Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 21:03 UTC

aws / mcp-proxy-for-aws

AWS MCP Proxy Server

PythonApache-2.0★ 327 Sterne⑂ 55 Forksseit Sept. 2025Auf GitHub ansehen ↗

aws/mcp-proxy-for-aws erreicht einen Gesundheitsindex von 83 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (94/100) ab, am schwächsten bei AI Readiness (53/100). Zuletzt heute aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.

gesamt / 100

Gut

Software-Gesundheitsindex

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

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)

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

Amazon Web ServicesOrganisation

16.125 Follower552 öffentliche Reposseit Aug. 2012

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

Paket-Ökosysteme

Registry	Paket	Version	Downloads / Monat	Versionen	Zuletzt veröffentlicht
PyPI	mcp-proxy-for-aws	1.6.4	2.038.100	20	vor 1 Tag

Metriken nach Kategorie

Vitalität

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

94Exzellent · 22 % des Gesamtindex

Entwicklungsaktivität

90Exzellent

Wie die Bewertung erfolgt

36/36	Push-Aktualität — letzter Push vor 0 Tagen
25.6/36	Commit-Rhythmus — 37/52 Wochen mit Commits
18/18	Commit-Volumen — 262 Commits im letzten Jahr
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10

Verwendete Eingangsdaten

commits_last_year	262
human_commit_share	0,39
days_since_last_push	0
active_weeks_last_year	37

Release-Disziplin

100Exzellent

Wie die Bewertung erfolgt

27/27	Liefert Releases aus — 18 Releases veröffentlicht
36/36	Release-Aktualität — letztes Release vor 1 Tagen
27/27	Release-Rhythmus — ein Release etwa alle 11,2 Tage
0/10	OpenSSF Scorecard: Signed-Releases — keine Daten

Verwendete Eingangsdaten

releases_count	18
latest_release_tag	v1.6.4
releases_from_tags	nein
days_since_latest_release	1
mean_days_between_releases	11,2

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

81Gut · 18 % des Gesamtindex

Popularität & Verbreitung

60Mittel

Wie die Bewertung erfolgt

40.8/60	Stars — 327 Stars
14.4/25	Forks — 55 Forks
4.7/15	Watcher — 8 Watcher

Verwendete Eingangsdaten

forks	55
stars	327
watchers	8
growth_state	organic
growth_factor_pct	100

Community-Gesundheit

92Exzellent

Wie die Bewertung erfolgt

22.5/22.5	README
22.5/22.5	Lizenz — anerkannte Lizenz (Apache-2.0)
18/18	CONTRIBUTING-Leitfaden
13.5/13.5	Verhaltenskodex
0/7.2	Issue-Vorlage
6.3/6.3	PR-Vorlage

Verwendete Eingangsdaten

has_readme	ja
has_license	ja
has_contributing	ja
has_issue_template	nein
has_code_of_conduct	ja
has_pull_request_template	ja

Ökosystem-Verbreitung (Downloads)

100Exzellent

Wie die Bewertung erfolgt

80/80	Downloads pro Monat — 2.038.100 Downloads/Monat über pypi
0/20	Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen

Verwendete Eingangsdaten

packages	mcp-proxy-for-aws
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	2.038.100

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

80Gut · 24 % des Gesamtindex

Maintainer-Resilienz (Bus-Faktor)

70Gut

Wie die Bewertung erfolgt

36/54	Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab
18/22.5	Commit-Verteilung — wichtigste beitragende Person verfasste 20 % der Commits
13.5/13.5	Breite der Beitragenden — 19 Beitragende
3/10	OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3

Verwendete Eingangsdaten

bus_factor	3
contributors_sampled	19
top_contributor_share	0,199

Reaktionsfähigkeit bei Issues & PRs

78Gut

Wie die Bewertung erfolgt

32.7/46.8	Issue-Lösungsquote — 70 % der Issues geschlossen
30/38.3	PR-Annahme — 260/332 entschiedene PRs gemergt
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Verwendete Eingangsdaten

merged_prs	260
open_issues	9
closed_issues	21
issue_closed_ratio	0,7
closed_unmerged_prs	72

Eigentümerschaft & Trägerschaft

80Gut

Wie die Bewertung erfolgt

30/30	Organisatorische Trägerschaft — im Besitz einer Organisation
0/20	Verifizierte Domain
25/25	Reichweite des Inhabers — 16.125 Follower von aws
25/25	Kontohistorie — 552 öffentliche Repos, Kontoalter ca. 13 Jahre

Verwendete Eingangsdaten

followers	16.125
owner_type	Organization
is_verified	—
owner_login	aws
public_repos	552
account_age_days	5.075

Paketpflege

100Exzellent

Wie die Bewertung erfolgt

25/25	Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35	Veröffentlichungsaktualität — letzte Veröffentlichung vor 1 Tagen
20/20	Versionshistorie — 20 veröffentlichte Versionen
20/20	Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen

Verwendete Eingangsdaten

packages	mcp-proxy-for-aws
ecosystems	pypi
any_deprecated	nein
min_days_since_publish	1

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex

Engineering-Praktiken

94Exzellent

Wie die Bewertung erfolgt

24/24	CI-Workflows — 10 Workflow(s)
24/24	Tests vorhanden
16/16	Linter-Konfiguration
9.6/9.6	Pre-Commit-Hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Verwendete Eingangsdaten

has_ci	ja
has_tests	ja
has_editorconfig	nein
has_linter_config	ja
has_precommit_config	ja

Dokumentation

50Mittel

Wie die Bewertung erfolgt

30/30	README
0/25	Dokumentationsverzeichnis
0/15	Dokumentations-/Homepage-Site
10/10	Repository-Beschreibung
10/10	Topics — 4 Topics
0/10	Wiki

Verwendete Eingangsdaten

topics	aws, mcp, proxy, sigv4
has_wiki	nein
homepage	—
has_readme	ja
has_docs_dir	nein
has_description	ja

Sicherheit

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

82Gut · 16 % des Gesamtindex

Sicherheitslage

78Gut

Wie die Bewertung erfolgt

7.5/7.5	Binary-Artifacts — no binaries found in the repo
6/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
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
7.5/7.5	Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
4/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — keine Daten
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5	Vulnerabilities — 3 existing vulnerabilities detected

Verwendete Eingangsdaten

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	7,8

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

Abhängigkeits-Advisories

100Exzellent

Wie die Bewertung erfolgt

35/35	Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25	Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40	Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum

Verwendete Eingangsdaten

source	osv
advisories	4
affected_packages	2
assessed_packages	288
unassessed_packages	12
affected_by_severity	high 1, moderate 1
direct_affected_packages	0

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 288 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 12 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

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.

