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Software-GesundheitsberichtSchema 0.26.0 · Metriken 1.13.0 · 2026-07-22 02:33 UTC

vertti / ci-snitch

CI performance intelligence tool — detect outliers, regressions, flaky pipelines, and cost hotspots in GitHub Actions

GoMIT★ 7 Sterne⑂ 0 Forksseit Apr. 2026Auf GitHub ansehen ↗

vertti/ci-snitch erreicht einen Gesundheitsindex von 62 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei AI Readiness (90/100) ab, am schwächsten bei Community & Adoption (30/100). Zuletzt vor 1 Tag aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

62
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.

62
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

Janne SinivirtaPersönliches Konto
94 Follower41 öffentliche Reposseit Jan. 2011Hedera Dx

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/vertti/ci-snitchv0.28.0-30vor 4 Tagen

Metriken nach Kategorie

Vitalität

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

80Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
9/36Commit-Rhythmus — 13/52 Wochen mit Commits
18/18Commit-Volumen — 458 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_year458
human_commit_share0,97
days_since_last_push1
active_weeks_last_year13
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 29 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 4 Tagen
27/27Release-Rhythmus — ein Release etwa alle 10,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count29
latest_release_tagv0.28.0
releases_from_tagsnein
days_since_latest_release4
mean_days_between_releases10,1

Community & Verbreitung

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

30Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
12.6/60Stars — 7 Stars
0/25Forks — 0 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks0
stars7
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
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?

49Gefährdet · 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
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — 0 % der Issues geschlossen
38.2/38.3PR-Annahme — 196/196 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/13 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs196
open_issues1
closed_issues0
issue_closed_ratio0
closed_unmerged_prs0
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
14.2/25Reichweite des Inhabers — 94 Follower von vertti
23.8/25Kontohistorie — 41 öffentliche Repos, Kontoalter ca. 15 Jahre
Verwendete Eingangsdaten
followers94
owner_typeUser
is_verified
owner_loginvertti
public_repos41
account_age_days5.670
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 4 Tagen
20/20Versionshistorie — 30 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/vertti/ci-snitch
ecosystemsgo
any_deprecatednein
min_days_since_publish4

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

84Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .golangci.yml
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_confignein

Dokumentation

85Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 7 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsci, cli, devops, github-actions, golang, observability, performance
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

63Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/13 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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
5/5Pinned-Dependencies — all dependencies are pinned
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.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6,3

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.

90Exzellent · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 83 von 97 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,856
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes1.221
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — mise.toml
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .golangci.yml
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8Automatisierte Wartung — 3 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfilenein
typed_languageja
bootstrap_filesmise.toml
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0,03
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
55/55Handhabbare Dateigrößen — 0/76 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes26.427
source_files_sampled76
oversized_source_files0

Eckdaten

7GitHub-Sterne
1Mitwirkende
458Commits, letzte 12 Monate
1Tage seit letztem Push
29Releases
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 7 ★ / 0 ⇿
7Sterne
7Releases

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.

234567722026-042026-042026-04
Major 0Minor 7Patch 0
OpenSSF Scorecard 6.3 / 10
6.3Gesamtwert

