Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.2.0 · 2026-08-02 10:55 UTC
MattJColes / lgtmaybe

any model. no keys. maybe a merge.
PythonMIT★ 256 Sterne⑂ 0 Forksseit Juni 2026Auf GitHub ansehen ↗
MattJColes/lgtmaybe erreicht einen Gesundheitsindex von 65 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (72/100) ab, am schwächsten bei Security (37/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
gesamt / 100
Gut
Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Der gewichtete Gesamtwert 60 wird auf der veröffentlichten Indexskala auf 65 kalibriert (Register-Kalibrierung 2026-08-02).
Eigentümerschaft

Matt ColesPersönliches Konto
183 Follower21 öffentliche Reposseit Sept. 2011
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme

Registry	Paket	Version	Downloads / Monat	Versionen	Zuletzt veröffentlicht
PyPI	lgtmaybe	1.12.0	-	63	vor 0 Tagen
Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
72Gut · 21 % des Gesamtindex
Entwicklungsaktivität

60Mittel
Wie die Bewertung erfolgt
36/36	Push-Aktualität — letzter Push vor 0 Tagen
6.2/36	Commit-Rhythmus — 9/52 Wochen mit Commits
18/18	Commit-Volumen — 467 Commits im letzten Jahr
0/10	OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Verwendete Eingangsdaten
commits_last_year	467
human_commit_share	0,79
days_since_last_push	0
active_weeks_last_year	9
Release-Disziplin

90Exzellent
Wie die Bewertung erfolgt
27/27	Liefert Releases aus — 63 Releases veröffentlicht
36/36	Release-Aktualität — letztes Release vor 0 Tagen
27/27	Release-Rhythmus — ein Release etwa alle 0,8 Tage
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count	63
latest_release_tag	lgtmaybe-v1.12.0
releases_from_tags	nein
days_since_latest_release	0
mean_days_between_releases	0,8
Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
53Mittel · 17 % des Gesamtindex
Popularität & Verbreitung

39Schwach
Wie die Bewertung erfolgt
39/60	Stars — 256 Stars
0/25	Forks — 0 Forks
0/15	Watcher — 0 Watcher
Verwendete Eingangsdaten
forks	0
stars	256
watchers	0
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history
Community-Gesundheit

70Gut
Wie die Bewertung erfolgt
22.5/22.5	README
22.5/22.5	Lizenz — anerkannte Lizenz (MIT)
18/18	CONTRIBUTING-Leitfaden
0/13.5	Verhaltenskodex
0/7.2	Issue-Vorlage
0/6.3	PR-Vorlage
Verwendete Eingangsdaten
has_readme	ja
has_license	ja
readme_badges	—
has_contributing	ja
has_issue_template	nein
has_code_of_conduct	nein
readme_badge_services	—
has_pull_request_template	nein
Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
61Mittel · 23 % des Gesamtindex
Maintainer-Resilienz (Bus-Faktor)

18Kritisch
Wie die Bewertung erfolgt
9/54	Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
3.1/22.5	Commit-Verteilung — wichtigste beitragende Person verfasste 86 % der Commits
2.7/13.5	Breite der Beitragenden — 2 Beitragende
3/10	OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor	1
contributors_sampled	2
top_contributor_share	0,864
Reaktionsfähigkeit bei Issues & PRs

81Exzellent
Wie die Bewertung erfolgt
42/42	Issue-Lösungsquote — 100 % der Issues geschlossen
28.9/30	PR-Annahme — 310/322 entschiedene PRs gemergt
0/13	Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
0/15	OpenSSF Scorecard: Code-Review — Found 0/23 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs	310
open_issues	0
closed_issues	2
prs_merged_7d	—
prs_decided_7d	—
prs_merged_30d	—
prs_decided_30d	—
issue_closed_ratio	1
closed_unmerged_prs	12
first_time_authors_30d	—
first_time_prs_merged_30d	—
first_time_prs_decided_30d	—
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Eigentümerschaft & Trägerschaft