53Mittel · 0 % des Gesamtindex

AI-Agentenkontext & Leitlinien

40Gefährdet

Wie die Bewertung erfolgt

0/45	Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15	Maschinenlesbare Doku (llms.txt)
40/40	Lesbare Commit-Historie — 38 von 39 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)

Verwendete Eingangsdaten

has_llms_txt	nein
legible_history_share	0,974
agent_instruction_files	—
agent_instruction_max_bytes	—

AI-Verify-Loop (Build / Test / Typprüfung)

59Mittel

Wie die Bewertung erfolgt

0/18	Bootstrap mit einem Befehl
22/22	Automatisierte Tests
11/11	Lint-/Format-Konfiguration
0/11	Statische Typprüfung
10/10	Reproduzierbare Umgebung — Dockerfile, lockfile
0/10	Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8	Automatisierte Wartung — 61 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
8/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8

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	ja
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0,61

AI-Code-Lesbarkeit für Modelle

55Mittel

Wie die Bewertung erfolgt

0/45	Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55	Handhabbare Dateigrößen — 0/46 Quelldateien über 60 KB

Verwendete Eingangsdaten

primary_language	Python
largest_source_bytes	41.177
source_files_sampled	46
oversized_source_files	0

Maschinenlesbare AI-Schnittstellen

60Mittel

Wie die Bewertung erfolgt

0/40	API-Schema (OpenAPI/GraphQL/proto)
20/20	MCP-Server
40/40	Lauffähige Beispiele — examples

Verwendete Eingangsdaten

example_dirs	examples
has_mcp_signal	ja
api_schema_files	—

Eckdaten

327GitHub-Sterne

19Mitwirkende

262Commits, letzte 12 Monate

0Tage seit letztem Push

18Releases

3Bus-Faktor

9offene Issues

PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

deps.dev does not index pypi:mcp-proxy-for-aws@1.6.4; advisories assessed against the repository dependency graph instead

Weitere Details

Stern- und Fork-Verlauf 327 ★ / 55 ⇿

327Sterne

55Forks

18Releases

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.

Major 0Minor 6Patch 12

OpenSSF Scorecard 7.8 / 10

7.8Gesamtwert

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 · 2026-07-21 21:03 UTC

10	Binary-Artifacts	no binaries found in the repo
8	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
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
10	Maintained	30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
8	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 8
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
k. A.	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
7	Vulnerabilities	3 existing vulnerabilities detected

Direkte Abhängigkeiten 3

Registry	Paket	Versionsvorgabe	Manifest
PyPI	fastmcp	`>=3.2,<3.5`	pyproject.toml
PyPI	boto3	`>=1.41.0`	pyproject.toml
PyPI	botocore	`>=1.41.0`	pyproject.toml

Alle Abhängigkeiten 300

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 5 direkte und 295 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