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 02:32 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/13 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
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
10Pinned-Dependenciesall dependencies are pinned
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.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 6
RegistryPaketVersionsvorgabeManifest
Gogithub.com/google/go-github/v89v89.0.0go.mod
Gogithub.com/mattn/go-isattyv0.0.23go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogolang.org/x/syncv0.22.0go.mod
Gomodernc.org/sqlitev1.54.0go.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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          "headline": "Merge pull request #193 from vertti/refactor/preprocess-event-category",
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          "headline": "Merge pull request #192 from vertti/refactor/exported-label-constants",
          "author_name": "Janne Sinivirta",
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          "headline": "Merge pull request #184 from vertti/renovate/jdx-mise-action-digest",
          "author_name": "Janne Sinivirta",
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          "headline": "Merge pull request #183 from vertti/renovate/modernc.org-sqlite-1.x",
          "author_name": "Janne Sinivirta",
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          "headline": "Merge pull request #181 from vertti/renovate/github.com-mattn-go-isat…",
          "author_name": "Janne Sinivirta",
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          "body": "Delete deprecated Warning aliases; use diag.Diagnostic directly",
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          "headline": "Merge pull request #191 from vertti/refactor/finish-diag-migration",
          "author_name": "Janne Sinivirta",
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          "headline": "Delete deprecated Warning aliases; use diag.Diagnostic directly",
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          "body": "Share per-(workflow, job) duration series via AnalysisContext.JobSeries",
          "is_bot": false,
          "headline": "Merge pull request #190 from vertti/refactor/shared-job-series",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "headline": "Share per-(workflow, job) duration series via AnalysisContext.JobSeries",
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          "body": "Classify API errors on every REST path; extract waitForRateReset",
          "is_bot": false,
          "headline": "Merge pull request #189 from vertti/fix/github-error-classification",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "body": "Cost: price unknown GitHub images by OS prefix; collapse Model type",
          "is_bot": false,
          "headline": "Merge pull request #188 from vertti/fix/cost-os-prefix-fallback",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "headline": "Classify API errors on every REST path; extract waitForRateReset",
          "author_name": "Janne Sinivirta",
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          "headline": "Cost: price unknown GitHub images by OS prefix; collapse Model type",
          "author_name": "Janne Sinivirta",
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          "body": "Store: single-item save/load as wrappers over batch paths",
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          "headline": "Merge pull request #187 from vertti/refactor/store-dedup",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "body": "Unify formatter decision logic; guard finding-type bucketing",
          "is_bot": false,
          "headline": "Merge pull request #186 from vertti/fix/formatter-decision-logic",
          "author_name": "Janne Sinivirta",
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          "is_bot": false,
          "headline": "Merge pull request #185 from vertti/chore/quality-roadmap",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "headline": "Add Q section: code-quality review findings",
          "author_name": "Janne Sinivirta",
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          "is_bot": true,
          "headline": "Update jdx/mise-action digest to dad1bfd",
          "author_name": "renovate[bot]",
          "author_login": "renovate[bot]",
          "committed_at": "2026-07-16T19:47:09Z",
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          "is_bot": true,
          "headline": "Update module modernc.org/sqlite to v1.54.0",
          "author_name": "renovate[bot]",
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          "body": "Document release-notes rewrite step in CLAUDE.md",
          "is_bot": false,
          "headline": "Merge pull request #182 from vertti/docs/release-notes-rewrite",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T07:44:05Z",
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          "headline": "Document release-notes rewrite step in CLAUDE.md",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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          "body": "Serialize release runs per tag",
          "is_bot": false,
          "headline": "Merge pull request #180 from vertti/ci/release-concurrency",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T07:20:07Z",
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          "headline": "Update module github.com/mattn/go-isatty to v0.0.23",
          "author_name": "renovate[bot]",