60Mittel
Wie die Bewertung erfolgt
10/30	Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20	Verifizierte Domain — für Nutzerkonten nicht anwendbar
16.3/25	Reichweite des Inhabers — 183 Follower von MattJColes
21.8/25	Kontohistorie — 21 öffentliche Repos, Kontoalter ca. 14 Jahre
Verwendete Eingangsdaten
followers	183
owner_type	User
is_verified	—
owner_login	MattJColes
public_repos	21
account_age_days	5.446
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25	Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35	Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20	Versionshistorie — 63 veröffentlichte Versionen
20/20	Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packages	lgtmaybe
ecosystems	pypi
any_deprecated	nein
min_days_since_publish	0
Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
70Gut · 19 % des Gesamtindex
Engineering-Praktiken

66Gut
Wie die Bewertung erfolgt
24/24	CI-Workflows — 15 Workflow(s)
24/24	Tests vorhanden
0/16	Linter-Konfiguration
0/9.6	Pre-Commit-Hooks
0/6.4	.editorconfig
18/20	OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Verwendete Eingangsdaten
has_ci	ja
has_tests	ja
has_editorconfig	nein
has_linter_config	nein
has_precommit_config	nein
Dokumentation

75Gut
Wie die Bewertung erfolgt
30/30	README
25/25	Dokumentationsverzeichnis
0/15	Dokumentations-/Homepage-Site
10/10	Repository-Beschreibung
0/10	Topics
10/10	Wiki
Verwendete Eingangsdaten
topics	—
has_wiki	ja
homepage	—
has_readme	ja
has_docs_dir	ja
has_description	ja
Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
37Schwach · 16 % des Gesamtindex
Sicherheitslage

37Schwach
Wie die Bewertung erfolgt
7.5/7.5	Binary-Artifacts — no binaries found in the repo
2.2/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5	CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/23 approved changesets -- score normalized to 0
0.8/2.5	Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	Lizenz — license file detected
0/7.5	Maintained — project was created within the last 90 days. Please review its contents carefully
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5	Vulnerabilities — 8 existing vulnerabilities detected
Verwendete Eingangsdaten
source	openssf_scorecard
checks_evaluated	18
scorecard_version	v5.5.0
checks_inconclusive	0
scorecard_aggregate	3,7
AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.
71Gut · 4 % des Gesamtindex
AI-Agentenkontext & Leitlinien

100Außergewöhnlich
Wie die Bewertung erfolgt
45/45	Agentenanweisungen — CLAUDE.md
15/15	Maschinenlesbare Doku (llms.txt) — llms.txt vorhanden
40/40	Lesbare Commit-Historie — 79 von 79 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txt	ja
legible_history_share	1
agent_instruction_files	CLAUDE.md
agent_instruction_max_bytes	43.422
AI-Verify-Loop (Build / Test / Typprüfung)

58Mittel
Wie die Bewertung erfolgt
0/18	Bootstrap mit einem Befehl
22/22	Automatisierte Tests
0/11	Lint-/Format-Konfiguration
11/11	Statische Typprüfung — src/lgtmaybe/py.typed
10/10	Reproduzierbare Umgebung — Dockerfile, lockfile
10/10	Belegte Agentenpraxis — 35 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
5/8	Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nix	nein
has_tests	ja
lockfiles	uv.lock
has_dockerfile	ja
typed_language	nein
bootstrap_files	—
has_devcontainer	nein
has_linter_config	nein
typecheck_configs	src/lgtmaybe/py.typed
agent_commit_share	0,35
toolchain_manifests	—
dependency_bot_commit_share	0
AI-Code-Lesbarkeit für Modelle

81Exzellent
Wie die Bewertung erfolgt
27/45	Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (src/lgtmaybe/py.typed)
53.8/55	Handhabbare Dateigrößen — 4/190 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_language	Python
largest_source_bytes	88.463
source_files_sampled	190
oversized_source_files	4
Maschinenlesbare AI-Schnittstellen

