公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 05:39 UTC

ytnobody / MADFLOW

Multi-Agent Development Flow

GoMIT★ 2 星标⑂ 0 复刻始于 2026年2月在 GitHub 上查看 ↗

ytnobody/MADFLOW 的健康指数为 100 分中的 54 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(80/100),最低的是Community & Adoption(24/100)。 最近一次更新在 84 天前。 近期的大部分工作由 1 位贡献者完成。

54
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。

54
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

76 关注者285 个公开仓库始于 2010年5月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
Gogithub.com/ytnobody/madflowv0.7.0-999 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?

61中等 · 占总体的 22%

开发活跃度

41存在风险
评分方式
18/36推送新近度 — 最近一次推送于 84 天前
4.8/36提交节奏 — 52 周中有 7 周有提交
18/18提交量 — 最近一年 204 次提交
0/10OpenSSF Scorecard:Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year204
human_commit_share1
days_since_last_push84
active_weeks_last_year7

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 10 个发布版本
36/36发布时效 — 最近一次发布版本于 84 天前
27/27发布节奏 — 约每 7.2 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_count10
latest_release_tagnightly
releases_from_tags
days_since_latest_release84
mean_days_between_releases7.2

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?

24危急 · 占总体的 18%
评分方式
0/60星标 — 2 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
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 指南
0/13.5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?

60中等 · 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
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
32.5/38.3PR 接受 — 已裁定的 PR 中 124/146 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/29 approved changesets -- score normalized to 0
所用输入
merged_prs124
open_issues0
closed_issues124
issue_closed_ratio1
closed_unmerged_prs22
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
13.6/25所有者影响力 — ytnobody 有 76 位关注者
25/25既往记录 — 285 个公开仓库,账户约 16 年
所用输入
followers76
owner_typeUser
is_verified
owner_loginytnobody
public_repos285
account_age_days5,910
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — go 上有 1 个软件包
35/35发布时效 — 最近一次发布于 99 天前
20/20版本历史 — 9 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
packagesgithub.com/ytnobody/madflow
ecosystemsgo
any_deprecated
min_days_since_publish99

工程质量

基础的工程与文档实践是否到位?

80良好 · 占总体的 20%

工程实践

84良好
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yml
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 28 out of 28 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

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?

34存在风险 · 占总体的 16%

安全态势

34存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 28 out of 28 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
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not 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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.4
已排除计分(无数据或不适用):branch_protection, packaging。 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。

79良好 · 占总体的 0%
评分方式
45/45代理指令 — CLAUDE.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 94 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.94
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes4,931
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 38 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
lockfilesgo.sum
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.38
toolchain_manifestsgo.mod
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — Go(静态类型)
55/55可控的文件大小 — 采样的 77 个源文件中有 0 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes51,588
source_files_sampled77
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — example
所用输入
example_dirsexample
has_mcp_signal
api_schema_files

关键数据

2GitHub 星标
1贡献者
204最近 12 个月提交数
84距最近推送天数
10发布版本数
1巴士系数(bus factor)
0开放议题
Go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

更多细节

Star 与 Fork 历史 2 ★ / 0 ⇿
2Star
1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。

