
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          "committed_at": "2026-04-04T22:26:41Z",
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          "body": "…n to use Converse method with structured message handling and improved response parsing.",
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          "headline": "Enhance session summarization: update model ID and refactor invocatio…",
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          "committed_at": "2026-03-24T03:40:14Z",
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          "oid": "252faddce83ca73c4729d03e662ce6829972c439",
          "body": "…ommand, update session detail command to use session key, and improve DynamoDB session handling with composite sort key for disambiguation.",
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          "headline": "Enhance session management: add filtering options for sessions list c…",
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          "oid": "e28465ba950be17ca61e254007af6f544e4d9e42",
          "body": "…ByName and rolesDetailCmd for disambiguation; update related logic to handle multiple matches.",
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          "headline": "Enhance role lookup functionality: add accountID parameter to GetRole…",
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          "headline": "Add SAM build artifacts to .gitignore",
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          "oid": "37c78b7490b62f9c12e3a8957580ad280574d004",
          "body": "…n for resource updates and add merging logic for ClickOps accesses; improve resource extraction to avoid duplicates for handled services.",
          "is_bot": false,
          "headline": "Enhance DynamoDB resource handling: implement read-merge-write patter…",
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          "oid": "111c51a5b6ea391de24d062702ecd2a6802aca68",
          "body": "…casks, and include post-install hooks; update main.go to set version and display it in CLI; create CLAUDE.md for project documentation and release instructions.",
          "is_bot": false,
          "headline": "Refactor goreleaser configuration: add id to builds, rename homebrew_…",
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          "headline": "Update status command to check for 'trailtool-ingestor' stack and enh…",
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          "headline": "Rename homebrew_casks to brews in goreleaser configuration",
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          "headline": "Add cloudformation and sts SDK dependencies for status command",
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          "headline": "Enhance agent instructions: streamline environment verification steps…",
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          "headline": "Enhance README and agent instructions: add installation steps for Hom…",
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          "headline": "Revise README: streamline content and enhance clarity in usage instru…",
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          "headline": "Revise README: remove bold formatting from use case descriptions for …",
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          "headline": "Enhance TrailTool CLI and data models: add accounts and services comm…",
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          "body": "…EventBridge notification support, and enhance S3 bucket permissions",
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          "body": "… and usage examples",
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          "headline": "Migrate types and functions to dedicated packages",
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          "body": "Defaults to \"default\" for open source single-tenant use. Overridable\nvia environment variable for testing against multi-tenant tables.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support TRAILTOOL_CUSTOMER_ID env var override for testing",
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                "key": "project_is_still_maintained",
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                  {
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                "max_points": 100
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            ]
          }
        ],
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      {
        "key": "community",
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        "name": "Community & Adoption",
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          {
            "key": "popularity",
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            "components": [
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                    "code": "stars",
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                ],
                "max_points": 60
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              {
                "key": "forks",
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              {
                "key": "watchers",
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                    "code": "watchers",
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
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            "notes": [],
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              "has_readme": true,
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              "has_contributing": false,
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                "key": "license",
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              {
                "key": "issue_template",
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              {
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      {
        "key": "governance",
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
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                "key": "commit_distribution",
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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              {
                "key": "openssf_scorecard_contributors",
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                "status": "partial",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "notes": [],
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              "merged_prs": 9,
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              "issue_closed_ratio": 0,
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            "components": [
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                "key": "issue_resolution",
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                      "share": 0
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                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "9/10 decided PRs merged",
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                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 9,
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "followers": 3,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "engseclabs",
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "3 followers of engseclabs",
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                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 3,
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "9 public repos, account ~1 yr old",
                "points": 10.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 9
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
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              "packages": [
                "github.com/engseclabs/trailtool"
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              "ecosystems": "go",
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                "key": "published_resolvable",
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                    "code": "packages_published",
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                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
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                "details": [
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                    "code": "publish_recency",
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                "max_points": 35
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              {
                "key": "version_history",
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                "detail": "11 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                      "count": 11
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                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
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                  {
                    "code": "package_not_deprecated",
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
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            "key": "engineering_practices",
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                "key": "ci_workflows",
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                    "code": "ci_workflows",
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                      "count": 1
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
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                "max_points": 24
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              {
                "key": "linter_config",
                "name": "Linter config",
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              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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              {
                "key": "editorconfig",
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              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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            ]
          },
          {
            "key": "documentation",
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            "components": [
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                "key": "readme",
                "name": "README",
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                "key": "documentation_directory",
                "name": "Documentation directory",
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                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "key": "repository_description",
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                "key": "topics",
                "name": "Topics",
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              {
                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
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          {
            "key": "security_posture",
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              "source": "openssf_scorecard",
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                "key": "binary_artifacts",
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                "key": "branch_protection",
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                "key": "ci_tests",
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                "key": "cii_best_practices",
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                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
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              },
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                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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              },
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                "key": "dependency_update_tool",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "license",
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                "detail": "license file not detected",
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                "status": "missed",
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              },
              {
                "key": "maintained",
                "name": "Maintained",
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                "status": "met",
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                "key": "packaging",
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                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
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                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
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                "points": 0,
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                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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              {
                "key": "token_permissions",
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
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            ],
            "value": 100,
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              "meaning": "self-published location evidence; not nationality or citizenship",
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                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 2
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            "components": [
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                "key": "policy_exposure_multiplier",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
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        "weight": 0,
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          {
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              "has_llms_txt": false,
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              "agent_instruction_max_bytes": 935
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            "components": [
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                "key": "agent_instructions",
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                "detail": "CLAUDE.md",
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                    "code": "file_list",
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 38.2,
                "status": "partial",
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                    "code": "legible_history",
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                      "legible": 38,
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_nix": false,
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              "lockfiles": [
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              "has_dockerfile": false,
              "typed_language": true,
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              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0
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            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "ingestor/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.26.0 — vollständige Methodik · Metriken-Wiki.

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