40Schwach
Wie die Bewertung erfolgt
0/40	API-Schema (OpenAPI/GraphQL/proto)
0/20	MCP-Server
40/40	Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirs	examples
has_mcp_signal	nein
api_schema_files	—
Eckdaten

256GitHub-Sterne
2Mitwirkende
467Commits, letzte 12 Monate
0Tage seit letztem Push
63Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead
Weitere Details

OpenSSF Scorecard 3.7 / 10
3.7Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-02 10:55 UTC
10	Binary-Artifacts	no binaries found in the repo
3	Branch-Protection	branch protection is not maximal on development and all release branches
9	CI-Tests	29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/23 approved changesets -- score normalized to 0
3	Contributors	project has 1 contributing companies or organizations -- score normalized to 3
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
0	Maintained	project was created within the last 90 days. Please review its contents carefully
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
2	Vulnerabilities	8 existing vulnerabilities detected
Direkte Abhängigkeiten 8
Registry	Paket	Versionsvorgabe	Manifest
PyPI	ast-grep-cli	`>=0.44.0`	pyproject.toml
PyPI	click	`>=8.4.1`	pyproject.toml
PyPI	httpx	`>=0.28.1`	pyproject.toml
PyPI	litellm	`>=1.87.1`	pyproject.toml
PyPI	litellm	`>=1.87.1,<1.94`	pyproject.toml
PyPI	pydantic	`>=2.7`	pyproject.toml
PyPI	pyyaml	`>=6.0.3`	pyproject.toml
PyPI	tenacity	`>=9.1.4`	pyproject.toml
Alle Abhängigkeiten nicht erhoben
Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
JSON-Rohbericht maschinenlesbar
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      "languages": {
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        "Shell": 9161,
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          "tag": "lgtmaybe-v1.12.0",
          "kind": "other",
          "published_at": "2026-08-02T10:53:53Z"
        },
        {
          "tag": "lgtmaybe-v1.11.1",
          "kind": "other",
          "published_at": "2026-08-02T10:47:15Z"
        },
        {
          "tag": "lgtmaybe-v1.11.0",
          "kind": "other",
          "published_at": "2026-08-02T09:49:06Z"
        },
        {
          "tag": "lgtmaybe-v1.10.0",
          "kind": "other",
          "published_at": "2026-08-02T09:06:51Z"
        },
        {
          "tag": "lgtmaybe-v1.9.1",
          "kind": "other",
          "published_at": "2026-07-28T08:41:35Z"
        },
        {
          "tag": "lgtmaybe-v1.9.0",
          "kind": "other",
          "published_at": "2026-07-27T19:59:17Z"
        },
        {
          "tag": "lgtmaybe-v1.8.1",
          "kind": "other",
          "published_at": "2026-07-27T17:07:59Z"
        },
        {
          "tag": "lgtmaybe-v1.8.0",
          "kind": "other",
          "published_at": "2026-07-27T00:02:41Z"
        },
        {
          "tag": "lgtmaybe-v1.7.0",
          "kind": "other",
          "published_at": "2026-07-26T14:17:50Z"
        },
        {
          "tag": "lgtmaybe-v1.6.0",
          "kind": "other",
          "published_at": "2026-07-26T10:17:42Z"
        },
        {
          "tag": "lgtmaybe-v1.5.5",
          "kind": "other",
          "published_at": "2026-07-25T14:49:02Z"
        },
        {
          "tag": "lgtmaybe-v1.5.4",
          "kind": "other",
          "published_at": "2026-07-25T14:42:52Z"
        },
        {
          "tag": "lgtmaybe-v1.5.3",
          "kind": "other",
          "published_at": "2026-07-25T10:30:47Z"
        },
        {
          "tag": "lgtmaybe-v1.5.2",
          "kind": "other",
          "published_at": "2026-07-25T09:02:59Z"
        },
        {
          "tag": "lgtmaybe-v1.5.1",
          "kind": "other",
          "published_at": "2026-07-25T08:36:39Z"
        },
        {
          "tag": "lgtmaybe-v1.5.0",
          "kind": "other",
          "published_at": "2026-07-25T08:32:05Z"
        },
        {
          "tag": "lgtmaybe-v1.4.1",
          "kind": "other",
          "published_at": "2026-07-25T06:23:58Z"
        },
        {
          "tag": "lgtmaybe-v1.4.0",
          "kind": "other",
          "published_at": "2026-07-25T06:08:30Z"
        },
        {
          "tag": "lgtmaybe-v1.3.0",
          "kind": "other",
          "published_at": "2026-07-25T04:32:58Z"
        },
        {
          "tag": "lgtmaybe-v1.2.0",
          "kind": "other",
          "published_at": "2026-07-25T02:35:32Z"
        },
        {
          "tag": "lgtmaybe-v1.1.0",
          "kind": "other",
          "published_at": "2026-07-24T10:20:10Z"
        },
        {
          "tag": "lgtmaybe-v1.0.0",
          "kind": "other",
