公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-29 12:37 UTC

usestapel / stapel-agent

LLM facade for the Stapel framework: provider-swappable completions & translation, prompt ledger with token accounting

PythonMIT★ 0 星标⑂ 0 复刻始于 2026年7月在 GitHub 上查看 ↗

usestapel/stapel-agent 的健康指数为 100 分中的 51 分,处于「中等」区间。 其得分最高的类别是Vitality(68/100),最低的是Sustainability & Governance(34/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

51
总分 / 100
中等

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。

51
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

usestapel组织
1 关注者31 个公开仓库始于 2026年6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标签
PyPIstapel-agent0.7.0-210 天前djangostapelllmanthropicopenaitranslation

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?

68中等 · 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
2.8/36提交节奏 — 52 周中有 4 周有提交
14.7/18提交量 — 最近一年 42 次提交
0/10OpenSSF Scorecard:Maintained — project was created within the last 90 days. Please review its contents carefully
所用输入
commits_last_year42
human_commit_share1
days_since_last_push0
active_weeks_last_year4

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 24 个版本标签(无 GitHub 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 0.6 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count24
latest_release_tagv0.7.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases0.6
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?

40存在风险 · 占总体的 18%
评分方式
0/60星标 — 0 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 0 位关注者
所用输入
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 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?

34存在风险 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
1.4/13.5贡献者广度 — 1 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
0/46.8议题解决 — 没有议题或无数据
0/38.3PR 接受 — 没有已裁定的拉取请求或无数据
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
已排除计分(无数据或不适用):议题解决, PR 接受。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
2.2/25所有者影响力 — usestapel 有 1 位关注者
11.2/25既往记录 — 31 个公开仓库,账户约 0 年
所用输入
followers1
owner_typeOrganization
is_verified
owner_loginusestapel
public_repos31
account_age_days35
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 — 21 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
packagesstapel-agent
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?

66中等 · 占总体的 20%

工程实践

60中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

75良好
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
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?

47存在风险 · 占总体的 16%

安全态势

47存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.7
已排除计分(无数据或不适用):ci_tests, signed_releases。 其余权重已重新归一化。

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。

57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 — 45 次人类提交中有 45 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
18/18一条命令的引导启动 — Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — py.typed
0/10可复现环境
10/10已体现的代理实践 — 最近 45 次提交中有 40 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configspy.typed
agent_commit_share0.889
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(py.typed)
55/55可控的文件大小 — 采样的 119 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes48,597
source_files_sampled119
oversized_source_files0

关键数据

0GitHub 星标
1贡献者
42最近 12 个月提交数
0距最近推送天数
24发布版本数
1巴士系数(bus factor)
0开放议题
PyPI软件包生态系统数

数据采集警告

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:stapel-agent@0.7.0; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 4.7 / 10
4.7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 · 2026-07-29 12:37 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 2
注册表软件包版本约束清单文件
PyPIstapel-core>=0.15.11,<1.0pyproject.toml
PyPIpydantic>=2,<3pyproject.toml
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