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          "committed_at": "2026-07-16T07:19:16Z",
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          "oid": "a0b75fa880a4fe543bd2ea1081ce6ff6fa533cc6",
          "body": "GitHub delivered the v0.27.0 tag push twice, starting two Release runs\ntwo seconds apart; the goreleaser twins raced and the loser failed with\n'422: tag_name already_exists' (the release itself published fine via\nthe winner). A concurrency group with cancel-in-progress makes a\nduplicate delivery cancel its sibling instead of racing it.",
          "is_bot": false,
          "headline": "Serialize release runs per tag",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T07:18:28Z",
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        {
          "oid": "e689873d1c3f52b8098b3e6746e7d57f3b448a49",
          "body": "Note F3 premise validation requirement",
          "is_bot": false,
          "headline": "Merge pull request #179 from vertti/chore/f3-premise-note",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T06:06:42Z",
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        },
        {
          "oid": "3ce1c074fc42fe598135d3198d65b36a870d5fb0",
          "body": "workflow_call callees do not create separate runs — their jobs execute\ninside the caller's run — so the claimed caller/callee finding\nduplication only occurs when a callee also runs standalone. Validate\nagainst a real repo before building the M-sized dedup.",
          "is_bot": false,
          "headline": "Note F3 premise validation requirement",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T06:05:01Z",
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        },
        {
          "oid": "e70703343fbc896fd4c280f0f002446d718de8a5",
          "body": "Annotate regressions with commit context: ci-config vs code",
          "is_bot": false,
          "headline": "Merge pull request #178 from vertti/feat/changepoint-commit-context",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T06:04:54Z",
          "body_truncated": false,
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        },
        {
          "oid": "d6d3046810139643305c9c113f9a5c454b64b748",
          "body": "Confirmed regressions are enriched post-analysis with their commit's\nchanged-file stats and a classification: ci-config (touched\n.github/workflows/) vs code. A workflow-file change is the first\nsuspect for a CI regression — this labels it immediately instead of\nsending the user to the commit page.\n\n\n[…]\n-14), so\n  CI config is the first suspect'; markdown gets a bold CI-config\n  marker\n\nThe SHA-keyed SQLite cache from the original sketch is deferred until\nlookup volume ever matters. (ROADMAP F2 + F5)",
          "is_bot": false,
          "headline": "Annotate regressions with commit context: ci-config vs code",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T06:03:06Z",
          "body_truncated": true,
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        },
        {
          "oid": "bb30c81cd90876f5be0097d7db22c38586fd09e3",
          "body": "Add --branch-category to separate PR runs from default-branch traffic",
          "is_bot": false,
          "headline": "Merge pull request #177 from vertti/feat/branch-category",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:59:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "f764cb375508bb59f3299e6ebcb08e8b141e2e25",
          "body": "PR-branch failures (expected during development) and default-branch\nfailures (incidents) carry different signal. --branch-category selects\nruns by trigger event before ALL analysis: pr keeps pull_request runs,\nmain keeps everything else (pushes, schedules, dispatches). Unlike\n--branch it catches eve\n[…]\nth --branch. The --branch/--category\nfilters now share one applyRunFilters seam (also fixes a just-\nintroduced date-layout typo caught in review: 2026-01-02 as a Go time\nlayout). (ROADMAP F4, was 5.4)",
          "is_bot": false,
          "headline": "Add --branch-category to separate PR runs from default-branch traffic",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:58:15Z",
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        {
          "oid": "de804cc241a0b8b5c78ffd391b374bfc55f80254",
          "body": "Estimate parallelization savings for sequential pipeline stages",
          "is_bot": false,
          "headline": "Merge pull request #176 from vertti/feat/parallelism-savings",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:54:34Z",
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        {
          "oid": "7b9a73bef9f7086d15e0f1dc5c81cb2bdcb8731c",
          "body": "For each sequential stage transition, PotentialSavings = min(prev\nduration, stage duration) — the wall-clock upper bound of removing the\nwait (dur(A)+dur(B) -> max(A,B)). Thanks to F8, sequential now means\nthe stage genuinely started after the previous ended, so the estimate\nrests on honest data.\n\nS\n[…]\nute, and the LLM\nbriefing suggests it with 'verify job dependencies first'. No\ndependency guessing from job names — the number is explicitly an upper\nbound, not a recommendation. (ROADMAP F1, was 5.1)",
          "is_bot": false,
          "headline": "Estimate parallelization savings for sequential pipeline stages",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:52:48Z",
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        {
          "oid": "e73f2d0e9194f622e84f55dbe12e3edd619f96d1",
          "body": "Exclude re-run attempts from the duration series",
          "is_bot": false,