          "published_at": "2026-07-24T07:04:13Z"
        },
        {
          "tag": "lgtmaybe-v0.13.1",
          "kind": "other",
          "published_at": "2026-07-24T06:14:52Z"
        },
        {
          "tag": "lgtmaybe-v0.13.0",
          "kind": "other",
          "published_at": "2026-07-24T05:53:49Z"
        },
        {
          "tag": "lgtmaybe-v0.12.2",
          "kind": "other",
          "published_at": "2026-07-23T08:49:54Z"
        },
        {
          "tag": "lgtmaybe-v0.12.1",
          "kind": "other",
          "published_at": "2026-07-17T08:50:31Z"
        },
        {
          "tag": "lgtmaybe-v0.12.0",
          "kind": "other",
          "published_at": "2026-07-17T08:20:11Z"
        },
        {
          "tag": "lgtmaybe-v0.11.0",
          "kind": "other",
          "published_at": "2026-07-06T11:42:08Z"
        },
        {
          "tag": "lgtmaybe-v0.10.0",
          "kind": "other",
          "published_at": "2026-07-06T01:32:24Z"
        },
        {
          "tag": "lgtmaybe-v0.9.2",
          "kind": "other",
          "published_at": "2026-07-01T08:17:43Z"
        },
        {
          "tag": "lgtmaybe-v0.9.1",
          "kind": "other",
          "published_at": "2026-07-01T00:41:12Z"
        },
        {
          "tag": "lgtmaybe-v0.9.0",
          "kind": "other",
          "published_at": "2026-06-30T14:04:18Z"
        },
        {
          "tag": "lgtmaybe-v0.8.2",
          "kind": "other",
          "published_at": "2026-06-30T10:42:34Z"
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        {
          "tag": "lgtmaybe-v0.8.1",
          "kind": "other",
          "published_at": "2026-06-30T10:26:45Z"
        },
        {
          "tag": "lgtmaybe-v0.8.0",
          "kind": "other",
          "published_at": "2026-06-30T09:02:27Z"
        },
        {
          "tag": "lgtmaybe-v0.7.2",
          "kind": "other",
          "published_at": "2026-06-30T06:35:25Z"
        },
        {
          "tag": "lgtmaybe-v0.7.1",
          "kind": "other",
          "published_at": "2026-06-30T05:34:42Z"
        },
        {
          "tag": "lgtmaybe-v0.7.0",
          "kind": "other",
          "published_at": "2026-06-24T01:07:11Z"
        },
        {
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          "body": "* chore(main): release lgtmaybe 1.8.1\n\n* style: apply ruff lint and format fixes\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.8.1 (#292)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T17:07:47Z",
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        {
          "oid": "f4c3bdd279e6022c42a70328d94dd932fe16509d",
          "body": "…ot mint it (#296)\n\nReplying to a lgtmaybe review comment failed the whole review job:\n\n    The lgtmaybe identity exchange must run from the repository's\n    default branch.\n\n`pull_request_review_comment` is in the broker's ALLOWED_EVENTS, in the\nworkflow's triggers, and in the post-as-a-GitHub-App \n[…]\nme this one exception, rather than\nleft as a claim the code no longer honours.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(identity): stop asking for branded identity on an event that cann…",
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          "author_login": "MattJColes",
          "committed_at": "2026-07-27T17:05:37Z",
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        },
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          "oid": "eb586f15752be418672ebef868c12d41b3bcb373",
          "body": "…pad (#295)\n\nThe enclosing-definition pad could reach 120 lines above a hunk — six times\n`_MAX_CONTEXT_LINES`, the ceiling on the fixed pad it is meant to widen.\n\nThe reach exists so a hunk deep inside a function still sees the signature that\nexplains it. But it reproduces every intervening line, no\n[…]\n a\ndefinition that genuinely encloses them and sits well inside the new reach.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(context): size the enclosing-definition reach against the fixed …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T16:53:19Z",
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          "oid": "7cb91294e502a7ad5cd0aed422dd2a5e78aec384",
          "body": "…#294)\n\ndefinition_starts threw ast-grep's range.end away, so _enclosing_boundary\ntreated the nearest definition start above a hunk as enclosing it even when\nthat definition had already closed. Module-level code below a function —\nconstants, config tables, registries — was padded back into an unrela\n[…]\ned to clear the previous group instead of overlapping it.\nFound by fuzzing (217/4000 cases), now zero.\n\nRoughly token-neutral (-1.7% across seven commits) — a correctness fix, not a\ncost optimisation.",