111222212026-032026-032026-03
主版本 0次版本 1修订 0
OpenSSF Scorecard 3.4 / 10
3.4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 · 2026-07-22 05:38 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
Gogithub.com/BurntSushi/tomlv1.6.0go.mod
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
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 834,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Go": 658896,
        "Shell": 1094,
        "Makefile": 2824
      },
      "pushed_at": "2026-04-28T15:49:42Z",
      "created_at": "2026-02-21T03:01:31Z",
      "owner_type": "User",
      "updated_at": "2026-04-15T10:05:14Z",
      "description": "Multi-Agent Development Flow",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": "https://ytnobody.net/",
      "name": "Satoshi Azuma a.k.a. ytnobody",
      "type": "User",
      "login": "ytnobody",
      "company": null,
      "location": "Shinagawa, Tokyo Japan",
      "followers": 76,
      "avatar_url": "https://avatars.githubusercontent.com/u/278841?v=4",
      "created_at": "2010-05-17T03:18:10Z",
      "is_verified": null,
      "public_repos": 285,
      "account_age_days": 5910
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "nightly",
          "kind": "other",
          "published_at": "2026-04-28T15:49:48Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2026-04-13T08:19:50Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2026-03-30T00:49:38Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2026-03-15T01:06:29Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-03-11T10:23:46Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2026-03-06T04:25:44Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-03-05T03:54:15Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-03-02T09:55:30Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2026-02-23T10:56:23Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-02-23T02:59:57Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "a8965de36437349b185af9aaed0286d33cf4199a",
          "body": "* ytnobody-MADFLOW-230: Superintendentへの教訓注入機能を追加 (#231)\n\n* feat: ytnobody-MADFLOW-230 - Superintendentへの教訓注入機能を追加\n\nPRマージ時にIssue指示品質を採点し、70点未満の場合に失敗教訓を生成・保存する。\nIssue patrol時に教訓リストをSuperintendentのプロンプトに注入することで、同種の失敗繰り返しを防ぐフィードバックループを実現する。\n\n- internal/lessons/: 採点・教訓生成・上限管理・注入の実装\n  - ScoreIssue(): gh \n[…]\nrge\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* fix: remove duplicate Language default assignment in setDefaults\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-247: Release v0.8.0 — merge develop into main (#248)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-15T10:05:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4e414424a1ad6baf3982d8c8bfae9c1420d2a2f9",
          "body": "v0.7.0: Merge develop into main (release v0.7.0)",
          "is_bot": false,
          "headline": "Merge pull request #229 from ytnobody/develop",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-13T08:19:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5d4c9e0659e1137f370d69dbfb185cafb98d041",
          "body": "* Add GitHub Copilot CLI backend support\n\nAdd a new CopilotCLIProcess backend that integrates GitHub Copilot CLI\n(github/copilot-cli) as a MADFLOW agent engine. Uses `copilot -p` for\nnon-interactive prompt execution with --allow-all-tools.\n\nCloses #226\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n* trigger CI re-run\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-226: Add GitHub Copilot CLI backend engine (#227)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-13T07:35:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d78a9513cd311c6b46bf9e138dd98948cfe488f4",
          "body": "* docs: add spec for nightly build workflow\n\n* feat: add nightly build workflow for develop branch\n\n- Triggers daily at JST 0:00 (UTC 15:00) and supports manual dispatch\n- Skips build when nightly tag matches develop HEAD (no new commits)\n- Builds cross-platform binaries with version nightly-YYYYMMDD-<sha>\n- Force-updates nightly tag and creates/updates pre-release on GitHub",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-224: developブランチのnightlyビルドワークフローを追加 (#225)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-12T00:03:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57a1aec0d7e1b7613a16201a44844bac8a3c2e5e",
          "body": "Covers: what MADFLOW is, benefits of adoption, prerequisites,\ninstallation steps, command reference, security checklist,\nand operational best practices.",
          "is_bot": false,
          "headline": "docs: add getting-started guide for potential adopters (#223)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-11T23:58:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c24629f240772a4655e98a07a27b48efff4c0ad",
          "body": "- プラグインインターフェース(IssueProvider / ChangeRequestProvider / EventProvider)の設計\n- Pull Request相当機能が存在しないプラットフォームへの対応方針\n- 組み込みGitHubプラグインの位置づけと移行方針\n- madflow.toml設定スキーマの拡張方針\n- 将来プラグイン(GitLab / Azure DevOps / Google Spreadsheet)の実装要件\n- 段階的な実装ロードマップ\n\nCloses: ytnobody-MADFLOW-219\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: GitHubインテグレーションのプラグイン化実装案ドキュメントを追加 (#221)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-11T23:47:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "580ee942ac5de56211ba95b43568ed3dce75afbc",
          "body": "…ら含める (#220)\n\n* docs: update spec for init authorized_users auto-detection\n\n* test: add tests for authorized_users always-present and owner auto-detection\n\n* feat: always include authorized_users in madflow.toml with auto-detected GitHub owner\n\nWhen madflow init creates madflow.toml, authorized_user\n[…]\nl value is auto-detected from the git remote URL or\nthe authenticated gh CLI user. If detection fails, authorized_users = []\nis written so the field is always present and ready for GitHub integration.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-218: madflow init時に作られるtomlファイルにauthorized_usersを最初か…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-04-11T23:36:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2339fa520f9c5ee35038e32d75da6a31b64fbfb7",
          "body": "Release v0.6.0: Merge develop into main. All CI checks passed.",
          "is_bot": false,
          "headline": "Merge pull request #217 from ytnobody/release/v0.6.0",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-30T00:48:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bee55710bd5b10dc05c9d10b68d2050f500e8d3b",
          "body": null,
          "is_bot": false,
          "headline": "v0.6.0: Merge develop into main (release v0.6.0)",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-30T00:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62fbe27ef3422fd62da33f45e305f6749b99aa94",
          "body": "LGTM - Clean implementation with good test coverage.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-213: madflow initでauthorized_usersを指定できるようにする (#215)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T12:23:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76172e7e723dc7f742ceed261939f4d1d1499698",