Registry	Paket	Version	Beziehung
PyPI	boto3	`1.43.51`	direkt
PyPI	botocore	`—`	direkt
PyPI	botocore	`1.43.51`	direkt
PyPI	fastmcp	`—`	direkt
PyPI	fastmcp	`3.4.4`	direkt
PyPI	a2a-sdk	`0.3.21`	indirekt
PyPI	ag-ui-protocol	`0.1.10`	indirekt
PyPI	agent-framework	`—`	indirekt
PyPI	agent-framework	`1.11.0`	indirekt
PyPI	agent-framework-a2a	`1.0.0b251211`	indirekt
PyPI	agent-framework-ag-ui	`1.0.0b251211`	indirekt
PyPI	agent-framework-anthropic	`1.0.0b251211`	indirekt
PyPI	agent-framework-azure-ai-search	`1.0.0b251211`	indirekt
PyPI	agent-framework-azure-cosmos	`1.0.0b260507`	indirekt
PyPI	agent-framework-azurefunctions	`1.0.0b251211`	indirekt
PyPI	agent-framework-bedrock	`1.0.0b260507`	indirekt
PyPI	agent-framework-chatkit	`1.0.0b251211`	indirekt
PyPI	agent-framework-claude	`1.0.0b260507`	indirekt
PyPI	agent-framework-copilotstudio	`1.0.0b251211`	indirekt
PyPI	agent-framework-core	`1.11.0`	indirekt
PyPI	agent-framework-declarative	`1.0.0b251211`	indirekt
PyPI	agent-framework-devui	`1.0.0b251211`	indirekt
PyPI	agent-framework-durabletask	`1.0.0b260507`	indirekt
PyPI	agent-framework-foundry	`1.3.0`	indirekt
PyPI	agent-framework-foundry-local	`1.0.0b260507`	indirekt
PyPI	agent-framework-github-copilot	`1.0.0rc1`	indirekt
PyPI	agent-framework-hyperlight	`1.0.0b260507`	indirekt
PyPI	agent-framework-lab	`1.0.0b251024`	indirekt
PyPI	agent-framework-mem0	`1.0.0b251211`	indirekt
PyPI	agent-framework-ollama	`1.0.0b260507`	indirekt
PyPI	agent-framework-openai	`1.3.0`	indirekt
PyPI	agent-framework-orchestrations	`1.0.0b260507`	indirekt
PyPI	agent-framework-purview	`1.0.0b251211`	indirekt
PyPI	agent-framework-redis	`1.0.0b251211`	indirekt
PyPI	aiofile	`3.9.0`	indirekt
PyPI	aiohappyeyeballs	`2.6.1`	indirekt
PyPI	aiohttp	`3.14.1`	indirekt
PyPI	aiosignal	`1.4.0`	indirekt
PyPI	aiosqlite	`0.22.0`	indirekt
PyPI	annotated-doc	`0.0.4`	indirekt
PyPI	annotated-types	`0.7.0`	indirekt
PyPI	anthropic	`0.75.0`	indirekt
PyPI	anyio	`4.12.0`	indirekt
PyPI	argcomplete	`3.6.3`	indirekt
PyPI	ast-serialize	`0.6.0`	indirekt
PyPI	async-timeout	`5.0.1`	indirekt
PyPI	asyncio	`4.0.0`	indirekt
PyPI	attrs	`25.4.0`	indirekt
PyPI	authlib	`1.6.12`	indirekt
PyPI	awscrt	`0.36.0`	indirekt
PyPI	azure-ai-inference	`1.0.0b9`	indirekt
PyPI	azure-ai-projects	`2.1.0`	indirekt
PyPI	azure-common	`1.1.28`	indirekt
PyPI	azure-core	`1.38.0`	indirekt
PyPI	azure-cosmos	`4.16.0b2`	indirekt
PyPI	azure-functions	`1.25.0b3.dev1`	indirekt
PyPI	azure-functions-durable	`1.4.0`	indirekt
PyPI	azure-identity	`1.26.0b1`	indirekt
PyPI	azure-search-documents	`11.7.0b2`	indirekt
PyPI	azure-storage-blob	`12.28.0b1`	indirekt
PyPI	backoff	`2.2.1`	indirekt
PyPI	backports-asyncio-runner	`1.2.0`	indirekt
PyPI	backports-tarfile	`1.2.0`	indirekt
PyPI	banks	`2.4.2`	indirekt
PyPI	beartype	`0.22.9`	indirekt
PyPI	black	`26.5.1`	indirekt
PyPI	cachetools	`6.2.3`	indirekt
PyPI	caio	`0.9.25`	indirekt
PyPI	certifi	`2025.11.12`	indirekt
PyPI	cffi	`2.0.0`	indirekt
PyPI	cfgv	`3.5.0`	indirekt
PyPI	charset-normalizer	`3.4.4`	indirekt
PyPI	claude-agent-sdk	`0.1.48`	indirekt
PyPI	click	`8.4.2`	indirekt
PyPI	clr-loader	`0.2.9`	indirekt
PyPI	colorama	`0.4.6`	indirekt
PyPI	commitizen	`4.16.5`	indirekt
PyPI	coverage	`7.13.0`	indirekt
PyPI	cryptography	`48.0.1`	indirekt
PyPI	cyclopts	`5.0.0a1`	indirekt
PyPI	dataclasses-json	`0.6.7`	indirekt
PyPI	decli	`0.6.3`	indirekt
PyPI	defusedxml	`0.8.0rc2`	indirekt
PyPI	deprecated	`1.2.18`	indirekt
PyPI	dirtyjson	`1.0.8`	indirekt
PyPI	distlib	`0.4.0`	indirekt
PyPI	distro	`1.9.0`	indirekt
PyPI	dnspython	`2.8.0`	indirekt
PyPI	docstring-parser	`0.17.0`	indirekt
PyPI	durabletask	`1.4.0`	indirekt
PyPI	durabletask-azuremanaged	`1.4.0`	indirekt
PyPI	email-validator	`2.3.0`	indirekt
PyPI	exceptiongroup	`1.3.1`	indirekt
PyPI	fastapi	`0.136.3`	indirekt
PyPI	fastmcp-slim	`3.4.4`	indirekt
PyPI	filelock	`3.20.3`	indirekt
PyPI	filetype	`1.2.0`	indirekt
PyPI	foundry-local-sdk	`0.5.1`	indirekt
PyPI	frozenlist	`1.8.0`	indirekt
PyPI	fsspec	`2025.12.0`	indirekt
PyPI	furl	`2.1.4`	indirekt
PyPI	github-copilot-sdk	`1.0.2`	indirekt
PyPI	google-api-core	`2.28.1`	indirekt
PyPI	google-auth	`2.43.0`	indirekt
PyPI	googleapis-common-protos	`1.72.0`	indirekt
PyPI	greenlet	`3.3.0`	indirekt
PyPI	griffe	`1.15.0`	indirekt
PyPI	griffelib	`2.0.2`	indirekt
PyPI	grpcio	`1.76.0`	indirekt
PyPI	h11	`0.16.0`	indirekt
PyPI	h2	`4.3.0`	indirekt
PyPI	hpack	`4.1.0`	indirekt
PyPI	httpcore	`1.0.9`	indirekt
PyPI	httptools	`0.7.1`	indirekt
PyPI	httpx	`0.28.1`	indirekt
PyPI	httpx-sse	`0.4.3`	indirekt
PyPI	hyperframe	`6.1.0`	indirekt
PyPI	hyperlight-sandbox	`0.4.0`	indirekt
PyPI	hyperlight-sandbox-backend-wasm	`0.4.0`	indirekt
PyPI	hyperlight-sandbox-python-guest	`0.4.0`	indirekt
PyPI	identify	`2.6.15`	indirekt
PyPI	idna	`3.15`	indirekt
PyPI	importlib-metadata	`8.7.0`	indirekt
PyPI	iniconfig	`2.3.0`	indirekt
PyPI	isodate	`0.7.2`	indirekt
PyPI	isort	`8.0.1`	indirekt
PyPI	jaraco-classes	`3.4.0`	indirekt
PyPI	jaraco-context	`6.1.2`	indirekt
PyPI	jaraco-functools	`4.3.0`	indirekt
PyPI	jeepney	`0.9.0`	indirekt
PyPI	jinja2	`3.1.6`	indirekt
PyPI	jiter	`0.12.0`	indirekt
PyPI	jmespath	`1.0.1`	indirekt
PyPI	joblib	`1.5.3`	indirekt
PyPI	joserfc	`1.7.0`	indirekt
PyPI	jsonpatch	`1.33`	indirekt
PyPI	jsonpath-ng	`1.7.0`	indirekt
PyPI	jsonpointer	`3.0.0`	indirekt
PyPI	jsonref	`1.1.0`	indirekt
PyPI	jsonschema	`4.25.1`	indirekt
PyPI	jsonschema-path	`0.4.0b1`	indirekt
PyPI	jsonschema-specifications	`2025.9.1`	indirekt
PyPI	keyring	`25.7.0`	indirekt
PyPI	langchain	`—`	indirekt
PyPI	langchain	`1.3.14`	indirekt