          "is_bot": false,
          "headline": "fix(context): only pad to a definition that still contains the hunk (…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T01:46:33Z",
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        {
          "oid": "054a4ce1f363da2b85f167a673f9f9e5c0dbe7f0",
          "body": "redact() rewrites every matched secret to [REDACTED] before the diff leaves,\nand the security lens then said \"even if they look redacted, flag the\npractice\" — instructing the model to raise a finding on the reviewer's own\nredaction output.\n\nThe shared rules now name the marker so no lens reports it \n[…]\nens drops the bullet, since gitleaks reads the unredacted text and\nanswers what the lens was prevented from seeing. Secrets reaching a log stay\nwith the model, as does the rest of the OWASP checklist.",
          "is_bot": false,
          "headline": "fix(prompt): stop asking lenses to flag our own redaction marker (#293)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T01:17:06Z",
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          "is_coding_agent": false
        },
        {
          "oid": "1a9f0f03d023c5e0a8e79515f088c57e6e6a6feb",
          "body": "Six bugs found by driving the real CLI through ten scenarios of rising\ncomplexity against a stub provider, each one living in a seam between modules\nthat had passing unit tests of their own.\n\n- hardening: the reflection audit received the diff and grounding head text\n  un-neutralised and with no unt\n[…]\nackage at 1.7.0.\n\nAdds tests/e2e/test_cli_scenarios.py and a stub provider so the ten scenarios\nare reproducible: hermetic, no model or network needed, and verified to go red\nagainst the pre-fix code.",
          "is_bot": false,
          "headline": "fix: bugs found driving the CLI end-to-end across 10 scenarios (#291)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T01:11:44Z",
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        },
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          "oid": "6fcb279561229905ea6b9ef0b44943b58deb61ee",
          "body": "Hunks whose padded windows meet are now merged into one, with the span\nbetween them filled in as context. Padded independently, two nearby hunks\neach reached into the other's span, producing a non-monotonic patch whose\nline arithmetic no longer held and which showed the same position twice\nwith two \n[…]\narithmetically, so a merged hunk's counts cannot drift from what it holds.\n\nCuts default-run input tokens 3-12% (-12.2% on the largest diff measured).\n\nAlso syncs uv.lock to the 1.8.0 release version.",
          "is_bot": false,
          "headline": "fix(compress): merge hunks whose context pads overlap (#290)",
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          "committed_at": "2026-07-27T00:43:46Z",
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          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.8.0 (#285)",
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          "oid": "1cddf6b6acc28c978154e1408bfd40b3dc886771",
          "body": "…prompt narrowing (#289)\n\n* feat(static-analysis): un-cripple semgrep and add ast-grep structural rules\n\nTwo rules-driven tools, landed together because they share the argv and parse\nplumbing.\n\n**semgrep now actually runs.** It used to skip itself unless `semgrep_rules`\nwas set, and almost nobody se\n[…]\n analysis off.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HTBZQBip6ABR5B4pkscoUy\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(static-analysis): semgrep rule pack, ast-grep, osv-scanner, and …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-27T00:01:56Z",
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          "oid": "4eee72cc25a312b8f00e136fac54a1fdd263ad77",
          "body": "… (#288)\n\n* fix(action): deliver max_tokens and the static-analysis tools to the container\n\nTwo ways an Action input could reach nothing, both fixed here.\n\n`max_tokens` was mapped to INPUT_MAX_TOKENS in the step's `env:` block but\nnever forwarded by a bare `-e` on the `docker run`, so the value was \n[…]\nexisting sync.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HTBZQBip6ABR5B4pkscoUy\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(static-analysis): deterministic scan tools that replace LLM work…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T23:19:15Z",
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          "oid": "b8f8739ebcb061aea096347c5c33d7ab6a00b644",
