公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 20:05 UTC

aws / bedrock-agentcore-starter-toolkit

Python CLI toolkit for Amazon Bedrock AgentCore (legacy). For new projects, use the AgentCore CLI: https://github.com/aws/agentcore-cli

PythonApache-2.0★ 498 星标⑂ 157 复刻始于 2025年7月在 GitHub 上查看 ↗

aws/bedrock-agentcore-starter-toolkit 的健康指数为 100 分中的 82 分,处于「良好」区间。 其得分最高的类别是Vitality(92/100),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 6 位贡献者完成。

82
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。

82
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

16,189 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
PyPIbedrock-agentcore-starter-toolkit0.3.11-570 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?

92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
29.1/36提交节奏 — 52 周中有 42 周有提交
18/18提交量 — 最近一年 276 次提交
10/10OpenSSF Scorecard:Maintained — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year276
human_commit_share0.71
days_since_last_push0
active_weeks_last_year42

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 56 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 16.2 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count56
latest_release_tagv0.3.11
releases_from_tags
days_since_latest_release0
mean_days_between_releases16.2

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?

78良好 · 占总体的 18%
评分方式
43.7/60星标 — 498 个星标
18.3/25复刻 — 157 个复刻
4.3/15关注者 — 7 位关注者
所用输入
forks157
stars498
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

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

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?

84良好 · 占总体的 24%
评分方式
48.6/54巴士系数 — 6 位贡献者贡献了半数提交
18.1/22.5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 — 56 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 3 contributing companies or organizations -- score normalized to 10
所用输入
bus_factor6
contributors_sampled56
top_contributor_share0.196
评分方式
21.2/46.8议题解决 — 45% 的议题已关闭
32.2/38.3PR 接受 — 已裁定的 PR 中 319/379 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs319
open_issues75
closed_issues62
issue_closed_ratio0.453
closed_unmerged_prs60
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 16,189 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
followers16,189
owner_typeOrganization
is_verified
owner_loginaws
public_repos552
account_age_days5,082
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 0 天前
20/20版本历史 — 57 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
packagesbedrock-agentcore-starter-toolkit
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

92优秀 · 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

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://aws.github.io/bedrock-agentcore-starter-toolkit/
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttps://aws.github.io/bedrock-agentcore-starter-toolkit/
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?

57中等 · 占总体的 16%

安全态势

55中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-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
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — 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 — 24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — 无数据
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 18 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.5
已排除计分(无数据或不适用):pinned_dependencies。 其余权重已重新归一化。
评分方式
12.8/35直接依赖不含已知公告 — 2 个受影响:bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)
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
35.2/40没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理;最早一条发布于 125 天前
所用输入
sourceosv
advisories33
affected_packages12
assessed_packages142
unassessed_packages0
affected_by_severityhigh 3, moderate 8, low 1
direct_affected_packages2
已排除计分(无数据或不适用):间接依赖不含已知公告。 其余权重已重新归一化。 已将 142 个已解析依赖与 OSV 比对。 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 — 71 次人类提交中有 71 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_share1
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
2/10已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 8 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — 无数据
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_share0.01
toolchain_manifests
dependency_bot_commit_share0.08
已排除计分(无数据或不适用):OpenSSF Scorecard:Pinned-Dependencies。 其余权重已重新归一化。
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
52.6/55可控的文件大小 — 采样的 303 个源文件中有 13 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes203,060
source_files_sampled303
oversized_source_files13
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

498GitHub 星标
56贡献者
276最近 12 个月提交数
0距最近推送天数
56发布版本数
6巴士系数(bus factor)
75开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 157 ⇿
0Star
157Fork
55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。

