公开记录
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 21:03 UTC

aws / mcp-proxy-for-aws

AWS MCP Proxy Server

PythonApache-2.0★ 327 星标⑂ 55 复刻始于 2025年9月在 GitHub 上查看 ↗

aws/mcp-proxy-for-aws 的健康指数为 100 分中的 83 分,处于「良好」区间。 其得分最高的类别是Vitality(94/100),最低的是AI Readiness(53/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

83
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

83
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

16,125 关注者552 个公开仓库始于 2012年8月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPImcp-proxy-for-aws1.6.42,038,100201 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

94优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
25.6/36提交节奏 — 52 周中有 37 周有提交
18/18提交量 — 最近一年 262 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year262
human_commit_share0.39
days_since_last_push0
active_weeks_last_year37

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 18 个发布版本
36/36发布时效 — 最近一次发布版本于 1 天前
27/27发布节奏 — 约每 11.2 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count18
latest_release_tagv1.6.4
releases_from_tags
days_since_latest_release1
mean_days_between_releases11.2
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

81良好 · 占总体的 18%
评分方式
40.8/60星标 — 327 个星标
14.4/25复刻 — 55 个复刻
4.7/15关注者 — 8 位关注者
所用输入
forks55
stars327
watchers8
growth_stateorganic
growth_factor_pct100

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 2,038,100 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesmcp-proxy-for-aws
dependents
ecosystemspypi
total_downloads
monthly_downloads2,038,100
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

80良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
18/22.5提交分布 — 头号贡献者编写了 20% 的提交
13.5/13.5贡献者广度 — 19 位贡献者
3/10OpenSSF Scorecard:Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor3
contributors_sampled19
top_contributor_share0.199
评分方式
32.7/46.8议题解决 — 70% 的议题已关闭
30/38.3PR 接受 — 已裁定的 PR 中 260/332 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs260
open_issues9
closed_issues21
issue_closed_ratio0.7
closed_unmerged_prs72
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — aws 有 16,125 位关注者
25/25既往记录 — 552 个公开仓库,账户约 13 年
所用输入
followers16,125
owner_typeOrganization
is_verified
owner_loginaws
public_repos552
account_age_days5,075
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 1 天前
20/20版本历史 — 20 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesmcp-proxy-for-aws
ecosystemspypi
any_deprecated
min_days_since_publish1

工程质量

基础的工程与文档实践是否到位?

76良好 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 10 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

50中等
评分方式
30/30README
0/25文档目录
0/15文档 / 主页站点
10/10仓库描述
10/10主题标签 — 4 个主题标签
0/10Wiki
所用输入
topicsaws, mcp, proxy, sigv4
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

82良好 · 占总体的 16%

安全态势

78良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.8
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories4
affected_packages2
assessed_packages288
unassessed_packages12
affected_by_severityhigh 1, moderate 1
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 288 个已解析依赖与 OSV 比对。 有 12 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

53中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 39 次人类提交中有 38 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.974
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 61 次为自动依赖更新
8/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.61
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 46 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes41,177
source_files_sampled46
oversized_source_files0
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

327GitHub 星标
19贡献者
262最近 12 个月提交数
0距最近推送天数
18发布版本数
3巴士系数(bus factor)
9开放议题
PyPI软件包生态系统数

数据采集警告

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

更多细节

Star 与 Fork 历史 327 ★ / 55 ⇿
327Star
55Fork
18发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

012525037532755342025-092026-022026-07
主版本 0次版本 6修订 12
OpenSSF Scorecard 7.8 / 10
7.8综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-21 21:03 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
直接依赖 3
注册表软件包版本约束清单文件
PyPIfastmcp>=3.2,<3.5pyproject.toml
PyPIboto3>=1.41.0pyproject.toml
PyPIbotocore>=1.41.0pyproject.toml
全部依赖 300