          "body": "A live review missed an unguarded Optional deref — file_contents.get(path)\nnarrows to `str | None`, and .splitlines() on it crashes — while catching\nthree narrower crash paths in the same function. mypy proved it from the\nfile's own text in seconds. That is the shape of bug a lens reads past\nand a t\n[…]\nproves the parser, only a live run proves the flags still surface\nthe finding.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(static-analysis): add mypy to the fusion runner (#287)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T21:32:05Z",
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        {
          "oid": "7bb2f02ae3df13437b1ceb20a3c59bb8a7310888",
          "body": "A suggestion is rendered as a one-click commit, so a name that does not\nresolve in the target file replaces working code with a crash. The\ncontract never said which file's namespace a suggestion is written\nagainst, and the gap is example-seeded rather than random.\n\nThe deprecation lens's worked exam\n[…]\nt only in the legacy system prompt would be missing from every\ndefault review.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(prompt): bind suggestion names to the file being changed (#286)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T21:25:09Z",
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        {
          "oid": "a295cd8309acc5c093d07e7789d3d7ff8547d375",
          "body": "…(#284)\n\nProvider and model alone don't identify a review: the same model on the\nsame provider reviews differently across releases, since the prompt,\nlens grouping and reflection all move between them. Troubleshooting a\nsurprising review means first working out which build produced it, and\nuntil now\n[…]\nd the CLI writes the failure notice, and neither package\nmay import the other.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(engine): name the lgtmaybe version alongside the model in posts …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T21:10:35Z",
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          "oid": "4633e1b67130184dd7df0f073640ef1ff4931c82",
          "body": "The cap exists for prepaid routes that reserve prompt + max_tokens against the\nbalance before generating, and the Action is where those reviews actually run —\nbut the tests shipped in #281 only covered the local CLI path, so a regression\nin the `action` command's config load would have gone unnotice\n[…]\nn inputs default\n  to \"\", and a value coerced to 0 would reject every request.\n\n\nClaude-Session: https://claude.ai/code/session_01LPA33BpHTR1BqtvqeMhpzz\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(action): cover max_tokens on the GitHub Action path (#282)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T14:19:23Z",
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          "headline": "chore(main): release lgtmaybe 1.7.0 (#272)",
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          "author_login": "github-actions[bot]",
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          "oid": "ea84ba4f4a49dcf2dfee1254dd350dc91bddaa42",
          "body": "…ut (#281)",
          "is_bot": false,
          "headline": "feat(provider): cap generated tokens and fail fast when credit runs o…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T14:08:52Z",
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          "body": "…280)",
          "is_bot": false,
          "headline": "deps: bump the python-dependencies group and migrate to cdk-nag v3 (#…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T14:08:42Z",
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          "oid": "8885bbdd372485a14e7e48872ca25c374e1ddbd3",
          "body": "… batch was reviewed (#279)",
          "is_bot": false,
          "headline": "fix(engine): report a split piece that failed instead of claiming the…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T13:59:48Z",
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          "oid": "85f2e7ffd97c9e80757938c72050be88031533ec",
          "body": null,
          "is_bot": false,
          "headline": "fix(posting): make an incomplete review visible on the PR (#278)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T13:49:20Z",
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          "oid": "1af7efce4a363531d41bd54cfd6c429e36217a5c",
          "body": "…timeouts (#277)",
          "is_bot": false,
          "headline": "fix(providers): fail a blown wall clock once, and pin the documented …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T13:43:42Z",