0408012016015542025-072026-012026-07
主版本 0次版本 3修订 52
OpenSSF Scorecard 5.5 / 10
5.5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 · 2026-07-28 20:05 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-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
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
不适用Pinned-Dependenciesinternal error: internal error: invalid Dockerfile: Syntax error - can't find = in "if". Must be of the form: name=value
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities18 existing vulnerabilities detected
直接依赖 23
注册表软件包版本约束清单文件
PyPIbedrock-agentcore>=1.1.0pyproject.toml
PyPIdocstring_parser>=0.15,<1.0pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIjinja2>=3.1.6pyproject.toml
PyPIprompt-toolkit>=3.0.51pyproject.toml
PyPIpydantic>=2.0.0,<2.41.3pyproject.toml
PyPIurllib3>=1.26.0pyproject.toml
PyPIpyyaml>=6.0.2pyproject.toml
PyPIrequests>=2.25.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPItoml>=0.10.2pyproject.toml
PyPItyper>=0.19.0pyproject.toml
PyPItyping-extensions>=4.13.2,<5.0.0pyproject.toml
PyPIuvicorn>=0.34.2pyproject.toml
PyPIautopep8>=2.3.2pyproject.toml
PyPIprance>=25.4.8.0pyproject.toml
PyPIruamel-yaml>=0.18.14pyproject.toml
PyPIquestionary>=2.1.0pyproject.toml
PyPIopenapi-spec-validator>=0.7.2pyproject.toml
PyPIpy-openapi-schema-to-json-schema>=0.0.3pyproject.toml
PyPIstarlette>=0.46.2pyproject.toml
PyPIboto3>=1.42.1pyproject.toml
PyPIbotocore>=1.42.1pyproject.toml
全部依赖 142