PyPI	langchain-aws	`—`	indirekt
PyPI	langchain-aws	`1.6.2`	indirekt
PyPI	langchain-core	`1.4.9`	indirekt
PyPI	langchain-mcp-adapters	`—`	indirekt
PyPI	langchain-mcp-adapters	`0.3.0`	indirekt
PyPI	langchain-protocol	`0.0.18`	indirekt
PyPI	langgraph	`1.2.6`	indirekt
PyPI	langgraph-checkpoint	`4.1.1`	indirekt
PyPI	langgraph-prebuilt	`1.1.0`	indirekt
PyPI	langgraph-sdk	`0.4.2`	indirekt
PyPI	langsmith	`0.8.18`	indirekt
PyPI	librt	`0.13.0`	indirekt
PyPI	llama-index	`—`	indirekt
PyPI	llama-index	`0.14.23`	indirekt
PyPI	llama-index-core	`0.14.23`	indirekt
PyPI	llama-index-embeddings-openai	`0.6.0`	indirekt
PyPI	llama-index-instrumentation	`0.5.0`	indirekt
PyPI	llama-index-llms-openai	`—`	indirekt
PyPI	llama-index-llms-openai	`0.7.9`	indirekt
PyPI	llama-index-tools-mcp	`—`	indirekt
PyPI	llama-index-tools-mcp	`0.4.8`	indirekt
PyPI	llama-index-workflows	`2.20.0`	indirekt
PyPI	markdown-it-py	`4.0.0`	indirekt
PyPI	markupsafe	`3.0.3`	indirekt
PyPI	marshmallow	`3.26.2`	indirekt
PyPI	mcp	`1.28.1`	indirekt
PyPI	mcp-client-example-agent-framework	`0.1.0`	indirekt
PyPI	mcp-client-example-langchain	`0.1.0`	indirekt
PyPI	mcp-client-example-llamaindex	`0.1.0`	indirekt
PyPI	mcp-client-example-strands-agents	`0.1.0`	indirekt
PyPI	mcp-proxy-for-aws	`—`	indirekt
PyPI	mcp-proxy-for-aws	`1.6.4`	indirekt
PyPI	mdurl	`0.1.2`	indirekt
PyPI	mem0ai	`2.0.0b2`	indirekt
PyPI	microsoft-agents-activity	`0.7.0.dev10`	indirekt
PyPI	microsoft-agents-copilotstudio-client	`0.7.0.dev10`	indirekt
PyPI	microsoft-agents-hosting-core	`0.7.0.dev10`	indirekt
PyPI	ml-dtypes	`0.5.4`	indirekt
PyPI	more-itertools	`10.8.0`	indirekt
PyPI	msal	`1.34.0`	indirekt
PyPI	msal-extensions	`1.3.1`	indirekt
PyPI	multidict	`6.7.0`	indirekt
PyPI	mypy	`2.3.0`	indirekt
PyPI	mypy-extensions	`1.1.0`	indirekt
PyPI	nest-asyncio	`1.6.0`	indirekt
PyPI	networkx	`3.4.2`	indirekt
PyPI	networkx	`3.6.1`	indirekt
PyPI	nltk	`3.10.0`	indirekt
PyPI	nodeenv	`1.9.1`	indirekt
PyPI	numpy	`2.2.6`	indirekt
PyPI	numpy	`2.4.0rc1`	indirekt
PyPI	ollama	`0.5.3`	indirekt
PyPI	openai	`2.11.0`	indirekt
PyPI	openai-agents	`0.6.3`	indirekt
PyPI	openai-chatkit	`1.4.0`	indirekt
PyPI	openapi-pydantic	`0.5.1`	indirekt
PyPI	opentelemetry-api	`1.39.1`	indirekt
PyPI	opentelemetry-instrumentation	`0.60b1`	indirekt
PyPI	opentelemetry-instrumentation-threading	`0.60b1`	indirekt
PyPI	opentelemetry-sdk	`1.39.1`	indirekt
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirekt
PyPI	orderedmultidict	`1.0.2`	indirekt
PyPI	orjson	`3.11.6`	indirekt
PyPI	ormsgpack	`1.12.1`	indirekt
PyPI	packaging	`26.1`	indirekt
PyPI	pathable	`0.5.0b2`	indirekt
PyPI	pathspec	`1.0.4`	indirekt
PyPI	pillow	`12.3.0`	indirekt
PyPI	platformdirs	`4.5.1`	indirekt
PyPI	pluggy	`1.6.0`	indirekt
PyPI	ply	`3.11`	indirekt
PyPI	portalocker	`3.2.0`	indirekt
PyPI	posthog	`7.0.1`	indirekt
PyPI	powerfx	`0.0.33`	indirekt
PyPI	pre-commit	`4.6.0`	indirekt
PyPI	prompt-toolkit	`3.0.51`	indirekt
PyPI	propcache	`0.4.1`	indirekt
PyPI	proto-plus	`1.26.1`	indirekt
PyPI	protobuf	`5.29.6`	indirekt
PyPI	py-key-value-aio	`0.4.4`	indirekt
PyPI	pyasn1	`0.6.3`	indirekt
PyPI	pyasn1-modules	`0.4.2`	indirekt
PyPI	pycparser	`2.23`	indirekt
PyPI	pydantic	`2.12.5`	indirekt
PyPI	pydantic-core	`2.41.5`	indirekt
PyPI	pydantic-settings	`2.14.2`	indirekt
PyPI	pygments	`2.20.0`	indirekt
PyPI	pyjwt	`2.13.0`	indirekt
PyPI	pyperclip	`1.11.0`	indirekt
PyPI	pyright	`1.1.411`	indirekt
PyPI	pyrsistent	`0.20.0`	indirekt
PyPI	pytest	`9.1.1`	indirekt
PyPI	pytest-asyncio	`1.4.0`	indirekt
PyPI	pytest-cov	`7.1.0`	indirekt
PyPI	pytest-mock	`3.15.1`	indirekt
PyPI	python-dateutil	`2.9.0.post0`	indirekt
PyPI	python-dotenv	`—`	indirekt
PyPI	python-dotenv	`1.2.2`	indirekt
PyPI	python-multipart	`0.0.31`	indirekt
PyPI	python-ulid	`3.1.0`	indirekt
PyPI	pythonnet	`3.0.5`	indirekt
PyPI	pytokens	`0.4.1`	indirekt
PyPI	pytz	`2025.2`	indirekt
PyPI	pywin32	`311`	indirekt
PyPI	pywin32-ctypes	`0.2.3`	indirekt
PyPI	pyyaml	`6.0.3`	indirekt
PyPI	qdrant-client	`1.16.2`	indirekt
PyPI	questionary	`2.1.1`	indirekt
PyPI	redis	`6.4.0`	indirekt
PyPI	redisvl	`0.12.1`	indirekt
PyPI	referencing	`0.36.2`	indirekt
PyPI	regex	`2025.11.3`	indirekt
PyPI	requests	`2.33.0`	indirekt
PyPI	requests-toolbelt	`1.0.0`	indirekt
PyPI	rich	`14.2.0`	indirekt
PyPI	rpds-py	`0.30.0`	indirekt
PyPI	rsa	`4.9.1`	indirekt
PyPI	ruff	`0.15.22`	indirekt
PyPI	s3transfer	`0.19.0`	indirekt
PyPI	secretstorage	`3.5.0`	indirekt
PyPI	setuptools	`80.9.0`	indirekt
PyPI	six	`1.17.0`	indirekt
PyPI	sniffio	`1.3.1`	indirekt
PyPI	sqlalchemy	`2.0.45`	indirekt
PyPI	sse-starlette	`3.0.4`	indirekt
PyPI	starlette	`1.3.1`	indirekt
PyPI	strands-agents	`—`	indirekt
PyPI	strands-agents	`1.48.0`	indirekt
PyPI	tenacity	`9.1.2`	indirekt
PyPI	termcolor	`3.2.0`	indirekt
PyPI	tiktoken	`0.12.0`	indirekt
PyPI	tinytag	`2.2.1`	indirekt
PyPI	tomli	`2.3.0`	indirekt
PyPI	tomlkit	`0.13.3`	indirekt
PyPI	tqdm	`4.67.1`	indirekt
PyPI	types-requests	`2.32.4.20250913`	indirekt
PyPI	typing-extensions	`4.15.0`	indirekt
PyPI	typing-inspect	`0.9.0`	indirekt
PyPI	typing-inspection	`0.4.2`	indirekt
PyPI	uncalled-for	`0.2.0`	indirekt
PyPI	urllib3	`2.7.0`	indirekt
PyPI	uuid-utils	`0.12.0`	indirekt
PyPI	uvicorn	`0.38.0`	indirekt
PyPI	uvloop	`0.22.1`	indirekt
PyPI	virtualenv	`20.36.1`	indirekt
PyPI	watchdog	`6.0.0`	indirekt
PyPI	watchfiles	`1.1.1`	indirekt
PyPI	wcwidth	`0.2.14`	indirekt
PyPI	websockets	`15.0.1`	indirekt
PyPI	werkzeug	`3.1.6`	indirekt
PyPI	wrapt	`1.17.3`	indirekt
PyPI	xxhash	`3.6.0`	indirekt
PyPI	yarl	`1.22.0`	indirekt
PyPI	zipp	`3.23.0`	indirekt
PyPI	zstandard	`0.25.0`	indirekt