          "body": "Explain the required authorized_users field for GitHub integration,\nincluding example configuration, the startup error when omitted, and\nthe security rationale (prompt-injection prevention).\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add authorized_users documentation to README (#214)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T12:08:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "52d6fc084408c5cb587e41625762164626cf1b65",
          "body": "LGTM. Clean implementation with fail-open, configurable threshold, max wait cap, and good test coverage.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-204: GitHub APIレート制限の事前チェックを追加する (#211)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T11:42:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94fe4f7533da0cd073dbfb91c5b4b97feda085b9",
          "body": "…nobody-MADFLOW-203) (#210)\n\nLGTM - Clean sanitization implementation with good regex patterns and comprehensive test coverage.",
          "is_bot": false,
          "headline": "fix: sanitize stderr log output to prevent sensitive info leakage (yt…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T11:29:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1c1e8ec69470550c3c1ecbc36b15403eb6733e7",
          "body": "* docs: add spec for file permission restriction (0755→0700, 0644→0600)\n\n* test: add permission restriction tests (0700 dirs, 0600 files)\n\n* feat: restrict data dir permissions to 0700 and chatlog/memo file permissions to 0600\n\nPrevents other users on the same host from reading sensitive data such a\n[…]\n (chatlog append)\n- internal/project/project.go: 0755→0700 (base and sub-dirs)\n- internal/issue/issue.go: 0755→0700 (issues dir)\n- internal/reset/reset.go: 0755→0700 (memos dir), 0644→0600 (memo file)",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-202: データディレクトリ・チャットログのパーミッションを制限する (#209)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T11:20:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f6ac899e08ab79322bcf6d5e220060bd6c3addce",
          "body": "…tnobody-MADFLOW-201) (#208)\n\nPath traversal protection for branch names/issue IDs. Adds ValidateSafeName() in PrepareWorktree().",
          "is_bot": false,
          "headline": "feat: add path traversal protection for branch names and issue IDs (y…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T11:15:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ae87fe6879a434e1dc3151b404fc29a117fb988",
          "body": "…#207)\n\n- Add downloadChecksum() to fetch and validate the .sha256 sidecar file\n- Add verifyChecksum() to compare the downloaded binary's digest against expected\n- Update cmdUpgrade() to require and verify checksum before installing; aborts if checksum asset is missing or digest mismatches (fail-clo\n[…]\ndocs/specs/sha256-checksum-verification.md spec document\n- Add tests for all new functions including tampered-binary and happy-path scenarios\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add SHA256 checksum verification to binary auto-update (#200) (…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T11:03:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f591b9d5e6c5bc6f2a49884f70d54f48a92eaedf",
          "body": "…gration is enabled (#206)\n\n* docs: add spec for authorized_users required configuration\n\n* test: update tests for authorized_users required validation and deny-all behavior\n\n* feat: make authorized_users required when github integration is enabled\n\n- Add validation in config.Load() to reject config\n[…]\ngainst misconfiguration\n- Update event watcher tests to explicitly set authorized users, matching\n  the new deny-all default behavior\n- Update config field comment to document the security requirement",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-198: Make authorized_users required when GitHub inte…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T10:49:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "921b211c1801a9fcdfac6c1821cbfa5ea4a1d433",
          "body": "… to x-goog-api-key header (#205)\n\nLGTM. Clean migration of Gemini API key from URL query parameter to x-goog-api-key header. All CI checks passed.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-199: Migrate Gemini API key from URL query parameter…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-29T10:38:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb3393ef6b8dd88ddce908be45d0783f0bbea829",
          "body": "…eap presets (#197)\n\nImplement claude-api-standard and claude-api-cheap presets with AnthropicAPIProcess backend",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-196: Implement claude-api-standard and claude-api-ch…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-15T23:30:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a9edd3cd741b02b1f3a48eda5b1192daab0aa8d",
          "body": "* docs: add spec for TODO implementation suppression\n\nAdds specification document describing the TODO comment check mechanism.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* feat: add TODO comment check to lint and CI\n\nAdds a grep-based check that detects `// TODO` and `/* TODO` patte\n[…]\nif any TODO comments are found,\npreventing such code from being merged.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-194: TODO実装を抑止するCIチェックを追加 (#195)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-15T03:06:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b2371019ac5322dbc2359225c46ae8ac22fc3aa2",
          "body": "v0.5.0: Merge develop into main (release v0.5.0)",
          "is_bot": false,
          "headline": "v0.5.0: Merge develop into main (release v0.5.0)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-15T01:05:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6af6d6c5624bd21cb68050b7585230dd1e34a243",
          "body": "… workflow (#190)\n\n* docs: add spec for issue granularity judgment and sub-issue creation flow\n\n* feat: add issue granularity judgment step to engineer workflow\n\nWhen an issue is too large (spanning multiple independent features or\nmodules), the engineer should propose splitting it into sub-issues to\nthe Superintendent before starting implementation. This is now step 2\nin the implementation flow, with subsequent steps renumbered.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-188: Add issue granularity judgment step to engineer…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-14T23:45:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f3adc5e7dbfc9e17d3f64ac21dceb8173b08aec",