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        {
          "oid": "1ece55e414972a99c024cb05bec397b7a639e27c",
          "body": "The nine shipped examples that declare concurrency keyed the group on the PR\nnumber alone, with cancel-in-progress. All of them also subscribe to\nissue_comment and pull_request_review_comment — the events lgtmaybe fires when\nit posts its auto-diagram comment and its inline findings — and every one o\n[…]\nggered event with\n  cancel-in-progress must have an event-discriminated group.\n\n\nClaude-Session: https://claude.ai/code/session_01SorXTg2UZddYo5dBFgrjjT\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(workflows): stop lgtmaybe cancelling its own reviews (#276)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T13:18:05Z",
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        {
          "oid": "7ee4eedc7f435648e38d48435b80c045be417ce1",
          "body": "* fix(dedupe): key re-run dedupe on a prose-free finding identity\n\nFindings already posted on a PR were posted again, reworded, on a later run.\n\nBoth re-run dedupe (`_post_new_inline_comments`) and resolve-on-fix\n(`_fixed_threads`) matched an existing conversation by\n`finding_fingerprint(path, title\n[…]\nside the mock.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01T7QDG7AsL5SK2UyroX6w5x\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(dedupe): key re-run dedupe on a prose-free finding identity (#275)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T12:38:35Z",
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        {
          "oid": "1b50d93530a370b7f0b81469b60b0f48dad5eaae",
          "body": "… (#273)\n\n* feat(summary): stop claiming LGTM while business is still outstanding\n\n\"👍 LGTM!\" reads as \"this PR is fine\". It was posted whenever the run's own\nfinding count reached zero — which is not the same thing. Two cases produced a\nthumbs-up over unfinished business:\n\n- **Suppressed findings.**\n[…]\n(expected 8)\".\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(summary): stop claiming LGTM while business is still outstanding…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T10:59:55Z",
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          "oid": "ee1e42c850a79e02b670ef1e7a2519b045fc0ee2",
          "body": "…a refusal (#271)\n\n* feat(diagnostics): log the effective timeout's source; stop retrying a refusal\n\nTwo silent failures that cost real investigation time this week.\n\n**Where did that timeout come from?** A timed-out call reports the budget it\nblew (\"provider request exceeded 60s\") but never its ori\n[…]\ny are skipped.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(diagnostics): log the effective timeout's source; stop retrying …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T10:39:13Z",
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          "oid": "94952279df463e62ddae10baeb3ca53713b357f0",
          "body": "* chore(main): release lgtmaybe 1.6.0\n\n* style: apply ruff lint and format fixes\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release lgtmaybe 1.6.0 (#265)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-26T10:17:31Z",
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          "oid": "f03c4bf6e0e679bd3a7dbb865ba3f9a5baf8f9ea",
          "body": "…#270)\n\n* perf: overlap the three serial I/O stages, isolate resolve failures\n\nSurvey first: the lens fan-out, multi-batch overlap and the head-content\nfetches were ALREADY pooled, so there was nothing to win there. Three stages\nwere genuinely serial.\n\n- **Deferral fetches** (`retrieve.resolve_needs\n[…]\nxplicitly now.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: overlap the three serial I/O stages, isolate resolve failures (…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T10:03:01Z",
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          "oid": "44a47769051e39a3a3a6b6f82b4b0cea4a94f770",
          "body": "…counts (#269)\n\nFollow-up to #268. The bulk edit there left the `--preset` help string spliced\nmid-sentence — \"covers … tests and documentation in parallelism is available,\nor three with one worker\" — so `lgtmaybe review --help` printed a broken\nsentence describing behaviour that no longer exists. l\n[…]\nated docs/reference/config.md and llms*.txt.\n\nText only — no behaviour change.\n\n\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(preset): fix the mangled --preset help and sweep the stale call …",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T09:28:06Z",
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          "oid": "2d81f5ec7cdf7f87b8d2dfa8ec9e1aee8a64d57a",