Abhängigkeits-Advisories 2

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 288 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 2 tragen bekannte Advisories, davon 0 direkte. 12 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

Paket	Version	Beziehung	Schweregrad	Advisories	Behoben in
pyasn1	`0.6.3`	indirekt	hoch	2	`0.6.4`
setuptools	`80.9.0`	indirekt	mittel	2	`83.0.0`

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar

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          "body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.2.0 to 12.3.0.\n- [Release notes](https://github.com/python-pillow/Pillow/releases)\n- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)\n- [Commits](https://github.com/python-pillow/Pillow/compare/12.2.0...12.3.0)\n[…]\now\n  dependency-version: 12.3.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "oid": "24b1184001875f3e66e6b0340b8b2bd3e4b6eb8d",
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          "is_bot": false,
          "headline": "fix: stale profile refresh when using multi-profiles (#363)",
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          "author_login": "arnewouters",
          "committed_at": "2026-07-20T14:18:17Z",
          "body_truncated": false,
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        {
          "oid": "1dd13476b0d0a857127be9c54a19391029114aab",
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          "headline": "fix: disable follow_redirects in SigV4 httpx client (#362)",
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          "oid": "6f9d735874c8963627adaf7c38e9089c24fbe8c0",
          "body": "* docs: clarify local vs signing region resolution\n\nDocument that --region / endpoint URL / --metadata AWS_REGION control\nthe signing region for the remote MCP server, while the proxy's local\nboto3 session resolves its own region from the standard provider chain\n(env or active profile) for credentia\n[…]\nr@amazon.com>\n\n* docs: use GitHub markdown alert syntax for notes\n\n---------\n\nSigned-off-by: anasstahr <anatahr@amazon.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: clarify local vs signing region resolution (#343)",
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          "body": "…rectory with 6 updates (#361)\n\nBumps the uv-version-updates group with 6 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.46` | `1.43.51` |\n| [mypy](https://github.com/python/mypy) | `2.2.0` | `2.3.0` |\n| [commitizen](https://\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "Bumps the github-actions-version-updates group with 1 update: [actions/setup-python](https://github.com/actions/setup-python).\n\n\nUpdates `actions/setup-python` from 6.3.0 to 7.0.0\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/\n[…]\ner-major\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump actions/setup-python (#360)",
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        {
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          "headline": "fix: resolve AWS_REGION metadata from profile configuration (#359)",
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          "committed_at": "2026-07-17T14:25:49Z",
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          "oid": "519258a1dae5e846799b87bcfd88d6b573f0ff94",
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          "is_bot": false,
          "headline": "fix endpoint swallowing with multiple profiles (#358)",
          "author_name": "Arne Wouters",
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          "committed_at": "2026-07-17T14:22:08Z",
          "body_truncated": false,
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        {
          "oid": "e0264a9c3bf0d0d7b3e5634ed244926eca40a5c9",
          "body": "Bumps [nltk](https://github.com/nltk/nltk) from 3.9.4 to 3.10.0.\n- [Release notes](https://github.com/nltk/nltk/releases)\n- [Changelog](https://github.com/nltk/nltk/blob/develop/ChangeLog)\n- [Commits](https://github.com/nltk/nltk/compare/3.9.4...v3.10.0)\n\n---\nupdated-dependencies:\n- dependency-name:\n[…]\ntk\n  dependency-version: 3.10.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump nltk from 3.9.4 to 3.10.0 (#356)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-17T08:45:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "43fc59c4a4c62cf7fe2892febf94b99bded1fbf1",
          "body": "…rectory with 8 updates (#353)\n\n* chore(deps): update uv: bump the uv-version-updates group across 1 directory with 8 updates\n\nBumps the uv-version-updates group with 8 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.4.2\n[…]\ns\n\n---------\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <awouters@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-17T08:33:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f18653ec1ca4986b487ca82ed4fea58eb352a6f6",
          "body": "…pdates group across 1 directory with 6 updates (#352)\n\n---\nupdated-dependencies:\n- dependency-name: actions/checkout\n  dependency-version: 7.0.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n  dependency-group: github-actions-version-updates\n- dependency-name: dock\n[…]\ner-minor\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-17T06:23:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6daef575c3eeed27a17e42c8c930f71340dcc66b",
          "body": "* fix: enforce read-only mode on tools/call requests\n\n* fix: check tool annotations directly on call instead of caching\n\n* test: add unit tests for on_call_tool read-only enforcement",
          "is_bot": false,
          "headline": "fix: enforce read-only mode on tools/call requests (#350)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-07-16T12:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9edf678bbe6dafbbee01f06fdc595e32e7bc486c",
          "body": "* feat: add pip-audit CVE scanning to CI and release workflows\n\n* fix: exclude local project from pip-audit export\n\n* fix: only run pip-audit on PR/push when lockfile changes",
          "is_bot": false,
          "headline": "feat: add pip-audit CVE scanning to CI and release workflows (#331)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-07-01T11:59:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f47cfefec537e88d9a17c33f5d618fe24effa8ac",
          "body": "…rectory with 7 updates (#345)\n\nBumps the uv-version-updates group with 7 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.34` | `1.43.36` |\n| [ruff](https://github.com/astral-sh/ruff) | `0.15.18` | `0.15.20` |\n| [pyright](http\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T07:14:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "04a5738239109c36ff50cee0acb125a5db2b3f58",
          "body": "…pdates group with 2 updates (#344)\n\nBumps the github-actions-version-updates group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `actions/setup-python` \n[…]\ner-patch\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T07:14:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9a3022410f88cf6a6800bf411504615dad1adf12",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.6.2 → 1.6.3 (#341)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-06-26T14:15:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3b57966a64d47542aaafd565f12d33755ac00ef",
          "body": "Bumps [virtualenv](https://github.com/pypa/virtualenv) from 20.35.4 to 20.36.1.\n- [Release notes](https://github.com/pypa/virtualenv/releases)\n- [Changelog](https://github.com/pypa/virtualenv/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/pypa/virtualenv/compare/20.35.4...20.36.1)\n\n---\n[…]\nv\n  dependency-version: 20.36.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump virtualenv from 20.35.4 to 20.36.1 (#340)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:56:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "23ba8522a8bca975d5255860d0a4f014aee1b758",
          "body": "Bumps [marshmallow](https://github.com/marshmallow-code/marshmallow) from 3.26.1 to 3.26.2.\n- [Changelog](https://github.com/marshmallow-code/marshmallow/blob/dev/CHANGELOG.rst)\n- [Commits](https://github.com/marshmallow-code/marshmallow/compare/3.26.1...3.26.2)\n\n---\nupdated-dependencies:\n- dependen\n[…]\now\n  dependency-version: 3.26.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump marshmallow from 3.26.1 to 3.26.2 (#339)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:56:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "950a21b8fef18508f6adc20030844b076482b52e",
          "body": "Bumps [filelock](https://github.com/tox-dev/py-filelock) from 3.20.0 to 3.20.3.\n- [Release notes](https://github.com/tox-dev/py-filelock/releases)\n- [Changelog](https://github.com/tox-dev/filelock/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/tox-dev/py-filelock/compare/3.20.0...3.20.\n[…]\nck\n  dependency-version: 3.20.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump filelock from 3.20.0 to 3.20.3 (#338)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:44:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3e4c3bd0e14e6230afd7db993be17084f60cc90",
          "body": "… (#337)\n\nBumps [langgraph-checkpoint](https://github.com/langchain-ai/langgraph) from 4.1.0 to 4.1.1.\n- [Release notes](https://github.com/langchain-ai/langgraph/releases)\n- [Commits](https://github.com/langchain-ai/langgraph/compare/checkpoint==4.1.0...checkpoint==4.1.1)\n\n---\nupdated-dependencies:\n[…]\nint\n  dependency-version: 4.1.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langgraph-checkpoint from 4.1.0 to 4.1.1…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:40:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1ed8dd3532e9a30eb5adc8ceda781c569a11106e",
          "body": "* fix: set user agent on every request\n\n* update tests\n\n* reduce comments",
          "is_bot": false,
          "headline": "fix: set user agent on every request explicitly (#334)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-06-26T12:38:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d792b801db3e11fb362f5ee353df5f26e274a024",
          "body": "Bumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.1 to 0.6.3.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.1...v0.6.3)\n\n---\nupdated-dependencies:\n- \n[…]\nsn1\n  dependency-version: 0.6.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pyasn1 from 0.6.1 to 0.6.3 (#336)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:37:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "124ffb23c3a01938f208dcf5f134d0aaa630d9c6",
          "body": "Bumps [orjson](https://github.com/ijl/orjson) from 3.11.5 to 3.11.6.\n- [Release notes](https://github.com/ijl/orjson/releases)\n- [Changelog](https://github.com/ijl/orjson/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/ijl/orjson/compare/3.11.5...3.11.6)\n\n---\nupdated-dependencies:\n- depende\n[…]\non\n  dependency-version: 3.11.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump orjson from 3.11.5 to 3.11.6 (#335)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:37:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0cb04702785fba1b00ab3e2915860fa2a8358242",