来自 GitHub 依赖图的完整解析依赖集合:23 个直接依赖与 119 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
PyPIautopep82.3.2直接
PyPIbedrock-agentcore1.1.1直接
PyPIboto31.42.1直接
PyPIbotocore1.42.1直接
PyPIdocstring-parser0.17.0直接
PyPIhttpx0.28.1直接
PyPIjinja23.1.6直接
PyPIopenapi-spec-validator0.7.2直接
PyPIprance25.4.8.0直接
PyPIprompt-toolkit3.0.52直接
PyPIpy-openapi-schema-to-json-schema0.0.3直接
PyPIpydantic2.12.3直接
PyPIpyyaml6.0.3直接
PyPIquestionary2.1.1直接
PyPIrequests2.32.5直接
PyPIrich14.2.0直接
PyPIruamel-yaml0.18.16直接
PyPIstarlette1.3.1直接
PyPItoml0.10.2直接
PyPItyper0.20.0直接
PyPItyping-extensions4.15.0直接
PyPIurllib32.7.0直接
PyPIuvicorn0.38.0直接
PyPIannotated-types0.7.0间接
PyPIanyio4.11.0间接
PyPIattrs25.4.0间接
PyPIawscrt0.29.1间接
PyPIbabel2.17.0间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIbackrefs5.9间接
PyPIbeautifulsoup44.14.2间接
PyPIbedrock-agentcore-starter-toolkit0.3.10间接
PyPIbracex2.6间接
PyPIcertifi2025.10.5间接
PyPIcffi2.0.0间接
PyPIcfgv3.4.0间接
PyPIchardet5.2.0间接
PyPIcharset-normalizer3.4.4间接
PyPIclick8.3.0间接
PyPIcolorama0.4.6间接
PyPIcoverage7.11.0间接
PyPIcryptography48.0.1间接
PyPIdistlib0.4.0间接
PyPIexceptiongroup1.3.0间接
PyPIfilelock3.20.0间接
PyPIghp-import2.1.0间接
PyPIgriffe1.14.0间接
PyPIh110.16.0间接
PyPIhjson3.1.0间接
PyPIhttpcore1.0.9间接
PyPIhttpx-sse0.4.3间接
PyPIidentify2.6.15间接
PyPIidna3.11间接
PyPIimportlib-metadata8.7.0间接
PyPIimportlib-resources6.5.2间接
PyPIiniconfig2.3.0间接
PyPIjmespath1.0.1间接
PyPIjsonschema4.25.1间接
PyPIjsonschema-path0.3.4间接
PyPIjsonschema-specifications2025.9.1间接
PyPIlazy-object-proxy1.12.0间接
PyPImarkdown3.10间接
PyPImarkdown-it-py4.0.0间接
PyPImarkdownify1.2.0间接
PyPImarkupsafe3.0.3间接
PyPImcp1.23.0间接
PyPImdformat1.0.0间接
PyPImdurl0.1.2间接
PyPImergedeep1.3.4间接
PyPImike2.1.3间接
PyPImkdocs1.6.1间接
PyPImkdocs-autorefs1.4.3间接
PyPImkdocs-get-deps0.2.0间接
PyPImkdocs-include-markdown-plugin7.2.0间接
PyPImkdocs-llmstxt0.1.0间接
PyPImkdocs-macros-plugin1.3.9间接
PyPImkdocs-material9.6.23间接
PyPImkdocs-material-extensions1.3.1间接
PyPImkdocstrings0.30.1间接
PyPImkdocstrings-python1.18.2间接
PyPImoto5.1.16间接
PyPImypy1.18.2间接
PyPImypy-extensions1.1.0间接
PyPInodeenv1.9.1间接
PyPIopenapi-schema-validator0.6.3间接
PyPIopentelemetry-api1.38.0间接
PyPIopentelemetry-instrumentation0.59b0间接
PyPIopentelemetry-instrumentation-threading0.59b0间接
PyPIopentelemetry-sdk1.38.0间接
PyPIopentelemetry-semantic-conventions0.59b0间接
PyPIpackaging25.0间接
PyPIpaginate0.5.7间接
PyPIpathable0.4.4间接
PyPIpathspec0.12.1间接
PyPIplatformdirs4.5.0间接
PyPIpluggy1.6.0间接
PyPIpre-commit4.3.0间接
PyPIpycodestyle2.14.0间接
PyPIpycparser2.23间接
PyPIpydantic-core2.41.4间接
PyPIpydantic-settings2.11.0间接
PyPIpygments2.19.2间接
PyPIpyjwt2.13.0间接
PyPIpymdown-extensions10.16.1间接
PyPIpyparsing3.2.5间接
PyPIpytest8.4.2间接
PyPIpytest-asyncio1.2.0间接
PyPIpytest-cov7.0.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-dotenv1.2.1间接
PyPIpython-multipart0.0.31间接
PyPIpywin32311间接
PyPIpyyaml-env-tag1.1间接
PyPIreferencing0.36.2间接
PyPIresponses0.25.8间接
PyPIrfc3339-validator0.1.4间接
PyPIrpds-py0.28.0间接
PyPIruamel-yaml-clib0.2.14间接
PyPIruff0.14.3间接
PyPIs3transfer0.16.0间接
PyPIshellingham1.5.4间接
PyPIsix1.17.0间接
PyPIsniffio1.3.1间接
PyPIsoupsieve2.8.4间接
PyPIsse-starlette3.0.3间接
PyPIstrands-agents1.14.0间接
PyPIsuper-collections0.6.2间接
PyPIsyrupy5.0.0间接
PyPItermcolor3.2.0间接
PyPItomli2.3.0间接
PyPItyping-inspection0.4.2间接
PyPIverspec0.1.0间接
PyPIvirtualenv20.35.4间接
PyPIwatchdog6.0.0间接
PyPIwcmatch10.1间接
PyPIwcwidth0.2.14间接
PyPIwebsockets15.0.1间接
PyPIwerkzeug3.1.3间接
PyPIwheel0.46.2间接
PyPIwrapt1.17.3间接
PyPIxmltodict1.0.2间接
PyPIzipp3.23.0间接
依赖安全公告 12

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 142 个包,其中也包含从不交付的开发与测试版本固定:12 个存在已知公告,2 个为直接依赖。

软件包版本关系严重程度公告数修复版本
bedrock-agentcore1.1.1直接11.18.1
click8.3.0间接18.3.3
mcp1.23.0间接61.28.1
requests2.32.5直接22.33.0
filelock3.20.0间接43.20.3
idna3.11间接23.15
pymdown-extensions10.16.1间接311.0.0
pytest8.4.2间接29.0.3
python-dotenv1.2.1间接21.2.2
virtualenv20.35.4间接220.36.1
werkzeug3.1.3间接63.1.6
pygments2.19.2间接22.20.0