          "headline": "Merge pull request #175 from vertti/fix/rerun-duration-pollution",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:49:49Z",
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        {
          "oid": "9f9fe0e4abca48d2abd7d8e7d726e33766c33d1a",
          "body": "Dedup keeps the latest attempt; for 're-run failed jobs' that attempt's\nwall clock covers only the re-run subset — a 40-minute workflow could\ncontribute a 6-minute 'duration' to the summary, outlier, and\nchangepoint series. preprocess.Run now drops RunAttempt > 1 from the\nduration series with an agg\n[…]\n failure, rerun-tax, and cost analysis (where their\nminutes are real). The full-pipeline test expectation is updated: the\ndeduped attempt-2 run no longer masquerades as a duration sample.\n(ROADMAP F9)",
          "is_bot": false,
          "headline": "Exclude re-run attempts from the duration series",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:48:05Z",
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        {
          "oid": "72282b290b7b5fee47f12dd7c1c1ae1968933fd0",
          "body": "Group pipeline stages by temporal overlap, not start proximity",
          "is_bot": false,
          "headline": "Merge pull request #174 from vertti/fix/stage-detection-overlap",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-16T05:45:21Z",
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        },
        {
          "oid": "3ca9950efd5610516f556194dd2484c7dcadf729",
          "body": "Jobs joined a stage only if they started within 30s of the stage's\nfirst job. Two failure modes:\n- a matrix fan-out staggered by a constrained runner pool (starts\n  minutes apart, all running concurrently) became several fake\n  'sequential' stages, corrupting stage count, critical path,\n  parallelis\n[…]\nnd = new stage. This also makes the aggregated\nSequential flag correct by construction — a stage break can only\nhappen once the previous stage finished. Unblocks F1 (parallelism\nsavings). (ROADMAP F8)",
          "is_bot": false,
          "headline": "Group pipeline stages by temporal overlap, not start proximity",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
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        {
          "oid": "343580cd33115be44738d1c0312421338220b45f",
          "body": "Add ci-snitch doctor",
          "is_bot": false,
          "headline": "Merge pull request #173 from vertti/feat/doctor-command",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:42:58Z",
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        },
        {
          "oid": "0560085bc2a47344f783f18ae86832d4d4b2623c",
          "body": "Validates the environment with one line per check: token resolution,\nGitHub API reachability (reports both rate pools), cache database\nopenable, and git remote detection (informational — not being in a\nrepo is a normal way to run the tool). All checks run even after a\nfailure so the report is complete; any hard failure exits non-zero.\n\nCompletes the H section (H11 stays deliberately deferred).\n(ROADMAP H4, was 7.3)",
          "is_bot": false,
          "headline": "Add ci-snitch doctor",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:41:18Z",
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        {
          "oid": "8acb7e214d3119599e81bc2bcaa13d27483a2ae9",
          "body": "Hygiene batch 3: README catch-up, refuse Windows in install.sh",
          "is_bot": false,
          "headline": "Merge pull request #172 from vertti/chore/hygiene-batch-3",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:39:13Z",
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        },
        {
          "oid": "1eecd1c5b95dfdb8ba3036bdb3630a18c4c3e4e0",
          "body": "- H10: README flags table gains --fail-on, --raw-output, and -q; new\n  CI-gating section documents exit-code semantics (0 clean, 1 error,\n  2 gate tripped); md alias, shell completion, NO_COLOR documented.\n- H5: install.sh refuses Windows explicitly with a pointer to the\n  release zip — the advertised path could never succeed (the archive\n  holds ci-snitch.exe; the script assumed /usr/local/bin and sudo).\n\n(ROADMAP H5, H10)",
          "is_bot": false,
          "headline": "Hygiene batch 3: README catch-up, refuse Windows in install.sh",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:37:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90e50f2b0c52912be5f67862771192b5edec4249",
          "body": "Hygiene batch 2: govulncheck in CI, real smoke pipeline, drop redundant step",
          "is_bot": false,
          "headline": "Merge pull request #171 from vertti/chore/hygiene-batch-2",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:36:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d112183b127ac0b27e13f0877b9e6dbd895265d5",
          "body": "…nt step\n\n- H3: 'mise run vuln' (govulncheck) + fatal CI step. The local baseline\n  check was blocked by network flakiness; this PR's own CI run is the\n  baseline gate — auto-merge cannot fire if it is dirty.\n- H6: smoke hydrates via FetchRunDetailsGraphQL (the production path;\n  it exercised only t\n[…]\n run.\n- H8: the 'Test schema migration' CI step re-ran TestMigration already\n  covered by 'mise run test'; dropped. The migration unit tests build\n  genuine old-schema databases.\n\n(ROADMAP H3, H6, H8)",
          "is_bot": false,
          "headline": "Hygiene batch 2: govulncheck in CI, real smoke pipeline, drop redunda…",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:34:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "31ea2561fa3cd89f9100b7c3f453075764cbea88",