原始 JSON 报告 机器可读
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          "body": "Каждая цена несёт источник и дату, которой её прочитали: цена без строки\nпровенанса — это число, которое кто-то запомнил, а прайс-карты двигаются.\nНеизвестная модель даёт 0.0 с предупреждением и cost_basis=unpriced — не\nдогадку и не «бесплатно»: выдуманная стоимость не остаётся изолированной,\nона су\n[…]\nрока реестра их сохраняла. То\nесть вызывающий видел число меньше того, что в счёте, — а reasoning\nоплачивается.\n\n880 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: учёт стоимости вызова — с провенансом цен и замеренной ловушкой",
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          "is_bot": false,
          "headline": "feat: схема через comm + контракты функций стали генерируемыми",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-29T11:44:17Z",
          "body_truncated": true,
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          "is_bot": false,
          "headline": "fix: strict:true уходил со схемой, которую строгий режим отвергает",
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        {
          "oid": "001b93f05b3f4c23b162952d639fcd2ed00a86dc",
          "body": "Вторая волна порта. Восемь таблиц ставок приехали с diff = 0: у каждой\nзаписано, когда ставка последний раз сверялась с прайс-листом вендора, и\nкакие надбавки НЕ смоделированы. estimate_cost() возвращает None для\nнепрайсованной модели, а не выдуманный $0.00 — выдуманный ноль хуже\nчестного «не знаю»,\n[…]\nе приехала —\nим нужны реестр моделей и реестр адаптеров, которых у нас ещё нет.\nОтмечено в ведомости построчно.\n\n816 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: прайсинг провайдеров Игоря + pydantic-модель как схема",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
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          "body": "…айтово\n\nПервая волна порта лаборатории. Девять модулей приехали с diff = 0 к\nисходнику: восемь валидаторов сырых ответов провайдеров (assemblyai,\ndeepgram, elevenlabs, gladia, soniox, speechmatics, xai_stt, pyannote) и\nдетектор инъекционных маркеров. Вместе с ними приехали 22 его теста.\n\nПочему поб\n[…]\nr в чужом деплое. Теперь это проверяется тестом в обе\nстороны — и на забытый пакет, и на призрак от удалённого.\n\n796 тестов зелёные.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: провайдерская валидация и safety-маркеры Игоря — перенесены поб…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T15:21:06Z",
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          "oid": "e29a00043c1f53a266efac6c855b3b49849a150c",
          "body": "Igor's harness declares provider-response validation and LLM-authored\ncontracts as pydantic v2 models with extra=forbid plus field and model\nvalidators. That behaviour is the contract: an unknown field must fail\nloudly rather than be dropped. Re-expressing those models as dataclasses\nor DRF serializ\n[…]\n in and the models travel verbatim.\n\nLanded before the port itself so the modules arriving next do not each\nhave to touch this file.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: pydantic — the ported contracts ARE their validators",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T15:05:21Z",
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          "body": "…call\n\nPorted from the iron-benchmark harness, where the prompt-only path was\nmeasured failing in production (2026-07-03): asked for JSON in prose, a\nmodel returned valid JSON whose single `summary` field held the whole\nanswer as pseudo-XML while every structured field came back empty. It\nparsed. It\n[…]\nhe flag from a schema-capable parent turned\nthe guard into a TypeError until the subclass declared its own answer.\n\n772 tests green.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(providers): constrain the decoder to a JSON schema, or fail the …",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T14:20:33Z",
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        },
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          "oid": "6e97349cea1ccc79164a29c2d04f7f460feb16a1",
          "body": "check_providers доказывал, что DEFAULT_PROVIDER РЕЗОЛВИТСЯ, но не\nспрашивал, может ли он обслужить вызов. На стенде ironmemo дефолт был\n'anthropic' с ПУСТЫМ ключом и без бинаря claude: проверки зелёные, а\nкаждый llm.summarize падал — незаметно, потому что единственный\nпотребитель во флоте (шаг сумма\n[…]\nлать ни одного текстового вызова. Блокировать их — та же ложная\nтревога, что предупреждать о пире, с которым никто не разговаривает.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.6.2 — зарегистрирован ≠ работоспособен (W009)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T10:13:27Z",
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        },
        {
          "oid": "68b7b8feb99eedb7ed164b16d126d245ec1361b4",
          "body": "`llm.embed` rejected the one field its only real caller sends. When vector\nsearch was switched on for app.ironmemo.com, stapel-recordings started\nputting `model` into the embed payload — and `EMBED_SCHEMA` declared\n`texts`/`provider`/`timeout_seconds`/`provider_options` with\n`additionalProperties: f\n[…]\n minor: a newly accepted optional field, a route addition and an\nimport-order fix — no existing caller or adapter changes behaviour.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix the two bugs that made every embed call and every deploy fail",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-26T01:01:28Z",
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        {
          "oid": "efaf041508d4b93de52c35d15d8f52733f8c3b51",
          "body": "…ssemblyAI biasing coverage\n\nAdds `pyannote-cloud`, the billed api.pyannote.ai job API, next to the\nself-hosted `pyannote-http` shim: media/input → presigned PUT (skipped\nwhen the AudioRef already has an http(s) URL) → diarize (the billing\nevent) → job poll, normalized through the same turns contrac\n[…]\nect keep sending.\n\nVerified: full suite green (12 new cloud-adapter tests on mocked\nrequests, 4 new AAI coverage tests), ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.6.0 — pyannoteAI cloud diarization + honest A…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-25T08:53:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "68ae2a6c79bfbe2f00e6ac3ae2db04288e265881",
          "body": "RerankProvider ABC + NormalizedRerank (index into input docs, score-desc,\ndocs never round-trip, dup/out-of-range index fatal); deepinfra-rerank\nadapter (paired-arrays inference API — LIVE-VERIFIED against\nQwen/Qwen3-Reranker-8B: правильный док 0.995, кросс-язычный 0.647, борщ\nотсечён top_n) + reran\n[…]\n the subpackage; the verb lives at\nservices.rerank (PEP-562 shadowing dodge, documented).\n\n724 tests (+89), ruff clean, wheel contents verified.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.5.0 — generic rerank seam (llm.rerank)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T10:29:34Z",
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        },
        {
          "oid": "18820f97d311717144a9c36140e2fe6cb2837f0e",