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
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          "is_bot": false,
          "headline": "fix(cli): re-emit deprecation recommendation after high-output comman…",
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          "is_bot": false,
          "headline": "feat(workflows): add closed-PR comment redirect (#517)",
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          "headline": "chore: bump version to 0.3.9 (#516)",
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          "headline": "chore: bump version to 0.3.8 (#514)",
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        {
          "oid": "abeeb3e0ac7f29aff38865814afe4830ac90dd82",
          "body": "The bedrockagentcore-preview Discord vanity URL was abandoned and\nclaimed by an external party (V2208165288). Replace with the active\nstrands community link.",
          "is_bot": false,
          "headline": "fix: update Discord invite link to strands community (#512)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
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          "body": "* chore: bump version to 0.3.7\n\nCo-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>\n\n* Fix duplicate entry in CHANGELOG for deprecation banner\n\nRemoved duplicate entry for the deprecation banner in CHANGELOG.\n\nSigned-off-by: Aidan Daly <99039782+aidandaly24@users.norep\n[…]\n9782+aidandaly24@users.noreply.github.com>\nCo-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Aidan Daly <99039782+aidandaly24@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Release v0.3.7 (#511)",
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          "body": "The AgentCore CLI import command is `agentcore import`, not\n`agentcore create import`.",
          "is_bot": false,
          "headline": "fix: correct import command in deprecation banner (#510)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
          "committed_at": "2026-04-30T16:02:42Z",
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          "is_bot": false,
          "headline": "fix: soften deprecation banner and fix env var check (#508)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "body": "Show a warning on every command invocation directing users to the\nAgentCore CLI (@aws/agentcore) as the actively developed replacement.\nThe banner prints to stderr so it doesn't interfere with piped output.\nSet AGENTCORE_SUPPRESS_DEPRECATION=1 to silence the warning.",
          "is_bot": false,
          "headline": "feat: add deprecation banner recommending AgentCore CLI (#507)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "is_bot": false,
          "headline": "fix: log Transaction Search PENDING status + add missing traces deliv…",
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          "author_login": "Hweinstock",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.6 (#504)",
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          "is_bot": false,
          "headline": "fix: modify execution role naming and disallow codebuild for govcloud…",
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          "author_login": "mahlera",
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          "headline": "fix: update IAM trust policies (#500)",
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          "headline": "chore: bump version to 0.3.4 (#495)",
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          "oid": "2d5dbffeeab2bcb72b17f4587a646648bd25a11e",
          "body": "… (#485)\n\n- Add partition helper\n\t- Pass partition information to templates for resource arns",
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          "headline": "chore: modify execution role templates to support multiple partitions…",
          "author_name": "Andrew",
          "author_login": "mahlera",
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          "is_bot": false,
          "headline": "fix: block minor and major releases, allow only patch (#494)",
          "author_name": "Trirmadura J Ariyawansa",
          "author_login": "jariy17",
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          "headline": "feat: added GT support to Evaluations (#493)",
          "author_name": "Trirmadura J Ariyawansa",
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          "headline": "docs: change banner color to warning yellow/amber (#491)",
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          "body": "* fix: remove broken CDK basic-runtime doc pages\n\nThe upstream samples repo (awslabs/amazon-bedrock-agentcore-samples)\nno longer has the 04-infrastructure-as-code/cdk/basic-runtime/ directory,\ncausing include-markdown to fail with HTTP 404 during docs build.\nRemove the referencing doc pages to unblo\n[…]\nw.\n\n* docs: rename AgentCore CLI to Starter Toolkit CLI in nav\n\nAvoids confusion with the new @aws/agentcore-cli package since this\nsection documents the starter toolkit's Python CLI, not the new one.",
          "is_bot": false,
          "headline": "fix: remove broken CDK basic-runtime doc includes (#490)",
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          "body": "* docs: recommend AgentCore CLI for new projects\n\nAdd prominent notices to README and documentation index page directing\nusers to the AgentCore CLI (@aws/agentcore-cli) as the recommended tool\nfor creating, developing, and deploying agents on Amazon Bedrock\nAgentCore. Includes links to CLI docs for \n[…]\nvia the\nMkDocs Material theme override (main.html content block). This renders\non every documentation page automatically. Removes the duplicate\nadmonition from index.md since the banner now covers it.",