          "body": "Bumps [azure-core](https://github.com/Azure/azure-sdk-for-python) from 1.37.0 to 1.38.0.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-core_1.37.0...azure-core_1.38.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nre\n  dependency-version: 1.38.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump azure-core from 1.37.0 to 1.38.0 (#333)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:32:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "184ef2594d9a1f030aa064ee00bd00a520fffcc8",
          "body": "Bumps the github-actions-version-updates group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 6.0.3 to 7.0.0\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELO\n[…]\ner-major\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump actions/checkout (#327)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-25T08:10:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9c578592c35c078cf7c2298ee41d3868eb34f257",
          "body": "…(#329)\n\nBumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.12.0 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.12.0...v2.14.2)\n\n---\nupdated-dependencies:\n- depende\n[…]\ngs\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pydantic-settings from 2.12.0 to 2.14.2 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-25T07:58:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "532f349f8744ce1fabb7721aebbe5470e61b678c",
          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.8.0 to 0.8.18.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.8.0...v0.8.18)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.8.18\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langsmith from 0.8.0 to 0.8.18 (#330)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-25T07:58:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0b4eb6b712f1cc1a9fcfafceb42f9152bbfa4fe",
          "body": "…rectory with 8 updates (#328)\n\nBumps the uv-version-updates group with 8 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.29` | `1.43.34` |\n| [commitizen](https://github.com/commitizen-tools/commitizen) | `4.16.3` | `4.16.4` |\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-25T07:58:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "377eed49c89dd893d213fc407008a50ab540df71",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.6.1 → 1.6.2 (#326)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-06-19T12:24:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c362dce0555cedbcfc90d852388182670d857a5",
          "body": "* fix: patch default assume role session name\n\n* fix: add unit tests and timestamp in the default session name\n\n* fix: pyright error\n\n* fix set _using_default_session_name to false",
          "is_bot": false,
          "headline": "fix: assume role credentials (#325)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-06-19T12:10:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eaa8adafb4bf66f58c2c3c02fbad5f3a3f8f7a8f",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump aiohttp from 3.14.0 to 3.14.1 (#319)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:24:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "671c565ca8516ee4d342fc2294efd287faf319f2",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.7 to 48.0.1.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.7...48.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 48.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump cryptography from 46.0.7 to 48.0.1 (#317)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:24:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9d5227013bdd41be911c76147a5b68293f6cab5",
          "body": "…#316)\n\nBumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.27 to 0.0.31.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-mul\n[…]\nrt\n  dependency-version: 0.0.31\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.27 to 0.0.31 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:22:56Z",
          "body_truncated": true,
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        },
        {
          "oid": "f3cc5db5972f14a5fd745cfa005cb1acfa275680",
          "body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.2.1 to 1.3.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.2.1...1.3.1)\n\n---\nu\n[…]\ntte\n  dependency-version: 1.3.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump starlette from 1.2.1 to 1.3.1 (#318)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:21:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea594264be8125d910e3f3f7fba33f46b6df128f",
          "body": "Bumps [pyjwt](https://github.com/jpadilla/pyjwt) from 2.10.1 to 2.13.0.\n- [Release notes](https://github.com/jpadilla/pyjwt/releases)\n- [Changelog](https://github.com/jpadilla/pyjwt/blob/master/CHANGELOG.rst)\n- [Commits](https://github.com/jpadilla/pyjwt/compare/2.10.1...2.13.0)\n\n---\nupdated-depende\n[…]\nwt\n  dependency-version: 2.13.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pyjwt from 2.10.1 to 2.13.0 (#315)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:11:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "06d2e7e85ac2194bb30ec7c89e3eaa6e7ff28fb4",
          "body": "…rectory with 9 updates (#314)\n\nBumps the uv-version-updates group with 8 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.24` | `1.43.29` |\n| [ruff](https://github.com/astral-sh/ruff) | `0.15.16` | `0.15.17` |\n| [pytest](https\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-15T08:23:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e0d305989622eba2e66209a93454ff2b471c1b57",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.6.1 (#312)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-06-12T14:21:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a2f79a83a384daaf3f154c593a99662b79067f8",
          "body": "… (#301)\n\n* feat(client): add metadata parameter to aws_iam_streamablehttp_client\n\nAdd optional metadata dict parameter that injects key-value pairs into\nthe MCP _meta field on every request via the existing\n_inject_metadata_hook. This enables passing additional context to the\nserver that cannot be \n[…]\ns #300\n\n* style: fix ruff formatting issues\n\nWrap long line in client.py and add missing blank line in test_client.py\nto satisfy ruff-format.\n\n---------\n\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": false,
          "headline": "feat(client): add metadata parameter to aws_iam_streamablehttp_client…",
          "author_name": "Luke Plewa",
          "author_login": "lukeplewa",
          "committed_at": "2026-06-10T16:19:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "327106cba3953c6edd13c8bf347eedf53f8ee623",
          "body": "…ctices (#311)\n\nCo-authored-by: Claudiu Popa <clpo@amazon.com>",
          "is_bot": false,
          "headline": "Pin the version of the MCP Proxy for AWS to respect best security pra…",
          "author_name": "Claudiu Popa",
          "author_login": "PCManticore",
          "committed_at": "2026-06-08T16:21:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c61ef29a3f11b6392eb4e1bd0603d70652f9a040",
          "body": "Updates the requirements on [fastmcp](https://github.com/PrefectHQ/fastmcp) to permit the latest version.\n\nUpdates `fastmcp` to 3.4.2\n- [Release notes](https://github.com/PrefectHQ/fastmcp/releases)\n- [Changelog](https://github.com/PrefectHQ/fastmcp/blob/main/docs/changelog.mdx)\n- [Commits](https://\n[…]\nirect:production\n  dependency-group: python-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update pip: update fastmcp requirement (#308)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d900d314cf482e0ed88b0c8ed6aabf5e6d5a37a3",
          "body": "…pdates group with 2 updates (#309)\n\nBumps the github-actions-version-updates group with 2 updates: [actions/checkout](https://github.com/actions/checkout) and [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `actions/checkout` from 6.0.2 t\n[…]\ner-minor\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dd5b13445fb24eb6c06b38828e88b1e4e75cdecc",
          "body": "…rectory with 5 updates (#310)\n\nBumps the uv-version-updates group with 5 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.3.1` | `3.4.2` |\n| [boto3](https://github.com/boto/boto3) | `1.43.19` | `1.43.24` |\n| [ruff](https\n[…]\n-update:semver-patch\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac093f0f8e8c223a6b584d82d8d61e7a7f3a02fa",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump aiohttp from 3.13.4 to 3.14.0 (#303)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T08:21:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bcc27cadb35d0a5f291981eff75e4b892d292d3",
          "body": "* Add stale issue/PR workflow\n\nAutomatically mark issues stale after 60 days and close after 14 more.\nPRs are marked stale after 14 days and closed after 7 more.\nMirrors the configuration from aws/agent-toolkit-for-aws.\n\n* Exempt feature requests from stale bot\n\nIssues labeled feature-request or enhancement will not be\nmarked stale or auto-closed.",
          "is_bot": false,
          "headline": "Add stale issue/PR workflow (#302)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-06-03T17:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6da7350cbde48a734bf4110dd75ac38e3120c240",
          "body": "…rectory with 10 updates (#298)\n\nBumps the uv-version-updates group with 9 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.14` | `1.43.19` |\n| [commitizen](https://github.com/commitizen-tools/commitizen) | `4.16.2` | `4.16.3` \n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-02T03:42:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d3eaa623bf5516a568df15c999e91ac4a03d2c7",
          "body": "…edentials (#297)\n\nBumps the github-actions-version-updates group with 1 update: [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `aws-actions/configure-aws-credentials` from 6.1.1 to 6.1.3\n- [Release notes](https://github.com/aws-actions/c\n[…]\ner-patch\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump aws-actions/configure-aws-cr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-02T03:41:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "90e2cfd06e1275dad2a2dbe0901e323aa9dde8fe",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.5.0 → 1.6.0 (#296)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T13:01:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c01118bb486e3cb7d45b8d2a97c5a433e0c92749",
          "body": "* fix: always read fresh credentials from disk on every request\n\n* docs: update README and CHANGELOG for fresh credentials behavior\n\n* refactor: remove SessionHolder class, pass profile directly to hooks",
          "is_bot": false,
          "headline": "fix: always read fresh credentials from disk on every request (#294)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T12:46:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "925cb6342d16d081c83a03b3e4d45e1ff3221174",
          "body": "* feat(auth): add per-call AWS profile override middleware\n\nAdds ProfileOverrideMiddleware that enables per-call AWS profile switching\nvia an aws_profile tool parameter on auth-requiring tools (call_aws,\nrun_script, get_presigned_url, get_tasks).\n\nConfiguration:\n- --profile accepts multiple values (\n[…]\ncs: clarify --profile fallback behavior in config table\n\n---------\n\nCo-authored-by: Krishma Kochhar <kochhk@amazon.com>\nCo-authored-by: Roman Shevchuk <51510790+rshevchuk-git@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(auth): add per-call AWS profile override middleware (#266)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T10:02:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ffd565c787eb09a67670bc1cb4b31e23d3e4443",