来自 GitHub 依赖图的完整解析依赖集合:5 个直接依赖与 295 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIboto31.43.51直接
PyPIbotocore直接
PyPIbotocore1.43.51直接
PyPIfastmcp直接
PyPIfastmcp3.4.4直接
PyPIa2a-sdk0.3.21间接
PyPIag-ui-protocol0.1.10间接
PyPIagent-framework间接
PyPIagent-framework1.11.0间接
PyPIagent-framework-a2a1.0.0b251211间接
PyPIagent-framework-ag-ui1.0.0b251211间接
PyPIagent-framework-anthropic1.0.0b251211间接
PyPIagent-framework-azure-ai-search1.0.0b251211间接
PyPIagent-framework-azure-cosmos1.0.0b260507间接
PyPIagent-framework-azurefunctions1.0.0b251211间接
PyPIagent-framework-bedrock1.0.0b260507间接
PyPIagent-framework-chatkit1.0.0b251211间接
PyPIagent-framework-claude1.0.0b260507间接
PyPIagent-framework-copilotstudio1.0.0b251211间接
PyPIagent-framework-core1.11.0间接
PyPIagent-framework-declarative1.0.0b251211间接
PyPIagent-framework-devui1.0.0b251211间接
PyPIagent-framework-durabletask1.0.0b260507间接
PyPIagent-framework-foundry1.3.0间接
PyPIagent-framework-foundry-local1.0.0b260507间接
PyPIagent-framework-github-copilot1.0.0rc1间接
PyPIagent-framework-hyperlight1.0.0b260507间接
PyPIagent-framework-lab1.0.0b251024间接
PyPIagent-framework-mem01.0.0b251211间接
PyPIagent-framework-ollama1.0.0b260507间接
PyPIagent-framework-openai1.3.0间接
PyPIagent-framework-orchestrations1.0.0b260507间接
PyPIagent-framework-purview1.0.0b251211间接
PyPIagent-framework-redis1.0.0b251211间接
PyPIaiofile3.9.0间接
PyPIaiohappyeyeballs2.6.1间接
PyPIaiohttp3.14.1间接
PyPIaiosignal1.4.0间接
PyPIaiosqlite0.22.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanthropic0.75.0间接
PyPIanyio4.12.0间接
PyPIargcomplete3.6.3间接
PyPIast-serialize0.6.0间接
PyPIasync-timeout5.0.1间接
PyPIasyncio4.0.0间接
PyPIattrs25.4.0间接
PyPIauthlib1.6.12间接
PyPIawscrt0.36.0间接
PyPIazure-ai-inference1.0.0b9间接
PyPIazure-ai-projects2.1.0间接
PyPIazure-common1.1.28间接
PyPIazure-core1.38.0间接
PyPIazure-cosmos4.16.0b2间接
PyPIazure-functions1.25.0b3.dev1间接
PyPIazure-functions-durable1.4.0间接
PyPIazure-identity1.26.0b1间接
PyPIazure-search-documents11.7.0b2间接
PyPIazure-storage-blob12.28.0b1间接
PyPIbackoff2.2.1间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIbackports-tarfile1.2.0间接
PyPIbanks2.4.2间接
PyPIbeartype0.22.9间接
PyPIblack26.5.1间接
PyPIcachetools6.2.3间接
PyPIcaio0.9.25间接
PyPIcertifi2025.11.12间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.4间接
PyPIclaude-agent-sdk0.1.48间接
PyPIclick8.4.2间接
PyPIclr-loader0.2.9间接
PyPIcolorama0.4.6间接
PyPIcommitizen4.16.5间接
PyPIcoverage7.13.0间接
PyPIcryptography48.0.1间接
PyPIcyclopts5.0.0a1间接
PyPIdataclasses-json0.6.7间接
PyPIdecli0.6.3间接
PyPIdefusedxml0.8.0rc2间接
PyPIdeprecated1.2.18间接
PyPIdirtyjson1.0.8间接
PyPIdistlib0.4.0间接
PyPIdistro1.9.0间接
PyPIdnspython2.8.0间接