          "body": "Hygiene batch 1: gitignore, mise ordering, goreleaser formats, store cleanups",
          "is_bot": false,
          "headline": "Merge pull request #170 from vertti/chore/hygiene-batch-1",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:30:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d444cad5f1ab5a238e47e0aa48f67dc74820aee6",
          "body": "…cleanups\n\n- H1: local/ (untracked scratch with real repo data — one git add -A\n  from violating the anonymization rule) and *.out gitignored\n- H2: lint depends on fmt so 'mise run check' can't race the formatter\n  against the linter\n- H7: goreleaser 'formats:' replaces the format keys deprecated si\n[…]\nuns_status dropped (its only query is an\n  inequality) from schema and existing DBs. Cache read failures now log\n  a warning instead of silently degrading to a full re-fetch.\n\n(ROADMAP H1, H2, H7, H9)",
          "is_bot": false,
          "headline": "Hygiene batch 1: gitignore, mise ordering, goreleaser formats, store …",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:28:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "808ea89abbf4ff6943bb47596d950f2ed6cf7f6f",
          "body": "Complete truncated GraphQL runs via REST",
          "is_bot": false,
          "headline": "Merge pull request #169 from vertti/perf/complete-truncated-runs",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:25:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37886e96ed4b04919475515fd4fc2e7a6a6fcb03",
          "body": "Runs exceeding the GraphQL page size (>50 jobs or >50 steps per job)\nwere marked truncated, analyzed with partial data, and never cached —\nre-fetched incomplete on every scan.\n\ncompleteTruncated refetches them via REST, which paginates jobs fully\nand embeds complete steps: one bounded REST call per \n[…]\nEST fails, the run stays\ntruncated/uncacheable with the old warning.\n\nSimpler than the originally planned after:-cursor pagination with the\nsame outcome. Completes the P section. (ROADMAP P2, was 4.2)",
          "is_bot": false,
          "headline": "Complete truncated GraphQL runs via REST",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:23:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a264deaab3202820ad206658c6ce1ce1784f1e53",
          "body": "Align listing windows with day boundaries",
          "is_bot": false,
          "headline": "Merge pull request #168 from vertti/perf/window-alignment",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:20:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c009e3af8d2fb9365fde7172a35f5cfc80d967e",
          "body": "P3: windowStart = windowEnd with an inclusive date-only created filter\nput the seam day in BOTH windows — boundary runs were double-listed,\ndouble-hydrated, double-counted by the rate budget, and double-saved\n(~4 duplicated days per default 30d scan). The next window now starts\nthe day after the pre\n[…]\never.\n--since 0d is still rejected (validated before truncation).\n\nLive: two consecutive 7d scans of cli/cli went from a steady '21 to\nfetch' on every run to 808 cached / 0 to fetch.\n(ROADMAP P3 + P4)",
          "is_bot": false,
          "headline": "Align listing windows with day boundaries",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:18:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f9b11d2eacb6534b911c3e6cd10fac50f615f2dd",
          "body": "Batch cache hydration: 3 queries instead of ~1500",
          "is_bot": false,
          "headline": "Merge pull request #167 from vertti/perf/batch-cache-hydration",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:15:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6aabf0b4128dc64cf0abed0f7e964f393ed766ac",
          "body": "LoadRunDetails looped LoadRunDetail per run, which looped loadSteps per\njob: a 500-run cached scan issued roughly 1 + 500 + sum(jobs) queries.\n\nLoadRunDetailsByIDs hydrates the requested runs in three IN-clause\nqueries per 500-ID chunk (runs, jobs WHERE run_id IN, steps WHERE\njob_id IN) assembled wi\n[…]\n degrading to a fetch. LoadRunDetails is\nreimplemented on top, so the smoke harness benefits too.\n\nBenchmark (500 runs, 1 job, 2 steps): 13.2ms -> 3.3ms per full load,\n4x faster. (ROADMAP P1, was 4.1)",
          "is_bot": false,
          "headline": "Batch cache hydration: 3 queries instead of ~1500",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:14:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d0fb1063b1c827ec84d195464b60a0771df7041a",
          "body": "Add --fail-on CI gating with exit code 2",
          "is_bot": false,
          "headline": "Merge pull request #166 from vertti/feat/fail-on-gating",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:08:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c221a6633d857b9490e584731df3ad335394e032",
          "body": "--fail-on regression,failure-rate>N turns ci-snitch into a CI gate:\nexit 2 when conditions match findings (distinct from 1 = operational\nerror so pipelines can tell 'the data tripped the gate' from 'the tool\nbroke'), with one fail-on: reason per tripped finding on stderr —\nprinted even in quiet mode, since telling CI why is the whole point.\nConditions are validated before any network call.\n\nCompletes the U section. (ROADMAP U6)",
          "is_bot": false,
          "headline": "Add --fail-on CI gating with exit code 2",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:06:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4013e40aa9f49ab9fc7a452e95134404ad5f1f83",