          "body": "… were missing from the explicit packages list\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: 0.4.1 — fix wheel packaging: diarization/embeddings packages…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T07:51:44Z",
          "body_truncated": false,
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        },
        {
          "oid": "3445120fbcdc3308d5e6b5b408655d767a356d84",
          "body": "…rize / llm.embed)\n\nDiarizationProvider ABC + pyannote self-host HTTP adapter (speaker-count\nvalidation before the call, inverted-segment clamping, malformed-success\nfails loud — invariants ported from iron-benchmark a23d532; cloud job\nmachinery deliberately not ported). EmbeddingProvider ABC + open\n[…]\nP\nsurfaces, W-checks, PromptLog rows that never carry texts/vectors\n(privacy tested).\n\n635 tests green (+113), ruff clean, migration-lint clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.4.0 — diarization + embeddings seams (llm.dia…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-24T07:48:15Z",
          "body_truncated": true,
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        },
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          "oid": "5ca4e0383e97c67e577acf64773c70334a2a7925",
          "body": "… provider adapters (deepgram/gladia/soniox/speechmatics/xai-stt)\n\nSeam: transcribe() keyterms + provider_options (caller-pin passthrough),\nsupports_keyterms capability, NormalizedTranscript.biasing counts-only\nmetadata (terms never leave the client-side block — privacy canon),\nschema/DTO/view/catal\n[…]\nm:weight rejected. Ported from the iron-benchmark\na23d532 reference pack (invariants, not harness plumbing).\n\n522 tests green (+73), ruff clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.3.0 — generic STT vocabulary-biasing seam + 5…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-23T07:29:06Z",
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        },
        {
          "oid": "bf5d7151460550e21a644445bfa7010085f9efc5",
          "body": "…em cap-widen)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: stapel-agent 0.2.11 — widen stapel-core cap to <1.0 (ecosyst…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-21T23:49:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a6f90eb8f9067e6f651abf33e1a3df101ebdd8ab",
          "body": "…-before-whitespace (studio L-1 live defects)\n\nReal haiku architect response broke both ways at once: the manifest's\ndocs/e2e markdown carried code fences inside a JSON string (non-greedy\nfence regex truncated it) and a shell-style line continuation between\nobject members. Strategy 5: greedy-fence/object/whole-text candidates,\nthen the same candidates with (?<!\\\\)\\\\(?=\\s) stripped — legitimate\nescaped backslashes survive.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "parsing: recover fenced JSON with inner ``` and repair lone backslash…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-19T02:18:12Z",
          "body_truncated": false,
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        },
        {
          "oid": "997b2ddcae40e81081e75147789f262a08f3e50b",
          "body": "operations_total=5 (5 LLM facade APIViews, AST-counted HTTP methods).\n\nDerived mechanically from this repo's own conf.py DEFAULTS, urls.py/\nviews.py (router registrations, @action decorators, per-view HTTP\nmethod defs), README.md/MODULE.md and pyproject.toml dependencies —\nno invented capabilities. \n[…]\nnowledge index\n(stapel-studio studio_cto), which only covered 10/25+ modules because\nthe stack_index sweep only picks up docs/capabilities.json.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: author capabilities.json for the stapel-catalog sweep",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-19T02:15:15Z",
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          "is_coding_agent": true
        },
        {
          "oid": "80bda18bf63ed54cd2aaee39efbf4c246636d1c0",
          "body": "Fleet follow-up to core 0.12.0's legacy shim sweep. No source fixes\nneeded. Full suite green against core 0.12.0.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.2.10 — raise stapel-core ceiling <0.12→<0.13",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-17T01:23:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "e53c15efcabe11bf1b87b3949f748b54e7969968",
          "body": "… stale hardcoded tuple\n\nThe release-track step asserted the resolved stapel-core version against a\nhardcoded (0,8)/(0,10) tuple that went stale every time the pyproject pin was\nbumped, permanently failing main CI while publish stayed green. Same fix\nalready landed in stapel-auth (ae47f32): parse the declared >=X,<Y range out\nof pyproject.toml at run time and assert the resolved version falls inside it.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: release-track reads core pin floor/ceil from pyproject instead of…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T23:25:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "05286d3ba79f98e210994d389ac1eaf2fb825c1f",
          "body": "stapel-core 0.11.2 is additive for modules; suite green as-is.",
          "is_bot": false,
          "headline": "chore: core ceiling <0.11 -> <0.12 (0.11 fleet re-pin), patch bump 0.2.9",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T22:48:00Z",
          "body_truncated": false,
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        },
        {
          "oid": "4f13c6a5ccdbdf5cab44f9616d59814e3822b568",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: v1 canon sweep §60 — urls_v1.py + api/v1/ mount (0.2.8)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-16T12:45:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b41f774ecea2c27bfc793339e01b2ca56961f84c",
          "body": "HEAD had advanced past the v0.2.6 tag (CONFIG.MD commit) without a\nrelease; bump patch to publish, and fix stapel-core pin to match the\npublished 0.10.0 (old >=0.8,<0.9 no longer resolves against PyPI).\n\nCo-Authored-By: Claude Sonnet <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: core pin >=0.10,<0.11 + patch bump 0.2.7",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-11T19:09:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c5923707c445cc209911cf0a7bd86a10361f34ce",
          "body": "Per-module config registry (GFM table on `## stapel-agent`): every key\nstapel-agent reads through its AppSettings namespace, with source (env|vault),\npurpose, required flag and default. assemble_scaffold aggregates this into a\nscaffolded project's root CONFIG.MD so the config-lint gate and the advisor\nconfig surface see this module's knobs.\n\nCo-Authored-By: Claude Sonnet <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(config): add CONFIG.MD registry (static-scaffold-and-config.md §2)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-11T15:36:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b96dfa6d64b848ed6a7178378ed3e28ad6d53a4c",