PyPIdocstring-parser0.17.0间接
PyPIdurabletask1.4.0间接
PyPIdurabletask-azuremanaged1.4.0间接
PyPIemail-validator2.3.0间接
PyPIexceptiongroup1.3.1间接
PyPIfastapi0.136.3间接
PyPIfastmcp-slim3.4.4间接
PyPIfilelock3.20.3间接
PyPIfiletype1.2.0间接
PyPIfoundry-local-sdk0.5.1间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2025.12.0间接
PyPIfurl2.1.4间接
PyPIgithub-copilot-sdk1.0.2间接
PyPIgoogle-api-core2.28.1间接
PyPIgoogle-auth2.43.0间接
PyPIgoogleapis-common-protos1.72.0间接
PyPIgreenlet3.3.0间接
PyPIgriffe1.15.0间接
PyPIgriffelib2.0.2间接
PyPIgrpcio1.76.0间接
PyPIh110.16.0间接
PyPIh24.3.0间接
PyPIhpack4.1.0间接
PyPIhttpcore1.0.9间接
PyPIhttptools0.7.1间接
PyPIhttpx0.28.1间接
PyPIhttpx-sse0.4.3间接
PyPIhyperframe6.1.0间接
PyPIhyperlight-sandbox0.4.0间接
PyPIhyperlight-sandbox-backend-wasm0.4.0间接
PyPIhyperlight-sandbox-python-guest0.4.0间接
PyPIidentify2.6.15间接
PyPIidna3.15间接
PyPIimportlib-metadata8.7.0间接
PyPIiniconfig2.3.0间接
PyPIisodate0.7.2间接
PyPIisort8.0.1间接
PyPIjaraco-classes3.4.0间接
PyPIjaraco-context6.1.2间接
PyPIjaraco-functools4.3.0间接
PyPIjeepney0.9.0间接
PyPIjinja23.1.6间接
PyPIjiter0.12.0间接
PyPIjmespath1.0.1间接
PyPIjoblib1.5.3间接
PyPIjoserfc1.7.0间接
PyPIjsonpatch1.33间接
PyPIjsonpath-ng1.7.0间接
PyPIjsonpointer3.0.0间接
PyPIjsonref1.1.0间接
PyPIjsonschema4.25.1间接
PyPIjsonschema-path0.4.0b1间接
PyPIjsonschema-specifications2025.9.1间接
PyPIkeyring25.7.0间接
PyPIlangchain间接
PyPIlangchain1.3.14间接
PyPIlangchain-aws间接
PyPIlangchain-aws1.6.2间接
PyPIlangchain-core1.4.9间接
PyPIlangchain-mcp-adapters间接
PyPIlangchain-mcp-adapters0.3.0间接
PyPIlangchain-protocol0.0.18间接
PyPIlanggraph1.2.6间接
PyPIlanggraph-checkpoint4.1.1间接
PyPIlanggraph-prebuilt1.1.0间接
PyPIlanggraph-sdk0.4.2间接
PyPIlangsmith0.8.18间接
PyPIlibrt0.13.0间接
PyPIllama-index间接
PyPIllama-index0.14.23间接
PyPIllama-index-core0.14.23间接
PyPIllama-index-embeddings-openai0.6.0间接
PyPIllama-index-instrumentation0.5.0间接
PyPIllama-index-llms-openai间接
PyPIllama-index-llms-openai0.7.9间接
PyPIllama-index-tools-mcp间接
PyPIllama-index-tools-mcp0.4.8间接
PyPIllama-index-workflows2.20.0间接
PyPImarkdown-it-py4.0.0间接
PyPImarkupsafe3.0.3间接
PyPImarshmallow3.26.2间接
PyPImcp1.28.1间接
PyPImcp-client-example-agent-framework0.1.0间接
PyPImcp-client-example-langchain0.1.0间接
PyPImcp-client-example-llamaindex0.1.0间接
PyPImcp-client-example-strands-agents0.1.0间接
PyPImcp-proxy-for-aws间接
PyPImcp-proxy-for-aws1.6.4间接
PyPImdurl0.1.2间接
PyPImem0ai2.0.0b2间接
PyPImicrosoft-agents-activity0.7.0.dev10间接
PyPImicrosoft-agents-copilotstudio-client0.7.0.dev10间接
PyPImicrosoft-agents-hosting-core0.7.0.dev10间接
PyPIml-dtypes0.5.4间接
PyPImore-itertools10.8.0间接
PyPImsal1.34.0间接
PyPImsal-extensions1.3.1间接
PyPImultidict6.7.0间接
PyPImypy2.3.0间接