          "body": "Markdown format parity: failures, cost, pipeline, runners, steps",
          "is_bot": false,
          "headline": "Merge pull request #165 from vertti/feat/markdown-parity",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T14:01:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f6a19af661c2f658f1e85b4cc685989c0c277d9",
          "body": "Markdown rendered only summaries, non-info changepoints, and outliers\nwhile the README markets it for PR comments alongside failure/cost/\npipeline features — all of which were silently missing. Adds Failure\nRates, Cost, Pipeline Structure (with critical-path marker), Runner\nSizing, and Step-Level Timing sections; all names pipe-escaped.\nPrerequisite for the F7 PR-comment bot. (ROADMAP U4)",
          "is_bot": false,
          "headline": "Markdown format parity: failures, cost, pipeline, runners, steps",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:59:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "318fc8aef83010075fc812fcbe96361a632f4779",
          "body": "LLM format: deterministic ordering, caveats, glossary, scoped hints",
          "is_bot": false,
          "headline": "Merge pull request #164 from vertti/fix/llm-format-quality",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:55:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "592052242879215cf7112f152c0b3e79f5e7033d",
          "body": "- categoryBreakdown ties broke on map iteration order and the\n  ByConclusion max-pick flapped between runs on identical data — both\n  now tie-break lexicographically (pinned by run-50-times tests)\n- new '## Data Caveats' section narrates result diagnostics: an LLM\n  acting on the numbers must know w\n[…]\nlow A's docker\n  step was attributable to workflow B's same-named job\n- [COST] priorities use the same PriorityScore >= 50 bar as the\n  suggestions section instead of unconditional top-3\n\n(ROADMAP U5)",
          "is_bot": false,
          "headline": "LLM format: deterministic ordering, caveats, glossary, scoped hints",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:54:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8ba5927e411ca614f735a4101256a8839c102604",
          "body": "Output polish: nine paper cuts across formatters and CLI",
          "is_bot": false,
          "headline": "Merge pull request #163 from vertti/fix/output-polish-batch",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:49:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce6c28a4e34130207828799cb3ceb7a5158e4185",
          "body": "- fmtDur renders hours as hours ('2h30m', was '150m')\n- pipes escaped in markdown/LLM table names (a job named 'a|b' broke\n  the table)\n- JSON emits \"diagnostics\": [] and \"findings\": [] instead of null\n  (fixed at the formatter boundary so directly-built results are\n  covered too) — null broke jq '.\n[…]\nr (progress, diagnostics, timing)\n- --format gets shell completion values\n- --since 0d and future dates rejected before any API call\n- compactResult comment matches what the code filters\n\n(ROADMAP U7)",
          "is_bot": false,
          "headline": "Output polish: nine paper cuts across formatters and CLI",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:48:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b353b7ff81595930af61d9450ec89724f59dd1b9",
          "body": "Record active filters in result meta",
          "is_bot": false,
          "headline": "Merge pull request #162 from vertti/feat/filter-context-in-meta",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:41:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0911905a560a6f4061b4554b0c9dacfa496cc7b2",
          "body": "ResultMeta gains branch/workflow (omitempty) and since. A JSON or LLM\nconsumer comparing two reports could not previously tell whether one\nwas branch- or workflow-scoped — a --branch main report and an\nall-branches report looked interchangeable. (ROADMAP U3)",
          "is_bot": false,
          "headline": "Record active filters in result meta",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:39:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a9f1f6b541daf6c45c56667e78cf2e1eff785c2",
          "body": "Make common failure errors actionable",
          "is_bot": false,
          "headline": "Merge pull request #161 from vertti/fix/actionable-errors",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:38:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1528c5826cb0ea375f36e23e43b09d9f89c40fcf",
          "body": "- 404/401/403 from workflow listing map to guidance: check the\n  spelling / private repos need a token with access; token invalid or\n  expired (gh auth login); scope or SAML SSO authorization. Previously:\n  'GET https://... 404 Not Found []'.\n- A --workflow filter matching zero workflows errors imme\n[…]\ne no-runs error names an active --workflow filter.\n- The CLI wires a logger into the client so rate-limit sleeps and REST\n  fallbacks print instead of hanging silently for up to an hour.\n\n(ROADMAP U2)",
          "is_bot": false,
          "headline": "Make common failure errors actionable",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:36:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e583f6aafde02d31bf7bd8e968424b6684a9d1ad",
          "body": "Cover pipeline/runner tables, raw-output file, and Progress",
          "is_bot": false,
          "headline": "Merge pull request #160 from vertti/test/formatter-coverage",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:31:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03eaa45f236ff84ebf625ec41f82c8c49e3d9cfa",