          "is_bot": false,
          "headline": "docs: recommend AgentCore CLI for new projects (#489)",
          "author_name": "Gitika",
          "author_login": "notgitika",
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          "oid": "56af283a6dbe937dc7768dcc8ac54fcb80b09b5c",
          "body": "The memory configuration (STM_ONLY, STM_AND_LTM, NO_MEMORY) was previously\nonly available through the interactive prompt. This adds a --memory/-m CLI\nflag so users can specify memory configuration in non-interactive mode.\n\nThe flag:\n- Works with non-interactive mode for CI/CD and scripting use cases\n[…]\n agent framework\n- Also works in interactive mode to skip the memory prompt\n- Auto-triggers non-interactive mode when provided with other flags\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(create): add --memory flag for non-interactive mode (#484)",
          "author_name": "Jesse Turner",
          "author_login": "jesseturner21",
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          "body": "Enable the AWS Common Runtime (CRT) for botocore to improve\ntransfer performance and enable CRT-based features.\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Add CRT extra to botocore dependency (#465)",
          "author_name": "Abhimanyu Siwach",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.3 (#481)",
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          "body": "Add AGUI as a supported server protocol alongside HTTP, MCP, and A2A.\nAGUI uses port 8080 and /invocations path (same as HTTP) for SSE\nstreaming, with /ws for WebSocket bidirectional communication.\n\nChanges:\nAdd AGUI to RuntimeProtocol constants and CreateRuntimeProtocol type\nAdd AGUI to ProtocolConfiguration schema validator\nUpdate CLI, notebook API, and IaC protocol validation checks\nUpdate help text and docstrings\n\nCo-authored-by: Sundar Raghavan <sdraghav@amazon.com>",
          "is_bot": false,
          "headline": "feat: add AG-UI protocol support to starter toolkit (#480)",
          "author_name": "Sundar Raghavan",
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          "oid": "88f83177abf413d10c31a1ebf40de3bd7b4fb60b",
          "body": "* Fix memoryStrategyId field name in modifyMemoryStrategies payload (#452)\n\nThe update_memory_strategies method was sending strategyId instead of\nmemoryStrategyId in the modifyMemoryStrategies payload, causing a\nValidationException from the API. Changed to use the correct field name\nthat matches the API contract.\n\n* Apply ruff format to test file",
          "is_bot": false,
          "headline": "Fix memoryStrategyId field name in modifyMemoryStrategies payload (#479)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2026-03-10T20:57:38Z",
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          "oid": "fcad8de712583c7634f574a12951bb34ed618d7a",
          "body": "… (#478)\n\n* Add boto3 and botocore to generated project deps for Bedrock provider (#460)\n\nWhen agentcore create scaffolds a project with Bedrock as the model provider,\nboto3 and botocore are now automatically included in the generated\ndependencies. These are required at runtime by SDKs like strands-agents\nand langchain_aws to call the Bedrock API.\n\n* Fix ruff B023 lint error: bind loop variable in lambda",
          "is_bot": false,
          "headline": "Add boto3 and botocore to generated project deps for Bedrock provider…",
          "author_name": "Tejas Kashinath",
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          "is_bot": false,
          "headline": "Fix --ecr with repository name only causing empty repositoryName (#477)",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
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          "is_bot": false,
          "headline": "Fix duplicate ECR Repository text in configuration success pane (#476)",
          "author_name": "Tejas Kashinath",
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          "is_bot": false,
          "headline": "Fix hardcoded shebang paths in packaged dependency scripts (#475)",
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          "author_login": "tejaskash",
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          "is_bot": false,
          "headline": "Add daily Slack notification for open PRs (#473)",
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          "headline": "chore: bump version to 0.3.2 (#470)",
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          "body": "* Improve error messages for auth failures during agent invocation\n\n- Catch 401/403 HTTP errors in _handle_http_response and raise ValueError\n  with actionable message instead of raw traceback\n- Catch AccessDeniedException from boto3 in invoke_endpoint and surface\n  friendly re-login guidance\n- Fix \n[…]\n treated as a dict (missing isinstance check)\n\n* Fix ruff line length violation in error handler\n\n* Apply ruff format to error handler\n\n---------\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
          "is_bot": false,
          "headline": "Improve error messages for auth failures during invoke (#469)",
          "author_name": "Abhimanyu Siwach",
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          "is_bot": true,