PyPImypy-extensions1.1.0间接
PyPInest-asyncio1.6.0间接
PyPInetworkx3.4.2间接
PyPInetworkx3.6.1间接
PyPInltk3.10.0间接
PyPInodeenv1.9.1间接
PyPInumpy2.2.6间接
PyPInumpy2.4.0rc1间接
PyPIollama0.5.3间接
PyPIopenai2.11.0间接
PyPIopenai-agents0.6.3间接
PyPIopenai-chatkit1.4.0间接
PyPIopenapi-pydantic0.5.1间接
PyPIopentelemetry-api1.39.1间接
PyPIopentelemetry-instrumentation0.60b1间接
PyPIopentelemetry-instrumentation-threading0.60b1间接
PyPIopentelemetry-sdk1.39.1间接
PyPIopentelemetry-semantic-conventions0.60b1间接
PyPIorderedmultidict1.0.2间接
PyPIorjson3.11.6间接
PyPIormsgpack1.12.1间接
PyPIpackaging26.1间接
PyPIpathable0.5.0b2间接
PyPIpathspec1.0.4间接
PyPIpillow12.3.0间接
PyPIplatformdirs4.5.1间接
PyPIpluggy1.6.0间接
PyPIply3.11间接
PyPIportalocker3.2.0间接
PyPIposthog7.0.1间接
PyPIpowerfx0.0.33间接
PyPIpre-commit4.6.0间接
PyPIprompt-toolkit3.0.51间接
PyPIpropcache0.4.1间接
PyPIproto-plus1.26.1间接
PyPIprotobuf5.29.6间接
PyPIpy-key-value-aio0.4.4间接
PyPIpyasn10.6.3间接
PyPIpyasn1-modules0.4.2间接
PyPIpycparser2.23间接
PyPIpydantic2.12.5间接
PyPIpydantic-core2.41.5间接
PyPIpydantic-settings2.14.2间接
PyPIpygments2.20.0间接
PyPIpyjwt2.13.0间接
PyPIpyperclip1.11.0间接
PyPIpyright1.1.411间接
PyPIpyrsistent0.20.0间接
PyPIpytest9.1.1间接
PyPIpytest-asyncio1.4.0间接
PyPIpytest-cov7.1.0间接
PyPIpytest-mock3.15.1间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-dotenv间接
PyPIpython-dotenv1.2.2间接
PyPIpython-multipart0.0.31间接
PyPIpython-ulid3.1.0间接
PyPIpythonnet3.0.5间接
PyPIpytokens0.4.1间接
PyPIpytz2025.2间接
PyPIpywin32311间接
PyPIpywin32-ctypes0.2.3间接
PyPIpyyaml6.0.3间接
PyPIqdrant-client1.16.2间接
PyPIquestionary2.1.1间接
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PyPIredisvl0.12.1间接
PyPIreferencing0.36.2间接
PyPIregex2025.11.3间接
PyPIrequests2.33.0间接
PyPIrequests-toolbelt1.0.0间接
PyPIrich14.2.0间接
PyPIrpds-py0.30.0间接
PyPIrsa4.9.1间接
PyPIruff0.15.22间接
PyPIs3transfer0.19.0间接
PyPIsecretstorage3.5.0间接
PyPIsetuptools80.9.0间接
PyPIsix1.17.0间接
PyPIsniffio1.3.1间接
PyPIsqlalchemy2.0.45间接
PyPIsse-starlette3.0.4间接
PyPIstarlette1.3.1间接
PyPIstrands-agents间接
PyPIstrands-agents1.48.0间接
PyPItenacity9.1.2间接
PyPItermcolor3.2.0间接
PyPItiktoken0.12.0间接
PyPItinytag2.2.1间接
PyPItomli2.3.0间接
PyPItomlkit0.13.3间接
PyPItqdm4.67.1间接
PyPItypes-requests2.32.4.20250913间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspect0.9.0间接
PyPItyping-inspection0.4.2间接
PyPIuncalled-for0.2.0间接
PyPIurllib32.7.0间接
PyPIuuid-utils0.12.0间接
PyPIuvicorn0.38.0间接
PyPIuvloop0.22.1间接
PyPIvirtualenv20.36.1间接
PyPIwatchdog6.0.0间接
PyPIwatchfiles1.1.1间接
PyPIwcwidth0.2.14间接
PyPIwebsockets15.0.1间接
PyPIwerkzeug3.1.6间接
PyPIwrapt1.17.3间接
PyPIxxhash3.6.0间接
PyPIyarl1.22.0间接
PyPIzipp3.23.0间接
PyPIzstandard0.25.0间接
依赖安全公告 2