          "body": "Completes T6 (and the T section): richTestResult gains pipeline and\nrunner findings — writePipelineTable and writeRunnerTable were at 0%\ndespite rendering primary features; --raw-output gets a temp-file test\n(valid JSON, briefing points at the file); Progress is tested through\na stderr pipe exercising the real constructor's non-TTY branch with a\nno-ANSI assertion. internal/output 68% -> 78%. (ROADMAP T6)",
          "is_bot": false,
          "headline": "Cover pipeline/runner tables, raw-output file, and Progress",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:30:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "133b8664a8b31dae5f43d42270e75587f97e0524",
          "body": "Unit-test the GraphQL conversion functions",
          "is_bot": false,
          "headline": "Merge pull request #159 from vertti/test/graphql-unit-coverage",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:27:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2efb898d192c1f215382f86b7ad2d32d258fb1c1",
          "body": "Completes T2: table tests for parseGraphQLTime (nil/empty/garbage\ndegrade to zero time), graphqlConclusion (uppercase enum -> REST\nlowercase, nil for in-progress), convertGraphQLJobs (IDs, parent run\nID, status normalization, steps), and truncateBody. Together with the\nD4-D8 behavior tests, internal/github goes from 42% at review time\n(graphql.go at 0%) to 87.5%. (ROADMAP T2)",
          "is_bot": false,
          "headline": "Unit-test the GraphQL conversion functions",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:26:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29e49bb09923b7aaa4cec0db3a6649cc24ec609b",
          "body": "Add race detector to CI; test auth bootstrap and subprocess helper",
          "is_bot": false,
          "headline": "Merge pull request #158 from vertti/test/race-ci-auth-exec",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb7a2f5268180821b19a29616e84c02979405b13",
          "body": "T4: mise run test-race task + CI step — the client runs bounded-\nconcurrency goroutines and errgroup fan-outs; the race suite passed\nlocally throughout the fix wave but nothing kept it that way.\n\nT5: internal/system and the auth bootstrap were at 0% coverage despite\nbeing the first code every real i\n[…]\nd happy paths\nvia fake gh scripts on PATH; exec_test covers stdout/not-found/stderr/\ntimeout. Deadline kills now report 'timed out' instead of the opaque\n'signal: killed' (red-first). (ROADMAP T4, T5)",
          "is_bot": false,
          "headline": "Add race detector to CI; test auth bootstrap and subprocess helper",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:23:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "894554240cf6db55c1f15f98b4741abf0be8402c",
          "body": "Analyzer labeling hygiene: six small correctness fixes",
          "is_bot": false,
          "headline": "Merge pull request #157 from vertti/fix/analyzer-labeling-hygiene",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:21:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61cc7c96fba307a9dd16ea090b9b880e54d6894c",
          "body": "Completes A14 (and with it the entire A section):\n\n- skipped runs excluded from the failure-rate denominator (they never\n  executed; path-filtered workflows produce many, deflating real rates)\n- 'neutral' is a deliberate non-failing conclusion, no longer a failure\n- FailureKind is 'unknown' when the\n[…]\nnt fallback 4 -> 3 (current arm64 runners)\n- step-timing sort keyed per (workflow, job); JobCostBreakdown splits\n  SelfHostedMinutes out of a field named billable_minutes\n\n(ROADMAP A14, analyzer half)",
          "is_bot": false,
          "headline": "Analyzer labeling hygiene: six small correctness fixes",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:20:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f1cae4d2473720cd1dd11a3ecf85ae055326065b",
          "body": "Fix tie handling and discreteness in Mann-Whitney p-values",
          "is_bot": false,
          "headline": "Merge pull request #156 from vertti/fix/stats-hygiene",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:15:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcda8cec0f631a45945644556426c53abbe9b526",
          "body": "Three hygiene fixes in the significance machinery (stats half of A14):\n\n- The exact path enumerated rank positions 1..n as if the data were\n  untied, while the observed U used average ranks. Second-resolution CI\n  durations tie constantly, and the mismatch was anti-conservative:\n  measured p=0.31 wh\n[…]\n  (U is discrete).\n\nNot adopted: tie-corrected sigma for the normal path — needs both\nsegments >20 runs with heavy ties (rare) and corrects in the\nmore-significant direction. (ROADMAP A14, stats half)",
          "is_bot": false,
          "headline": "Fix tie handling and discreteness in Mann-Whitney p-values",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:14:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe5ae91f7c172e214716d21f0227791aaa1e0c51",
          "body": "…mples\n\nCompare failure trend against the prior period; gate volatility labels on sample size",
          "is_bot": false,
          "headline": "Merge pull request #155 from vertti/fix/trend-and-volatility-small-sa…",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4311387440cf43847560ec183322299d39e51fe",