          "body": "…er.md (#189)\n\n* docs: add spec for ambiguous issue handling\n\n* test: add tests for ambiguous issue handling guidance in engineer.md\n\n* feat: add ambiguous issue handling guidance to engineer.md\n\nWhen an issue's intent is unclear, the engineer should ask the\nSuperintendent for clarification before implementation. When the\nintent is obvious or predictable, the engineer should proceed\ndirectly to test code creation without unnecessary questions.",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-187: Add ambiguous issue handling guidance to engine…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-14T23:36:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55d7f1bf08718a8238c45197ab388842fe06b6ad",
          "body": "* fix: add noopProcess for model=\"test\" to prevent integration test timeout\n\nWhen model=\"test\" is configured, NewAgent now uses a no-op Process\nimplementation instead of trying to start a real Claude CLI subprocess.\nThis fixes TestIssueToTeamCreateFlow which was timing out because\nthe agent's Send()\n[…]\nreventing integration tests from invoking the\nreal Claude CLI subprocess.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: TestIssueToTeamCreateFlow integration test timeout (#186)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-11T15:47:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "069804ccc8fc4b13ee9f54c717f4a5507f1a8b0f",
          "body": "# Conflicts:\n#\tREADME.md\n#\tSPEC.md\n#\tprompts/engineer.md",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/develop'",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-11T10:23:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53689e19fe524e419a2e374616f0123050abc6d2",
          "body": "Update SPEC.md, prompts/engineer.md, and README.md to reflect the new\ndocumentation-driven workflow (docs → tests → implementation).\n\nNew engineer workflow:\n1. Architect the issue\n2. Write/update specification documentation\n3. Write/update test code compliant to documentation\n4. Write/update implementation code compliant to test code\n5. PR + review",
          "is_bot": false,
          "headline": "docs: implement documentation-driven development workflow (#183)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-11T09:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a4ad3a6640a986fa1198aa0a2227f0a98a1c0ef",
          "body": "* fix: reject TEAM_CREATE early when at max_teams capacity with no idle teams\n\nWhen all team slots are occupied by busy teams and no idle standby team\nis available, the orchestrator now detects this condition up-front using\nthe new Manager.Full() method and immediately notifies the superintendent\nth\n[…]\nhe end-to-end hot-reload propagation path.\n\nFixes: ytnobody-MADFLOW-180\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject TEAM_CREATE early when at max_teams capacity (#180) (#181)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-11T09:45:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1264d5a55039eadbda7ac53f6490497ef24220fc",
          "body": "…ssages (#179)\n\nRoot cause of the gh-121 TEAM_CREATE rejection incident:\nWhen the superintendent retried TEAM_CREATE with additional Japanese text\n(e.g. \"TEAM_CREATE gh-121(2回目の要求)。チームアサインをお願いします。\"),\nstrings.Fields split on whitespace only, so parts[1] became\n\"gh-121(2回目の要求)。チームアサインをお願いします。\" — which\n[…]\nstate fingerprint\nto suppress redundant patrol reminders, and updated the default\nissue_patrol_interval_minutes default from 5 to 20 minutes.\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: normalize TEAM_CREATE issue ID to strip extra text from retry me…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-09T16:23:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a29193df8e67bd8c6b17e834abe03525a53ab939",
          "body": "…176)\n\n- Change default IssuePatrolIntervalMinutes from 5 to 20 minutes\n- Suppress patrol reminder when chatlog has not grown since last reminder\n  (Proposal 2: no new activity means nothing to patrol)\n- Reset patrol timer whenever superintendent sends a message\n  (Proposal 3: defer reminder when superintendent is already active)\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: reduce chatlog bloat from issue patrol reminders (local-001) (#…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-08T02:15:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "131b147010799660f7085d9988c6b1c283b64a83",
          "body": "… (#168)\n\nMerge develop to main as requested in Issue #175",
          "is_bot": false,
          "headline": "fix: prevent nil pointer panic in scanForResult race condition (#167)…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-06T04:25:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d37f4f8ab1294ad984751ed596be0509a3e0fe6",
          "body": "* ci: add defense-in-depth timeouts for benchmark regression check\n\nThe benchmark step's `timeout-minutes: 5` was not reliably terminating\nhung `go test -bench` processes (observed 8+ hour hang on PR #168).\n\nAdd three layers of timeout protection:\n1. OS-level `timeout 120s` wrapping each `go test -b\n[…]\n3. Job-level `timeout-minutes: 15` (new safety net)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n* ci: retrigger CI run\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: add defense-in-depth timeouts for benchmark regression check (#174)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-06T03:14:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "13096e53322c8a71830e05d4127cff041d79ae67",
          "body": "Add `language` setting to `[agent]` section in madflow.toml.\nDefault is \"en\" (English), supports \"ja\" (Japanese).\nControls internal agent communication messages including chatlog\nprompts, initial instructions, context reset memos, and distill prompts.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add configurable agent message language (#171) (#173)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-06T02:55:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1188622de8f12fa6478d442f0aee10f28f7adcd3",
          "body": "LGTM - All documentation translated from Japanese to English. CI passed.",
          "is_bot": false,
          "headline": "docs: translate all documentation from Japanese to English (#172)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-06T02:38:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb94aeaf457ff2617b40d099ffa986e053f5bfa0",
          "body": "fix: watchCommands を startAllTeams 直後に起動して TEAM_CREATE の取りこぼしを防止",
          "is_bot": false,
          "headline": "fix: watchCommands を startAllTeams 直後に起動して TEAM_CREATE の取りこぼしを防止 (#169)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-06T02:25:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d3af9eb4e668b285ece6e4f09763f021f3f549b",
          "body": "fix: prevent nil pointer panic in scanForResult by capturing scanner locally\n\nscanForResult() runs in a goroutine spawned by readResult(). When\nreadResult() returns early (context cancel or timeout), killAndReset()\nsets c.scanner = nil while scanForResult() is still running, causing a\nnil pointer de\n[…]\n at c.scanner.Err().\n\nFix: capture c.scanner into a local variable at the start of\nscanForResult() so it references the original *bufio.Scanner even after\nkillAndReset() clears the field.\n\nCloses #166",