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 288 个包,其中也包含从不交付的开发与测试版本固定:2 个存在已知公告,0 个为直接依赖。 有 12 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
pyasn10.6.3间接20.6.4
setuptools80.9.0间接283.0.0

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
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        "aws",
        "mcp",
        "proxy",
        "sigv4"
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      "has_wiki": false,
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      "languages": {
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      "pushed_at": "2026-07-21T11:12:13Z",
      "created_at": "2025-09-24T15:02:25Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T11:17:16Z",
      "description": "AWS MCP Proxy Server",
      "is_archived": false,
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      "license_spdx": "Apache-2.0",
      "default_branch": "main",
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      "name": "Amazon Web Services",
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      "login": "aws",
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      "location": "United States of America",
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      "created_at": "2012-08-28T05:37:55Z",
      "is_verified": null,
      "public_repos": 552,
      "account_age_days": 5075
    },
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      "raw_spdx": "Apache-2.0",
      "file_present": true,
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      "profile_has_license": true
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        }
      ],
      "recent_commits": [
        {
          "oid": "c5efec941da5ab48d04e658454265cc5c58c69cc",
          "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>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pillow from 12.2.0 to 12.3.0 (#366)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-21T11:09:48Z",
          "body_truncated": true,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.6.3 → 1.6.4 (#364)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-20T15:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24b1184001875f3e66e6b0340b8b2bd3e4b6eb8d",
          "body": null,
          "is_bot": false,
          "headline": "fix: stale profile refresh when using multi-profiles (#363)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-20T14:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1dd13476b0d0a857127be9c54a19391029114aab",
          "body": null,
          "is_bot": false,
          "headline": "fix: disable follow_redirects in SigV4 httpx client (#362)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-07-20T13:02:39Z",
          "body_truncated": false,
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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)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-07-20T12:13:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "837a2cc40562a814cd2587c5d7c1598d6235582f",
          "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>",
          "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": "2026-07-20T07:16:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "92fafae00b01acba507a73b3b7ed4f8660d402ec",
          "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)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T07:11:38Z",
          "body_truncated": true,
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        {
          "oid": "4c189f256f6a1407dcd33e58a9614d24bf602a0b",
          "body": null,
          "is_bot": false,
          "headline": "fix: resolve AWS_REGION metadata from profile configuration (#359)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-17T14:25:49Z",
          "body_truncated": false,
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        {
          "oid": "519258a1dae5e846799b87bcfd88d6b573f0ff94",
          "body": null,
          "is_bot": false,
          "headline": "fix endpoint swallowing with multiple profiles (#358)",
          "author_name": "Arne Wouters",
          "author_login": "arnewouters",
          "committed_at": "2026-07-17T14:22:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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)",
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          "committed_at": "2026-07-17T08:45:36Z",
          "body_truncated": true,
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        },
        {
          "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",
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        {
          "oid": "9a3022410f88cf6a6800bf411504615dad1adf12",
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          "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,
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        {
          "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",
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        {
          "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",
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          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        {
          "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,
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        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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]",
          "committed_at": "2026-05-18T11:56:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e05f556f01b60093f6f65e6d174df456424e9e47",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.2 to 2.7.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.2...2.7.0)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.7.0\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 urllib3 from 2.6.2 to 2.7.0 (#279)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T09:41:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "690599e2cac1e98ba8633790db785d08d4873027",
          "body": "…rectory with 11 updates (#277)\n\n* chore(deps): update uv: bump the uv-version-updates group across 1 directory with 11 updates\n\nBumps the uv-version-updates group with 10 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.2` | `\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": "2026-05-11T13:03:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7f805c56f49324e18fdb8e544cd69f995b104b8f",