          "headline": "chore: bump version to 0.3.1 (#467)",
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          "is_bot": false,
          "headline": "Policy in AgentCore GA (#466)",
          "author_name": "Sidharth Gulati",
          "author_login": "gulsid",
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          "headline": "Add missing comma in @requires_access_token parameters (#458)",
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          "body": "…t (#451)\n\nAdd a new 'agentcore memory browse' command that provides an interactive\nterminal UI for exploring AgentCore Memory content.\n\nFeatures:\n- Navigate through actors, sessions, events (STM) and namespaces, records (LTM)\n- Keyboard navigation: ↑↓ navigate, Enter select, b back, h home, v verbo\n[…]\nservation when navigating back\n\nAlso includes:\n- Pagination support for list_actors and list_sessions APIs\n- Tests to maintain 88% coverage threshold\n\nCo-authored-by: Roger Konlog <rkonlog@amazon.com>",
          "is_bot": false,
          "headline": "feat(memory): add interactive TUI browser for exploring memory conten…",
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          "is_bot": false,
          "headline": "fix: format long line and fix broken integ test (#455)",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "body": "Removed the subtitle about deploying AI agents and added a note about the experimental nature of the toolkit.\n\nSigned-off-by: Ryan Fox-Tyler <60440289+ryanfoxtyler@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update README to remove subtitle and add note (#454)",
          "author_name": "Ryan Fox-Tyler",
          "author_login": "ryanfoxtyler",
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          "headline": "updated quick start instructions (#306)",
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          "is_bot": true,
          "headline": "chore: bump version to 0.2.10 (#450)",
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          "headline": "fix: export Memory class from package root (#449)",
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          "body": "When using `agentcore invoke --dev --session-id \"my-session\"`, the\nsession_id was not being forwarded to the development server. Instead,\na new UUID was generated for each request, breaking conversation memory\nfunctionality during local development.\n\nChanges:\n- Pass session_id parameter from invoke() to _invoke_dev_server()\n- Update _invoke_dev_server() to accept and use the session_id parameter\n- Generate session_id only when not provided by the user\n\nFixes #447",
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          "author_name": "Trirmadura J Ariyawansa",
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          "body": "typer 0.16.0-0.18.0 does not support typing.Literal, causing\nRuntimeError when running CLI commands.\nLiteral support was added in typer 0.19.0.",
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          "author_name": "Minoru Onda(みのるん)",
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          "is_bot": false,
          "headline": "fix: add UTF-8 encoding to template file writes for Windows compatibi…",
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          "headline": "fix: Retrieval Config in Strands Templates (#446)",
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          "body": "* fix(create): fix memory integration for generated agents\n\nGenerated agents from `agentcore create` were failing to use memory due to\nseveral misconfigurations between the CDK infrastructure and agent code.\n\n## Root Causes Fixed\n\n1. **Environment variable mismatch**: CDK template set `MEMORY_ID` bu\n[…]\n wildcard since policy engine is created separately\n- gateway: scoped to specific gateway ARN via this.agentCoreGateway.attrGatewayArn\n\n---------\n\nCo-authored-by: Abhimanyu Siwach <siwabhi@amazon.com>",
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          "headline": "fix: escape special characters in Slack notification payload (#441)",
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          "body": "…… (#439)\n\n* fix(configure): infer language from entrypoint extension before package.json\n\nPreviously, `agentcore configure` detected TypeScript whenever package.json\nexisted in the project root, even for Python agents. This caused incorrect\ndetection for projects with package.json for tooling (docs\n[…]\n -> typescript)\n3. package.json existence (fallback)\n\nFixes issue where Python agent with package.json was detected as TypeScript.\n\n* fix(memory): log exceptions instead of silent pass for bandit B110",
          "is_bot": false,
          "headline": "fix(configure): infer language from entrypoint extension before packa…",
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          "is_bot": false,
          "headline": "feat: add Slack notification workflow for new issues (#437)",
          "author_name": "Trirmadura J Ariyawansa",
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          "is_bot": false,
          "headline": "feat(memory): add memory visualization CLI commands (#434)",
          "author_name": "Roger Ian Konlog",
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          "is_bot": false,
          "headline": "fix(typescript): exclude node_modules from S3 upload and simplify Doc…",
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          "author_login": "aidandaly24",