          "is_bot": false,
          "headline": "fix: prevent nil pointer panic in scanForResult race condition (#167)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T08:16:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b6382d776057e90f22f4c04690f85c22b164e78a",
          "body": "v0.3.0: developからmainへのマージ。v0.2.0以降のバグ修正・機能追加・CI改善を含む。",
          "is_bot": false,
          "headline": "Merge pull request #164 from ytnobody/develop",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T03:52:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6523785f4353a3b3039f098d3b65a1ea2e3bc8d5",
          "body": "CI benchmark regression checkにtimeout-minutes: 10を追加。ハング対策。",
          "is_bot": false,
          "headline": "ci: add timeout to benchmark regression check (#165)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T03:45:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f653d799c4fd2b4c389e582a9121f805619e7a0",
          "body": "main の hotfix を develop に同期。PR #161 (v0.3.0リリース) のマージ前準備。",
          "is_bot": false,
          "headline": "Merge pull request #163 from ytnobody/sync/main-to-develop",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T02:45:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "771cc9a7a9ab41877358d717cd3787fcb9fda70c",
          "body": null,
          "is_bot": false,
          "headline": "merge: main を develop にマージして同期",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T02:36:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a954bc31e592196335c8b2baae67efe17e0eeb7",
          "body": "…#159)\n\nfix: DefaultProbeInterval を15分から1分に削減して MaxProbeInterval=5分との不整合を解消",
          "is_bot": false,
          "headline": "fix: DefaultProbeInterval を15分から1分に削減 (MaxProbeInterval=5分との不整合を修正) (…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T00:58:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "870a31a3a54a78a395b73c4a7c6f1d240333165e",
          "body": "* fix: TEAM_CREATE時にアイドルチームを再利用して「最大チーム数超過」エラーを回避\n\nスタンバイチームが空きスロットを占有している状態でTEAM_CREATEを受信すると、\nCreate()が「maximum teams reached」で失敗し、監督が直接実装する問題を修正。\n\n変更内容:\n- team.Manager.AssignIdle()メソッドを追加: イシュー未割り当てのスタンバイ\n  チームを探し、そのチームにイシューをアサインする\n- orchestrator.handleTeamCreate()を修正: 新規チーム作成の前にAssignIdle()を\n  試み\n[…]\nnment() helper that\npolls until AssignedTeam is set or timeout expires.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: TEAM_CREATE時にアイドルチームを再利用して最大チーム数超過エラーを回避 (#156) (#158)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T00:50:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "94aa44d03289f91c6239834b7ffda5b008e7bed2",
          "body": "fix: MaxProbeInterval削減(60分→5分) & イシュー巡回定期トリガー追加。Closes #155",
          "is_bot": false,
          "headline": "fix: MaxProbeInterval 60分→5分に削減 & イシュー巡回定期トリガー追加 (#155) (#157)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-05T00:30:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db4f39a3c829b1fa163a856d6d394271039f85f9",
          "body": "readFrom()でinfo.Size() < offsetの場合(ファイル切り詰め検知時)、\n従来はinfo.Sizeにスキップして新規メッセージを消失させていたが、\noffset=0にリセットしてファイル全体を再読み込みするよう修正した。\n\n重複メッセージ防止のため、truncation検知時はlastTimestampより\n後のタイムスタンプを持つメッセージのみ返す。\n\nWatch()/WatchAll()はlastTimestampを追跡しreadFrom()に渡すよう更新。\nまた、Watch()起動時のlastTimestamp初期化にlastTimestampInFile()を\n使用することで、起動直後のtruncationでも旧メッセージを返さない。\n\nCloses: ytnobody-MADFLOW-152\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: truncation検知時にoffsetを0にリセットして新規メッセージを保持 (#154)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-04T03:11:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d56c5630e75fa910049472bc844b8c1db9604eee",
          "body": "- 作業開始前にgit fetch originを必須ステップとして追加\n- 既存ワークツリーの場合にgit merge origin/developで最新化するフローを追加\n- 古いdevelopベースでの実装によるコンフリクトや重複作業を防止\n\nIssue: ytnobody-MADFLOW-150\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: エンジニアの作業開始前にdevelopブランチの最新取得を必須化 (#153)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-04T02:44:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2e6cf793dd1934a8875ad686c9a9b3b18a3bec30",
          "body": "不要なgit worktreeの定期的な検出・削除機能を追加。孤立したworktreeによるディスク浪費を防止する。",
          "is_bot": false,
          "headline": "feat: add periodic worktree cleanup for orphaned team worktrees (#149)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T06:09:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82c25f0233034b29f02d7cb116b9106ec2213b35",
          "body": "* Enable auto-delete of merged branches and update setup script\n\n- Add delete_branch_on_merge=true to repository setup script so merged\n  PR head branches are automatically deleted by GitHub\n- Update enforce_admins to true (consistent with current live setting)\n- The existing runBranchCleanup gorout\n[…]\n\nExpose DeleteRemoteBranch as a public helper on *Repo so callers can\ndelete individual remote branches without using BranchCleaner.\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: マージ済みリモートブランチの自動削除を有効化 (#148)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T05:59:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9384ea3123d86023edc004f3df5385dfef8f3cfa",
          "body": "claude-stream の定期ログ出力 \"[claude-stream] processing... (N events received, session=...)\" は\nログに不要なノイズを生じさせるため削除する。\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: ハートビートログ(processing...)を削除 (#144)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T05:23:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8a6fa0cb657e92b7dcd6a777e81c00bded42e549",
          "body": "…covery (#143)\n\nfix: improve TEAM_CREATE reliability - オーケストレーター無応答の根本原因を修正",
          "is_bot": false,
          "headline": "fix: improve TEAM_CREATE reliability with ACK, error handling, and re…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T05:08:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27c8b26f70bfac42216c7914e261bee34e92e4e5",
          "body": "… (#138, #139) (#141)\n\n- Add cleanTeamWorktrees method to orchestrator for targeted worktree cleanup\n  when a team is disbanded (issue #138)\n- Include issue title in Team struct and chatlog announcement so engineers\n  can see what work they are doing at startup (issue #139)\n- Update DisbandByIssue to return team number for targeted cleanup\n- Update all test files for new function signatures\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add worktree cleanup on team disband and issue title in chatlog…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T04:59:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "40e62449b073dd52ea67e7de40b44d850e3ab017",
          "body": "…(#130) (#134)\n\n* hotfix(agent): implement Reset and Close methods on ClaudeAPIProcess to fix CI\n\nClaudeAPIProcess was missing Reset() and Close() methods required by the\nProcess interface in internal/agent/claude.go. This caused an impossible\ntype assertion in claude_api_test.go:298 and broke go ve\n[…]\nlures.\nThese files are already deleted on the develop branch.\n\nFixes #130\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "hotfix: implement Reset and Close on ClaudeAPIProcess to fix main CI …",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T04:24:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "54e161f17f1b9e5016592dd315eab662a96e7f99",