          "body": "…edentials (#276)\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 6.1.0 to 6.1.1\n- [Release notes](https://github.com/aws-actions/c\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 aws-actions/configure-aws-cr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:30:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0f7027c1b7da7d2ff6ef7f0575a451fc6fffac8d",
          "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>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump mem0ai from 1.0.1 to 2.0.0b2 (#272)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:28:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d50e35c7b7366f26849660d1ca06b7aa42f81be4",
          "body": "…#271)\n\nBumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\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: 0.0.27\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 0.0.26 to 0.0.27 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:15:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0730f2c582729e70041dfdd23675728ea661aa19",
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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>",
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          "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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          "committed_at": "2026-04-29T10:27:44Z",
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          "oid": "0da09419201c8ee6ae6e11d45977b4f1d5db3375",
          "body": "* fix reconnect for http errors\n* Update CHANGELOG",
          "is_bot": false,
          "headline": "fix: catch HTTPStatusError during force disconnect retry (#262)",
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          "headline": "chore(deps): update uv: bump protobuf from 5.29.5 to 5.29.6 (#261)",
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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 uv: bump python-dotenv from 1.2.1 to 1.2.2 (#258)",
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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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          "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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          "oid": "831254bbc23c82ea64689320704a9fb9f0cd8874",
          "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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          "committed_at": "2026-04-20T08:08:06Z",
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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)",
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          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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          "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>",
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          "headline": "chore(deps): update uv: bump authlib from 1.6.6 to 1.6.9 (#252)",
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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>",
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          "headline": "chore(deps): update uv: bump langsmith from 0.4.59 to 0.7.31 (#251)",
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          "body": "…#250)\n\nBumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.20 to 0.0.26.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-m\n[…]\npe: indirect\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 uv: bump python-multipart from 0.0.20 to 0.0.26 (…",
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        {
          "oid": "8fa27282efd82bbbe6a648ff70904da77a0ee9f3",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.10.0 to 6.10.1.\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/6.10.0...6.10.1)\n\n---\nupdated-dependencies:\n- de\n[…]\ndf\n  dependency-version: 6.10.1\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>",
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          "headline": "chore(deps): update uv: bump pypdf from 6.10.0 to 6.10.1 (#249)",
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          "headline": "chore: bump version to 1.4.0 (#248)",
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        {
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          "headline": "fix: increase test timeout for integration tests (#165)",
          "author_name": "Bernadett Bakos",
          "author_login": "detti456",
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        {
          "oid": "a6ea73f1304a6d6b0c11f1a79243fbd47ae8ed9a",
          "body": "* chore: switch from dependabot to renovate for single weekly PR\n\n* fix: format renovate.json for pre-commit hook\n\n* chore: add renovate workflow, remove dependabot auto-merge\n\n* chore: remove redundant schedule from config, drop issues permission\n\n* chore: revert to dependabot, schedule all ecosystems Monday 7am UTC",
          "is_bot": false,
          "headline": "chore: schedule dependabot PRs at 7 AM monday (#246)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-04-15T13:54:44Z",
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        {
          "oid": "3ff098ff6c5cd5a0b55b9475a84cb0e0a96caa69",
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          "headline": "fix: disable SBOM upload to immutable GitHub release (#247)",
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          "committed_at": "2026-04-15T13:51:26Z",
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        {
          "oid": "f2ea7ba689bc1d235e4be6073edfc528dd238d4e",
          "body": "…rectory with 5 updates (#243)\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) | `3.2.0` | `3.2.3` |\n| [boto3](https://github.com/boto/boto3) | `1.42.84` | `1.42.88` |\n| [mypy](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…",
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        {
          "oid": "3c0c2bb3a094f9853ad78684df0833ba03f14746",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.9.2 to 6.10.0.\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/6.9.2...6.10.0)\n\n---\nupdated-dependencies:\n- depe\n[…]\ndf\n  dependency-version: 6.10.0\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 pypdf from 6.9.2 to 6.10.0 (#240)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-15T13:39:40Z",