          "body": "…de (#293)\n\n* fix: prevent credential_process hang on Windows in stdio transport mode\n\nMonkey-patch botocore's ProcessProvider to pass stdin=subprocess.DEVNULL\nwhen spawning credential_process subprocesses. Without this, the child\ninherits the MCP JSON-RPC pipe as stdin, causing Popen.communicate() \n[…]\nlicate botocore's credential\nparsing logic.\n\n* chore: trigger PR sync\n\n* fix: suppress pyright type error for mock popen argument\n\n* test: simplify credential_process stdin tests to focus on the patch",
          "is_bot": false,
          "headline": "fix: prevent credential_process hang on Windows in stdio transport mo…",
          "author_name": "Roman Shevchuk",
          "author_login": "rshevchuk-git",
          "committed_at": "2026-05-29T08:22:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9da6e4159bb1e53fa7855bc4414447c3f2ac8c1e",
          "body": "…pdates group with 2 updates (#291)\n\nBumps the github-actions-version-updates group with 2 updates: [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) and [docker/build-push-action](https://github.com/docker/build-push-action).\n\n\nUpdates `docker/setup-buildx-action` from 4.0\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T06:05:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b5531e28e2331a26e45c7b8c06fc4f3bc0ee5b84",
          "body": "…rectory with 7 updates (#292)\n\nBumps the uv-version-updates group with 6 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.9` | `1.43.14` |\n| [black](https://github.com/psf/black) | `26.5.0` | `26.5.1` |\n| [ruff](https://github\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T05:45:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4777b65fd4e5cc977b5293a8d0042f52110d9e8c",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.4.2 → 1.5.0 (#290)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-22T11:36:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53ff8ceef016c5072c0c38ae54604d8c3bd2f50a",
          "body": null,
          "is_bot": false,
          "headline": "docs: add --skip-auth flag documentation (#289)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-22T11:24:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e44d76141c4f3119dd4acc2f84d5a5c30b4878a4",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump idna from 3.11 to 3.15 (#285)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-22T10:29:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cba049ce029d97fd3b0c5ced009b883864c61281",
          "body": "* feat: allow unsigned requests when AWS credentials are unavailable\n\n* feat: add --skip-auth flag to opt-in to unsigned requests\n\n* docs: add --skip-auth to changelog\n\n---------\n\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add --skip-auth flag to opt-in to unsigned requests (#260)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-21T07:41:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b59ac1d240a13be8483f86d5ec7042ce597586e3",
          "body": "Updates the requirements on [fastmcp](https://github.com/PrefectHQ/fastmcp) to permit the latest version.\n\nUpdates `fastmcp` to 3.3.1\n- [Release notes](https://github.com/PrefectHQ/fastmcp/releases)\n- [Changelog](https://github.com/PrefectHQ/fastmcp/blob/main/docs/changelog.mdx)\n- [Commits](https://\n[…]\nsion-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update pip: update fastmcp requirement (#283)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:12:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dd38749cbe559ce64e3157809ea38b602eb9410e",
          "body": "…rectory with 11 updates (#284)\n\nBumps the uv-version-updates group with 11 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.2.4` | `3.3.1` |\n| [boto3](https://github.com/boto/boto3) | `1.43.6` | `1.43.9` |\n| [black](http\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:07:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "75d5e43cade82b7fcc5ed0f15f55afc109d95148",
          "body": "Bumps [authlib](https://github.com/authlib/authlib) from 1.6.11 to 1.6.12.\n- [Release notes](https://github.com/authlib/authlib/releases)\n- [Changelog](https://github.com/authlib/authlib/blob/1.6.12/docs/changelog.rst)\n- [Commits](https://github.com/authlib/authlib/compare/v1.6.11...1.6.12)\n\n---\nupd\n[…]\nib\n  dependency-version: 1.6.12\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump authlib from 1.6.11 to 1.6.12 (#280)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:00:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f2a9d0f7cf0b654b4223462964d4c6f3fcdc4f02",
          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.7.31 to 0.8.0.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.7.31...v0.8.0)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.8.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langsmith from 0.7.31 to 0.8.0 (#281)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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          "headline": "chore(deps): update uv: bump urllib3 from 2.6.2 to 2.7.0 (#279)",
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          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "headline": "chore(deps): update github-actions: bump aws-actions/configure-aws-cr…",
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          "body": "Bumps [mem0ai](https://github.com/mem0ai/mem0) from 1.0.1 to 2.0.0b2.\n- [Release notes](https://github.com/mem0ai/mem0/releases)\n- [Commits](https://github.com/mem0ai/mem0/compare/openclaw-v1.0.1...v2.0.0b2)\n\n---\nupdated-dependencies:\n- dependency-name: mem0ai\n  dependency-version: 2.0.0b2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): update uv: bump mem0ai from 1.0.1 to 2.0.0b2 (#272)",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.26 to 0.0.27 (…",
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          "headline": "chore(deps): update uv: bump banks from 2.2.0 to 2.4.2 (#273)",
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          "headline": "fix: update negative integ test (#278)",
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          "headline": "test: rename retrieve_agent_sop to retrieve_skill (#269)",
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          "body": "…rectory with 2 updates (#267)\n\nBumps the uv-version-updates group with 2 updates in the / directory: [boto3](https://github.com/boto/boto3) and [commitizen](https://github.com/commitizen-tools/commitizen).\n\n\nUpdates `boto3` from 1.42.96 to 1.43.2\n- [Release notes](https://github.com/boto/boto3/rele\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "headline": "bump: version 1.4.1 → 1.4.2 (#265)",
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          "headline": "fix: pass-through server capbilities (#264)",
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          "headline": "bump: version 1.4.0 → 1.4.1 (#263)",
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          "committed_at": "2026-04-29T10:27:44Z",
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          "oid": "0da09419201c8ee6ae6e11d45977b4f1d5db3375",
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          "headline": "fix: catch HTTPStatusError during force disconnect retry (#262)",
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          "body": "Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 5.29.5 to 5.29.6.\n- [Release notes](https://github.com/protocolbuffers/protobuf/releases)\n- [Commits](https://github.com/protocolbuffers/protobuf/commits)\n\n---\nupdated-dependencies:\n- dependency-name: protobuf\n  dependency-version: 5.29.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump protobuf from 5.29.5 to 5.29.6 (#261)",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-dotenv from 1.2.1 to 1.2.2 (#258)",
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          "committed_at": "2026-04-22T06:58:06Z",
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        {
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump authlib from 1.6.9 to 1.6.11 (#255)",
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        {
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          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.10.1 to 6.10.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.10.1...6.10.2)\n\n---\nupdated-dependencies:\n- de\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pypdf from 6.10.1 to 6.10.2 (#254)",
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          "committed_at": "2026-04-20T13:48:05Z",
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          "body": "…pdates group with 2 updates (#256)\n\n* chore(deps): update github-actions: bump the github-actions-version-updates group with 2 updates\n\nBumps the github-actions-version-updates group with 2 updates: [dependabot/fetch-metadata](https://github.com/dependabot/fetch-metadata) and [aws-actions/configure\n[…]\n4+arnewouters@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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        {
          "oid": "c18d000967526be20573675fb726b31afd4fe14e",
          "body": "…rectory with 2 updates (#257)\n\nBumps the uv-version-updates group with 2 updates in the / directory: [boto3](https://github.com/boto/boto3) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `boto3` from 1.42.89 to 1.42.91\n- [Release notes](https://github.com/boto/boto3/releases)\n- [Commits](\n[…]\n-update:semver-patch\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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        {
          "oid": "5bbf33ddaa67ec80fd329bfefca5c11a8f703a70",
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          "headline": "fix: remove incorrect us-east-1 default from --region docs (#253)",
          "author_name": "anasstahr",
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          "committed_at": "2026-04-17T07:35:01Z",
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          "body": "…pdates group across 1 directory with 8 updates (#212)\n\nUpdates the requirements on [actions/checkout](https://github.com/actions/checkout), [dependabot/fetch-metadata](https://github.com/dependabot/fetch-metadata), [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action), [docker\n[…]\nsion-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-16T12:43:57Z",
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        {
          "oid": "69c92d1cda5f9689a1f097856aa4a1cb23801ced",
          "body": "Bumps [authlib](https://github.com/authlib/authlib) from 1.6.6 to 1.6.9.\n- [Release notes](https://github.com/authlib/authlib/releases)\n- [Commits](https://github.com/authlib/authlib/compare/v1.6.6...v1.6.9)\n\n---\nupdated-dependencies:\n- dependency-name: authlib\n  dependency-version: 1.6.9\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump authlib from 1.6.6 to 1.6.9 (#252)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-16T09:29:28Z",