          "body": "- Engineer prompt: require work summary (changed files, implementation\n  details, test results) when sending review requests\n- Superintendent prompt: add \"作業サマリーの出力\" section requiring\n  action summaries for key events (assignments, reviews, closes, etc.)\n\nThis enables humans to track project progress in real-time through\nstructured chatlog summaries.\n\nFixes #132\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(prompts): add work summary output instructions to chatlog (#137)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T04:24:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "862cd0a73eb98777dfa6db74e491043a8fee9331",
          "body": "## 原因\ninitialGitHubSync() において、GitHub上のイシューごとに\ngh api コマンドでコメントを取得する syncComments() を逐次呼び出していた。\nイシュー数が多い場合(例: 20件)、各API呼び出し 5~6秒 × 20 = 約2分間\nエージェント起動がブロックされていた。\n\n## 修正内容\n\n### 1. Syncer.WithSkipComments(bool) オプションの追加\n- internal/github/github.go: skipComments フィールドと WithSkipComments() を追加\n- syncRepo(\n[…]\ntAgents (superintendent) を先に起動してウォームアップ開始\n- 初回GitHub同期をその後に実行し、完了後に startAllTeams を呼ぶ\n\n## 効果\n- 起動時タイムラグ: 約2分 → 数秒に短縮\n- イシュー数に関わらず起動速度が一定に近くなる\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: 起動直後のタイムラグを削減 (issue ytnobody-MADFLOW-131) (#136)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T04:23:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "45e016bf3ec3d4ff5c3006278fc1f48f866e7d34",
          "body": "…tbeat messages",
          "is_bot": false,
          "headline": "feat: enhance scanForResult to log event counts and add periodic hear…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-03T04:09:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "febfbddd39ba4cb108393594e0d6ea1b64a6aab7",
          "body": "…handling",
          "is_bot": false,
          "headline": "feat: update agent.Run to accept message channel and enhance message …",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T13:01:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b732a7ca71069ded704ea3a4e1323500cd592bd4",
          "body": "…issue handling",
          "is_bot": false,
          "headline": "feat: implement issue closing on GitHub sync and add tests for stale …",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T10:12:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42c548183596ea66749acaabf77bbdc28ae3f8d3",
          "body": null,
          "is_bot": false,
          "headline": "v0.2.0: Merge develop into main (release v0.2.0)",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T09:48:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed512730aadbbdbf8012e8360e764d66b8504613",
          "body": "…efore PR creation",
          "is_bot": false,
          "headline": "feat: update engineer.md to include merge conflict resolution steps b…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T09:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a4679be4a56219137d8cfd00b08ae61916fcd0e",
          "body": "Fix formatting inconsistency in struct literal alignment.\nCI was failing because internal/agent/claude_stream_test.go\nwas not properly gofmt-formatted after ClaudeStreamProcess additions.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: apply gofmt to claude_stream_test.go",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T09:28:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4f30d3384fbc77c057839be851c56eaf83e9eb9a",
          "body": "…ring initialization",
          "is_bot": false,
          "headline": "feat: enhance ClaudeStreamProcess to capture stderr and session ID du…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T09:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c905fad56854fd9bfa82f307ac67501839e69b67",
          "body": "… diagnostics",
          "is_bot": false,
          "headline": "feat: enhance CLAUDE environment variable handling and improve stderr…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T09:11:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7cb302d5acc3a6aefbece1571f9257a61ca5a25",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'develop' of github.com:ytnobody/MADFLOW into develop",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T08:50:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2646a574664e0e86d4c6a873a20c3720ab9e8d42",
          "body": "…d Reset/Close methods",
          "is_bot": false,
          "headline": "feat: implement ClaudeStreamProcess for persistent interaction and ad…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T08:41:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ee9021141624c01b2a5352921c8c79032966e92",
          "body": "…OnMaxIterationsError to fail\n\nMove chatlog.Watch() call before markReady() in agent.Run() to prevent\na race condition where test goroutines could write messages before\nWatch() begins monitoring, causing Run() to miss messages and block\nuntil context timeout.\n\nAlso fix chatlog.Watch() and WatchAll()\n[…]\nges were already\nwritten, causing those messages to be permanently missed.\n\nFixes TestRunReturnsOnMaxIterationsError which was failing in CI.\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(agent): fix Watch/markReady race condition causing TestRunReturns…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T04:39:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e146352f37a1ac2df2cd0b7a12f3c5302bb65389",
          "body": "…IterationsError handling for Gemini API",
          "is_bot": false,
          "headline": "refactor: remove Anthropic API integration and related tests; add Max…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-03-02T04:18:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "278a72a2d6484d11057253d05e4dc9c28dcd6e77",
          "body": null,
          "is_bot": false,
          "headline": "docs: READMEにgit worktreeの利用方法を追記 (#123)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T04:34:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58ffa59bca4bd38dd42bf912a66aca4cb8bf5a7f",
          "body": "- Truncate chatlog at startup instead of preserving it. Stale messages\n  from previous runs cause the superintendent to reference non-existent\n  engineers (e.g. engineer-4) and send phantom TEAM_CREATE commands.\n- Add shell script creation prohibition to engineer prompt. Engineers\n  must implement everything in Go (or the project's language), not .sh files.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: truncate chatlog at startup and prohibit shell script creation",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T03:11:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "badbef1fb0d7d869bdb8236bcef71c06ec09d183",