          "body": "…s on sample size\n\nA11: recentRate (last 7d) was compared against the overall rate that\nINCLUDES those 7 days, halving the observable signal (a 12%->20%\nweek-over-week rise diluted to +0.04, under the 0.05 trigger), and with\n--since 7d the two windows were identical so the trend was structurally\nalw\n[…]\nords the release-verification gate in the roadmap (workflow\nconclusion must be success; release-page existence is not a signal —\nlearned from the v0.24.0/v0.25.0 tap-push failures). (ROADMAP A11, A12)",
          "is_bot": false,
          "headline": "Compare failure trend against the prior period; gate volatility label…",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T13:08:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c7d2a33475465e3bf5216202c054b88adfd5d78e",
          "body": "Price each run by its own labels in cost accumulation",
          "is_bot": false,
          "headline": "Merge pull request #154 from vertti/fix/per-run-cost-multiplier",
          "author_name": "Janne Sinivirta",
          "author_login": "vertti",
          "committed_at": "2026-07-15T09:41:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e565d3aec1e12cacd95eb089b767f256b04a3fc",
          "body": "jobCosts froze multiplier/isSelfHosted from the first run encountered\n(in map iteration order, not even chronological): a job migrated\nmid-window — e.g. ubuntu-latest to self-hosted — had every run priced\nat whichever variant happened to be seen first, either billing free\nself-hosted minutes or zeroing out billable ones.\n\nIsSelfHosted/LookupMultiplier now run per run; the job breakdown's\ndisplayed multiplier tracks the most recent run by CreatedAt.\n(ROADMAP A13)",
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          "headline": "Price each run by its own labels in cost accumulation",
          "author_name": "Janne Sinivirta",
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          "headline": "Merge pull request #153 from vertti/fix/bh-correction",
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          "body": "One Mann-Whitney test per change point across dozens of jobs at\nalpha=0.05 guarantees ~1 false 'significant regression' per 20 stable\njobs — statistically inevitable noise presented as findings.\n\nstats.BenjaminiHochberg converts the batch's p-values to FDR-adjusted\nq-values in post-processing; findi\n[…]\nQValue is\nexported in ChangePointDetail JSON.\n\nLive validation on cli/cli: 6 of 52 change points had raw p < 0.05 but\nq > 0.05 — the predicted per-batch false-positive rate, now demoted.\n(ROADMAP A10)",
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          "headline": "Merge pull request #152 from vertti/fix/cusum-onset-backtracking",
          "author_name": "Janne Sinivirta",
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          "headline": "Merge pull request #150 from vertti/fix/unified-core-count-parsing",
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          "headline": "Unify runner core-count parsing across sizing advice and cost",
          "author_name": "Janne Sinivirta",
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                "key": "openssf_scorecard_contributors",
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              "merged_prs": 196,
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                "key": "ownership_backing",
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                "key": "owner_reach",
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            "notes": [],
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        ],
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        ],
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              {
                "key": "dependency_update_tool",
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                "key": "fuzzing",
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              },
              {
                "key": "pinned_dependencies",
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                "key": "sast",
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              },
              {
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              },
              {
                "key": "signed_releases",
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
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              }
            ]
          },
          {
            "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": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 90,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.856,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 1221
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "83 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 83,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "mise.toml"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.03
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "mise.toml",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "mise.toml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "3 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 26427,
              "source_files_sampled": 76,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/76 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 76,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T02:33:13.021807Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/vertti/ci-snitch.svg",
  "full_name": "vertti/ci-snitch",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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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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