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        {
          "oid": "dd58f79a17b21cfbe51ace3180aa3968c9263b90",
          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.4.59 to 0.7.31.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.4.59...v0.7.31)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.7.31\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langsmith from 0.4.59 to 0.7.31 (#251)",
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        {
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.20 to 0.0.26 (…",
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        "truncated": false,
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      "bus_factor": 3,
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          "login": "arangatang",
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          "avatar_url": "https://avatars.githubusercontent.com/u/9272897?v=4"
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        {
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          "login": "arnewouters",
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          "avatar_url": "https://avatars.githubusercontent.com/u/25950814?v=4"
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          "avatar_url": "https://avatars.githubusercontent.com/u/6557035?v=4"
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        {
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          "login": "kyoncal",
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          "avatar_url": "https://avatars.githubusercontent.com/u/91875365?v=4"
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        {
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          "login": "acmlau",
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          "avatar_url": "https://avatars.githubusercontent.com/u/66322063?v=4"
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        {
          "type": "User",
          "login": "detti456",
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          "avatar_url": "https://avatars.githubusercontent.com/u/100231663?v=4"
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        {
          "type": "User",
          "login": "vtols",
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          "avatar_url": "https://avatars.githubusercontent.com/u/1188278?v=4"
        },
        {
          "type": "User",
          "login": "awsjjzhou",
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          "avatar_url": "https://avatars.githubusercontent.com/u/233749958?v=4"
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      "top_contributor_share": 0.199
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      "ci_workflows": [
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        "dependabot-auto-merge.yml",
        "ecr-publish-on-release.yml",
        "pip-audit.yml",
        "pypi-publish-on-release.yml",
        "python-integ.yml",
        "python.yml",
        "scheduled-integ-tests.yml",
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        "test-pypi-publish.yml"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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          {
            "name": "Branch-Protection",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "name": "Code-Review",
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            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
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            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
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            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "reason": "no releases found",
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            "name": "Token-Permissions",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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  "source": {
    "url": "https://github.com/aws/mcp-proxy-for-aws",
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  "metrics": {
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      "key": "overall",
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      "name": "Overall health",
      "note": null,
      "notes": [],
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      "inputs": {
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        "vitality": 94,
        "community": 81,
        "governance": 80,
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      "components": []
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    "categories": [
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        "key": "vitality",
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        "metrics": [
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            "key": "development_activity",
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            "note": null,
            "notes": [],
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                "key": "commit_volume",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
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                "max_points": 10
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            ]
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            "key": "release_discipline",
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                "key": "openssf_scorecard_signed_releases",
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                "key": "stars",
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              {
                "key": "watchers",
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                "details": [
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                    "code": "watchers",
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                "max_points": 15
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            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
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              "has_issue_template": false,
              "has_code_of_conduct": true,
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            "components": [
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                "key": "readme",
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                "status": "met",
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                "key": "license",
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                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_spdx",
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                "key": "contributing_guide",
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                "status": "met",
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                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
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                "key": "issue_template",
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                "key": "pr_template",
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                "points": 6.3,
                "status": "met",
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          },
          {
            "key": "ecosystem_adoption",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,038,100 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
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                    "code": "downloads_monthly",
                    "params": {
                      "count": 2038100,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 19,
              "top_contributor_share": 0.199
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 20% of commits",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 20
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "19 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "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": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 260,
              "open_issues": 9,
              "closed_issues": 21,
              "issue_closed_ratio": 0.7,
              "closed_unmerged_prs": 72
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "70% of issues closed",
                "points": 32.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 70
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "260/332 decided PRs merged",
                "points": 30,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 260,
                      "decided": 332
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 16125,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "aws",
              "public_repos": 552,
              "account_age_days": 5075
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "16,125 followers of aws",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 16125,
                      "login": "aws"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "552 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 552
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mcp-proxy-for-aws"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "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 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "20 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "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": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [
                "aws",
                "mcp",
                "proxy",
                "sigv4"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "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": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 82,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.8
            },
            "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": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 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": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 288 resolved dependencies against OSV; 12 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 288
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 12
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 4,
              "affected_packages": 2,
              "assessed_packages": 288,
              "unassessed_packages": 12,
              "affected_by_severity": "high 1, moderate 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 288,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 5
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.974,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "38 of 39 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 38,
                      "sampled": 39
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
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        "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."
      }
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    "deps.dev does not index pypi:mcp-proxy-for-aws@1.6.4; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:03:56.758741Z",
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}

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