          "body": "- Make handleTeamCreate async to prevent blocking watchCommands loop\n  (P1: Create() can take 10+ min waiting for LLM, causing command queue\n  buildup and superintendent retries)\n- Add pendingIssues/pendingCount tracking to team.Manager to prevent\n  race conditions in maxTeams check and HasIssue (P2\n[…]\nP3)\n- Add CleanWorktrees to git.Repo and cleanStaleWorktrees at startup (P6)\n- Add chatlog message rules to prevent raw git output leaking (P5)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: resolve TEAM_CREATE blocking, race conditions, and worktree issues",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T02:58:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "92f310c26ae4dcf8a3075d50cdcd32853ff72bf4",
          "body": null,
          "is_bot": false,
          "headline": "chore: .worktrees を gitignore に追加",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T02:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28c526f496c6002ce94ffd367503011cc67aa0e9",
          "body": "…for engineers\n\n- Add HasIssue method to team.Manager for active team lookup\n- Add AssignedTeam and HasIssue guards in handleTeamCreate to reject\n  duplicate assignments\n- Mark issues as in_progress before async team creation in startAllTeams\n  to close the race window\n- Add RepoPath to PromptVars w\n[…]\ner.md to use git worktree instead of git checkout -b,\n  add push obligation on work interruption, and strengthen pre-review\n  push verification\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: prevent duplicate TEAM_CREATE and enforce git worktree workflow …",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T01:48:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "20958b54d5c4fa4f10ff2d10bf52c66ab66d5a73",
          "body": null,
          "is_bot": false,
          "headline": "refactor: remove benchmark tests for chatlog and issue packages",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T01:00:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb023998f7517e347da0a72bc0964faff43917a5",
          "body": "…creating new ones",
          "is_bot": false,
          "headline": "feat(superintendent): add duplicate check for existing issues before …",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:59:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0989d2fddc02a355f26e8fd5e371d208252f5b0c",
          "body": "feat(orchestrator): prevent team creation for closed issues",
          "is_bot": false,
          "headline": "Merge pull request #121 from ytnobody/feature/issue-local-031",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:42:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36406b8cce407283d1f431402f99a7e9e0ebafc6",
          "body": "- Increase TestRunReturnsOnMaxIterationsError timeout from 5s to 30s\n  to account for -race overhead and send() continuation retries\n- Remove unexported isMaxIterationsError(), use exported\n  IsMaxIterationsError() consistently\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(agent): fix flaky test and deduplicate isMaxIterationsError",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:24:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bcfdea010b73270d1565c67adedbcabf8239fe65",
          "body": "Earlier commits in this branch introduced broken team persistence code\n(syntax errors, duplicate imports, typos) and corrupted orchestrator.go\n(typo in import path, missing features). Restore these files to the\nclean develop versions so CI passes.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: restore broken team.go, config.go, orchestrator.go to develop state",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:07:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ee4ec83de917640673350189f43817cd7e6462ac",
          "body": "When ClaudeAPIProcess reaches its max iteration limit, the agent now\nreturns the error from Run() instead of logging and continuing with\na broken context. This allows the orchestrator's runAgentWithRestart()\nto cleanly restart the agent after a 5-second delay.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(agent): restart agent on MaxIterationsError instead of continuing",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:03:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "13ca40bb306c4d07fc42147ecf231eb95bfc0cf1",
          "body": "…rt/typo errors\"\n\nThis reverts commit 31b1e330fa7af70bfe36abd39c56784953bceb36.",
          "is_bot": false,
          "headline": "Revert \"fix(orchestrator, team): correct package declaration and impo…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "767d32d8ed68922cdd259e6829e9c59d554b4918",
          "body": "…errors",
          "is_bot": false,
          "headline": "fix(orchestrator, team): correct package declaration and import/typo …",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "499bb343045c56a638a2a58cb451d74c9cb9b8fc",
          "body": null,
          "is_bot": false,
          "headline": "fix(team): resolve syntax errors in team.go and config.go",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:01:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d23e52f81be29bdd7d31ceecf87ec33cf535a376",
          "body": "Ref: local-031",
          "is_bot": false,
          "headline": "feat(orchestrator): prevent team creation for closed/resolved issues",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f79cd9bc7e1e33fc29ca4019cff35ac15e520f6f",
          "body": null,
          "is_bot": false,
          "headline": "feat(orchestrator): prevent team creation for closed issues",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bf5fc7a73f0b151ff795b1d9b1e6ccdc6f79e4e",
          "body": null,
          "is_bot": false,
          "headline": "fix: Prevent TEAM_CREATE for closed/resolved issues in orchestrator",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b19e1eacdc73cc8f685c4b6053b955d27b272b4",
          "body": null,
          "is_bot": false,
          "headline": "feat: Add team persistence config and structures",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a614d00254fa1ddbeb9272820e8b2623c20ed75",
          "body": "オーケストレーターと監督のロジックを修正し、チーム作成前にイシューがオープンであることを確認するようにします。\nこれにより、クローズ済みイシューに対する不要なチーム作成の繰り返しを防ぎます。\n\nFixes local-031",
          "is_bot": false,
          "headline": "feat(orchestrator): TEAM_CREATE前にイシューステータスを検証",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-26T00:00:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7741cbf26c9f6db9587e891cdf72a26e874866e7",
          "body": "Prepend behavioral constraints to Gemini system prompts to enforce\ntool-use discipline and prevent verbose text-only responses that bypass\nbash tool calls (e.g., chatlog writes via plain text output).\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add strict prompt constraints for Gemini models",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T23:44:08Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0ea1651448bb7682c425f08087613ff25550d029",