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          "headline": "chore: bump version to 0.2.7 (#432)",
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          "is_bot": false,
          "headline": "feat(runtime): Add TypeScript/Node.js container deployment support fo…",
          "author_name": "Aidan Daly",
          "author_login": "aidandaly24",
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          "headline": "fix: update 'agentcore launch' to 'agentcore deploy' in Next Steps me…",
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          "author_login": "minorun365",
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          "headline": "chore: bump version to 0.2.6 (#425)",
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          "headline": "fix: agent version isolation - use unique image tags instead of :late…",
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          "body": "…riptions (#419)\n\n* docs: enhance llms.txt policy headings with comprehensive descriptions\n\n---------\n\nCo-authored-by: Sainath Reddy Bobbala <bsnr@amazon.com>",
          "is_bot": false,
          "headline": "Policy docs: enhance llms.txt policy headings with comprehensive desc…",
          "author_name": "sainathreddyb",
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          "is_bot": false,
          "headline": "MCP Server docs add terraform and evaluation quickstart to mcp (#418)",
          "author_name": "Jesse Turner",
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          "oid": "1ede0f4684d47f1d601f16cf20c8be4aac726414",
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          "is_bot": false,
          "headline": "fix: preserve file permissions in deployment zip (#407)",
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          "author_login": "Adi0987",
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          "is_bot": false,
          "headline": "fix: resolve double-encoded execution policy causing MalformedPolicyD…",
          "author_name": "Marcin Belczewski",
          "author_login": "marcinbelczewski",
          "committed_at": "2025-12-10T14:51:23Z",
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          "headline": "chore: bump version to 0.2.3 (#401)",
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          "headline": "feat: Printing localhost and local network addresses for local dev co…",
          "author_name": "Tejas Kashinath",
          "author_login": "tejaskash",
          "committed_at": "2025-12-09T19:07:59Z",
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          "is_bot": false,
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              },
              {
                "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": "24 commit(s) and 0 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": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "18 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 142 resolved dependencies against OSV. 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 142
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "source": "osv",
              "advisories": 33,
              "affected_packages": 12,
              "assessed_packages": 142,
              "unassessed_packages": 0,
              "affected_by_severity": "high 3, moderate 8, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "bedrock-agentcore 1.1.1 (high 7.3), requests 2.32.5 (moderate 5.5)"
                    }
                  }
                ],
                "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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 125 days ago",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 125
                    }
                  }
                ],
                "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": 142,
              "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": 8
            },
            "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": 1,
              "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": "71 of 71 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 71
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "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": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.08
            },
            "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": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "8 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 8,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "internal error: internal error: invalid Dockerfile: Syntax error - can't find = in \"if\". Must be of the form: name=value",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 203060,
              "source_files_sampled": 303,
              "oversized_source_files": 13
            },
            "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": "13/303 source files over 60KB",
                "points": 52.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 303,
                      "oversized": 13
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:bedrock-agentcore-starter-toolkit@0.3.11; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T20:05:36.682353Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/bedrock-agentcore-starter-toolkit.svg",
  "full_name": "aws/bedrock-agentcore-starter-toolkit",
  "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 v0.27.0—— 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.