          "body": "The fast preset already made 4 calls, but two of them were the same\n`correctness` lens sliced into flow/state halves purely to fill a second\nworker, and `tests`/`documentation` got no call at all. So the default spent\nfour calls on three concerns and skipped a whole class of finding.\n\nNow: security,\n[…]\n`_CORRECTNESS_STATE_EXAMPLE` are deleted, along with `_parallel_fast_enabled`.\n\n\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(preset): four distinct lenses on every provider (#268)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T09:23:08Z",
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          "oid": "6c7649c73446abec2cecdc4c81f7f4002b551f71",
          "body": null,
          "is_bot": false,
          "headline": "Trying GPT 5.6 Terra Pro (#267)",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T08:44:53Z",
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          "oid": "461c34a918b0da7e191df8f0b648315e057ed363",
          "body": "…es (#266)\n\n* feat(cache): widen prompt caching to vertex, zai, and openrouter routes\n\nExplicit `cache_control` breakpoints were only emitted on `anthropic/` and\n`bedrock/`, so every other route re-processed the shared preamble-plus-diff\nprefix uncached on every lens of the fan-out. Widened to the r\n[…]\nn the highest.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cache): widen prompt caching to vertex, zai, and openrouter rout…",
          "author_name": "Matt Coles",
          "author_login": "MattJColes",
          "committed_at": "2026-07-26T08:36:26Z",
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            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 86% of commits",
                "points": 3.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 86
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 81,
            "inputs": {
              "merged_prs": 310,
              "open_issues": 0,
              "closed_issues": 2,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 12,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "310/322 decided PRs merged",
                "points": 28.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 310,
                      "decided": 322
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 183,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "MattJColes",
              "public_repos": 21,
              "account_age_days": 5446
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "183 followers of MattJColes",
                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 183,
                      "login": "MattJColes"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "21 public repos, account ~14 yr old",
                "points": 21.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 21
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "lgtmaybe"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "63 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "15 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 37,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "exceptional",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 43422
            },
            "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": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "79 of 79 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 79
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
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              "agent_commit_share": 0.35,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/lgtmaybe/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "src/lgtmaybe/py.typed"
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                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "35 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 35,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
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              "largest_source_bytes": 88463,
              "source_files_sampled": 190,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/lgtmaybe/py.typed)",
                "points": 27,
                "status": "partial",
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        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead"
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}
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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v2.2.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
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