          "body": "…eld to patch by studio <0.3 floor)\n\nSemver-strictly a MINOR (new comm verb + new ABC surface), held to a PATCH\nby studio's stapel-agent<0.3 floor. Safe: all changes additive and\nbackward-compatible (speech_model defaults None, built-ins unchanged when\nunpinned, llm.stt_catalog is a new verb). A dedicated 0.3.0 + studio floor\nbump is deferred until a change that warrants breaking the floor.\n\nCo-Authored-By: Claude Opus <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release 0.2.6 — STT model pin + stt_catalog (additive; minor h…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T17:46:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "334d98722d3aea0516263e9af4bb615d92a641c1",
          "body": "…erb (G7)\n\nG6 — SttProvider.speech_model class-attr pins a model per registration\n(the STT mirror of fixing a model on an LLM registration): it overrides\nthe provider's configured default (WHISPER_MODEL / ELEVENLABS_STT_MODEL /\nASSEMBLYAI_MODEL); None keeps the settings-driven behaviour. New\neffecti\n[…]\n no commitment).\n\nTests: +17 (base pin matrix, per-adapter pin overrides, catalog service +\nverb + schema). Suite 445 green; new code 100% covered.\n\nCo-Authored-By: Claude Opus <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(stt): per-registration speech_model pin (G6) + llm.stt_catalog v…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T17:46:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c18441206bd35d68b47b9c5ed04d10d6c4cfa38c",
          "body": "…ive)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release 0.2.5 — per-call max_tokens cap on llm.complete (addit…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:46:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8313ee8fa7793d6c997646e1e8bc9b932c1edf82",
          "body": "A single global MAX_TOKENS (default 4096) is the wrong shape for\nmulti-role callers: long structured outputs (file manifests, review\nfindings with inline repro tests) get truncated mid-file at\nstop_reason=max_tokens and fail to parse downstream, while a global bump\noverpays every small call.\n\n- COMP\n[…]\n stays on its default.\n- Text-keyed prompt cache does not key on the cap (documented; the\n  default policy caches translate only).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(comm): optional per-call max_tokens cap on llm.complete",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:45:48Z",
          "body_truncated": true,
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        },
        {
          "oid": "d0d16977d8d906690cc38e6084a072b69bea924e",
          "body": "…ive)",
          "is_bot": false,
          "headline": "chore: release 0.2.4 — role tag on llm.complete payload schema (addit…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:33:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "154e2d3e62af07080d28b3235da64ae5c301c726",
          "body": "…er tag\n\nMulti-role pipelines tag every llm.complete call with the calling role\n(override/scripted providers are content-addressed by it; observability\nsplits usage by it). COMPLETE_SCHEMA's additionalProperties:false refused\nany tagged payload the moment comm schema validation was on — callers hit\n\n[…]\n/functions/llm.complete.json), must be a string, and is\nignored by the default completion pipeline (never forwarded to providers).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(comm): llm.complete schema admits an optional opaque `role` call…",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T13:32:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ce9d78f75762c0283b4ff9c0e07b0e28e0972de7",
          "body": "Adds `make migration-lint` (stapel_tools.migration_lint . --strict) and a\nCI step next to Lint/Import check. The CI step ships commented-out with a\nTODO: no module repo's CI installs stapel-tools yet (not on PyPI under the\nnew org, no git-install mechanism wired anywhere) — same gap as every other\ns\n[…]\ndule, so this repo has zero migrations findings today. Run\n`make migration-lint` locally / at release-cut time until CI can fetch\nstapel-tools.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: wire migration-lint gate (release-management.md §3)",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-09T11:32:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c17187ce4666f2a151c88bee691c91a83b22b0fd",
          "body": null,
          "is_bot": false,
          "headline": "docs: add PyPI badge to README",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-08T14:29:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5c5a4a4b73498751806e90df189c6295c850fa4",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): 0.2.3",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-07T23:47:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "675eb27f6ab0847b0220b5bd13be9453ef5ea62b",
          "body": "No behavior change.",
          "is_bot": false,
          "headline": "docs: reword internal provenance comments for consistency",
          "author_name": "Victor Pasenchuk",
          "author_login": "Pasenchuk",
          "committed_at": "2026-07-07T23:24:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9defb12aac9a3187623fd34f36bd065c03abcd47",
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                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~0.6 days",
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                  {
                    "code": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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            "key": "abandonment",
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              "cap": null,
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        ],
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      {
        "key": "community",
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        "weight": 0.18,
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            "key": "popularity",
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              "forks": 0,
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                      "count": 0
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              {
                "key": "forks",
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          {
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            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
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              "has_code_of_conduct": true,
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              },
              {
                "key": "license",
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                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
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                  },
                  {
                    "code": "license_spdx",
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              {
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              {
                "key": "issue_template",
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      {
        "key": "governance",
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        "weight": 0.24,