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        {
          "oid": "d0ab934f0cab273e4423b1fb765370df1f48d0b4",
          "body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.0.0 to 12.2.0.\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/12.0.0...12.2.0)\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>",
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          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/100231663?v=4"
        },
        {
          "type": "User",
          "login": "vtols",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/1188278?v=4"
        },
        {
          "type": "User",
          "login": "awsjjzhou",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/233749958?v=4"
        }
      ],
      "contributors_sampled": 19,
      "top_contributor_share": 0.199
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "bandit.yml",
        "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",
        "stale.yml",
        "test-pypi-publish.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 8,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "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"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "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",
            "score": 0,
            "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"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 8,
            "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"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c5efec941da5ab48d04e658454265cc5c58c69cc",
        "ran_at": "2026-07-21T21:03:32Z",
        "aggregate_score": 7.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/aws/mcp-proxy-for-aws",
    "host": "github.com",
    "name": "mcp-proxy-for-aws",
    "owner": "aws"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 82,
        "vitality": 94,
        "community": 81,
        "governance": 80,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 94,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "commits_last_year": 262,
              "human_commit_share": 0.39,
              "days_since_last_push": 0,
              "active_weeks_last_year": 37
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "37/52 weeks with commits",
                "points": 25.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 37
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "262 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 262
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 18,
              "latest_release_tag": "v1.6.4",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 11.2
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "18 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 18
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~11.2 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 1 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 1
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                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 81,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "forks": 55,
              "stars": 327,
              "watchers": 8,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "327 stars",
                "points": 40.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 327
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "55 forks",
                "points": 14.4,
                "status": "partial",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 55
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
                "points": 4.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2038100
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,038,100 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "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": [
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            "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": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 3
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                  }
                ],
                "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
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "19 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 19
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                  }
                ],
                "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": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "70% of issues closed",
                "points": 32.7,
                "status": "partial",
                "details": [
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                    "code": "issues_closed_share",
                    "params": {
                      "share": 70
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "260/332 decided PRs merged",
                "points": 30,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 260,
                      "decided": 332
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "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"
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                  }
                ],
                "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
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "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": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.61
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "61 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 61,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 41177,
              "source_files_sampled": 46,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/46 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 46,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "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",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/mcp-proxy-for-aws.svg",
  "full_name": "aws/mcp-proxy-for-aws",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.23.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.