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            "key": "maintainer_resilience",
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            "inputs": {
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "max_points": 22.5
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                "key": "contributor_breadth",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
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                "points": 0,
                "status": "missed",
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "notes": [
              {
                "code": "excluded_no_data",
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                "code": "weights_renormalized",
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              "merged_prs": 0,
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              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
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            "components": [
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                "key": "issue_resolution",
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                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
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                    "code": "no_issues_or_data",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
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                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "followers": 1,
              "owner_type": "Organization",
              "is_verified": null,
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "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": "1 followers of usestapel",
                "points": 2.2,
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                "details": [
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                    "code": "owner_followers",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "31 public repos, account ~0 yr old",
                "points": 11.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 31
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
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                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
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            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
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                "status": "met",
                "details": [
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                    "code": "publish_recency",
                    "params": {
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                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
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                "details": [
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                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
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                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "weight": 0.2,
        "metrics": [
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            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
            "inputs": {
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            "components": [
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                "key": "ci_workflows",
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                "details": [
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                    "code": "ci_workflows",
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                      "count": 2
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
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              },
              {
                "key": "linter_config",
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              },
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                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                    "params": {}
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                ],
                "max_points": 20
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          },
          {
            "key": "documentation",
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            "inputs": {
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                "key": "readme",
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                "points": 30,
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
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                "points": 25,
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                "key": "documentation_homepage_site",
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                "points": 0,
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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                "points": 7.5,
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                "details": [],
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              },
              {
                "key": "branch_protection",
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                "key": "ci_tests",
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                ],
                "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,
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                "details": [],
                "max_points": 2.5
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              {
                "key": "code_review",
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                "points": 0,
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "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": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
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            "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": {}
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                ],
                "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": "45 of 45 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 45,
                      "sampled": 45
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "py.typed"
              ],
              "agent_commit_share": 0.889,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "40 of the last 45 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 45
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48597,
              "source_files_sampled": 119,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/119 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 119,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:stapel-agent@0.7.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T12:37:42.357479Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/usestapel/stapel-agent.svg",
  "full_name": "usestapel/stapel-agent",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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.