          "body": "The superintendent agent was unreliable at closing issues after PR merges\n(especially with Gemini models). This adds programmatic PullRequestEvent\nhandling at the orchestrator level to automatically close issues, update\nlocal status, and disband teams when a merged PR references an issue via\n\"Issue: <id>\" in its body.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: auto-close GitHub issues when linked PRs are merged",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T23:32:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f93e72ea24b279b2bffc34ab7b12b0df886cab1b",
          "body": "feat: gmn→gemini-cli移行、Gemini API直接呼び出し・スロットリング追加",
          "is_bot": false,
          "headline": "feat: gmn→gemini-cli移行、Gemini API直接呼び出し・スロットリング追加 (#111)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T23:10:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47328ff04ced0453a2c438e16da655a4ee667a74",
          "body": "fix(ci): 壊れたベンチマークステップを修正 (ytnobody-MADFLOW-113)",
          "is_bot": false,
          "headline": "fix(ci): 壊れたベンチマークステップを修正 (ytnobody-MADFLOW-113) (#119)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T22:47:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3917b3c77cf39d11f112f6bf1760ab7661b4c406",
          "body": "…pletion\n\n- Add duplicate check before posting \"実装開始\" and \"実装完了\" comments\n  to GitHub issues, preventing spam when agents restart or context-reset\n- Require build/test pass verification before posting \"実装完了\"\n- Add guidance to detect and reuse existing branches and PRs instead of\n  starting from scratch each time\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: prevent duplicate issue comments and require CI check before com…",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T22:26:56Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "077871e9cd5fa5f96cfaa1fb9fe2f4e9de8e90a4",
          "body": "When the AI model returns chatlog-formatted messages as text output\ninstead of using bash echo, those messages were only logged but never\nwritten to the chatlog file. This caused other agents to never receive\nthe reply, leading to a communication deadlock.\n\nAdd rescueChatLogMessages() to detect chatlog-formatted lines in text\nresponses and auto-append them to the chatlog file.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: rescue chatlog messages from text responses to prevent deadlock",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T15:20:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "732452ac8a6192c9c1d5cfaee4b688e80de4b8a0",
          "body": "Prevent double retry loops from causing integration test timeouts\nby detecting permanent errors (exec.Error) and returning immediately\ninstead of retrying with exponential backoff.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: skip retry for permanent errors (e.g., executable not found)",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T14:17:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0c6527182b93c6889604e6df125a56612869a6e8",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: fix gofmt alignment in agent.go and gemini_api.go",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T14:11:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7d782ea180fdf4928b21a8bfa3d6b16f39cb9471",
          "body": "- Store.Delete() 追加 + 起動時にclosedイシューを自動prune (Fix A)\n- handleTeamCreate でclosed/resolvedイシューへのTEAM_CREATEを拒否 (Fix B)\n- startAllTeams を非ブロッキング化 (fire-and-forget goroutines) (Fix C)\n- context_reset_minutes デフォルトを8→15に変更 + 10未満時に警告 (Fix D)\n- 起動時にstaleな in_progress イシューの AssignedTeam をリセット (Fix E)\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: 起動時パフォーマンス改善 — closedイシュー自動削除・非ブロッキングチーム起動・staleアサインリセット",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T13:09:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "21e02c2cfe7ab323f97a43d4927bc545b6bacbde",
          "body": "- gemini_api: MaxIterationsError型追加、geminiMaxTokens 8096→65536、finishReason(SAFETY/MAX_TOKENS等)チェック追加\n- agent: MaxIterationsError時の自動継続メカニズム(最大3回)、初回send失敗時のリトライ(sendWithRetry)\n- throttle: nextWait()+record()をtryAcquire()に統合しレースコンディション修正\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: Geminiエージェント停止問題の修正 — MaxIterations継続・finishReasonチェック・Throttle競合修正",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T12:35:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "abbb1c0bc13ec3a7d5e17a14d234dea163337cc8",
          "body": "- gmn CLI依存を廃止し、gemini-cliコマンドおよびGemini REST API直接呼び出しに移行\n- Geminiモデル名を正規表記に統一(gemini-2.5-pro, gemini-2.5-flash)\n- Throttle(RPMベーススライディングウィンドウ)によるレート制限を追加\n- 一時的エラーに対する指数バックオフリトライ機構を追加\n- Bashツール実行にコンテキストベースのタイムアウトを追加\n- dormancyテスト・configテストを拡充\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: gmn→gemini-cli移行、Gemini API直接呼び出し、スロットリング・リトライ機構追加",
          "author_name": "ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-25T11:43:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "796a486c83454e5ad3dc9a36087de722b26c5572",
          "body": "ytnobody-MADFLOW-104: startAllTeams中のCtrl+C/SIGTERM受信による誤エラー出力を修正\n\ncontext canceled エラーが起動中のシャットダウンで発生する問題をグレースフルシャットダウンで解決。CI全通過確認済み。",
          "is_bot": false,
          "headline": "fix: startAllTeams後のcontext canceledによる誤エラー出力を修正 (#104) (#108)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-24T01:00:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00182c32f4eb713114bec6457d14959a1b81be80",
          "body": "local-030: madflow init 時に prompts/ ディレクトリとデフォルトテンプレートを自動生成\n\nCI全通過確認済み。PR #106 でマージ済みの prompts.WriteDefaults を cmdInit() から呼び出す実装。",
          "is_bot": false,
          "headline": "feat: madflow init 時に prompts/ ディレクトリとデフォルトテンプレートを自動生成する (#109)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-24T00:54:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfb654696f9c500783b8f7642f8adb570917a6bc",
          "body": "local-029: Botコメント検出修正 + prompts go:embed フォールバック実装 + Makefile追加\n\nレビュー: CI全通過確認済み。内容は適切。",
          "is_bot": false,
          "headline": "local-029: PR #100 マージ後もBotコメント検出が機能しない問題の修正 (#106)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-24T00:35:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48997a9836897897a841d261f75861919f24ed0a",
          "body": "… (#105)\n\nytnobody-MADFLOW-102: madflow.tomlテンプレートからreviewer/release_managerを削除\n\n- madflow init で生成する madflow.toml テンプレートから廃止済みの reviewer・release_manager モデル設定を削除\n- roleColors マップからも同ロールのエントリを削除\n- 全CIチェック通過済み",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-102: madflow.tomlテンプレートからreviewerとrelease_managerを削除…",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-24T00:25:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90f60d6a1624735649ccf61e5aa1bba170e90637",
          "body": "local-028: Claude APIキー方式バックエンド追加実装\n\nCI/CD全通過確認済み。",
          "is_bot": false,
          "headline": "local-028: Claude APIキー方式バックエンド追加実装 (#101)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-23T16:23:25Z",
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        },
        {
          "oid": "cf1a915be43ae752405cb8ea70fd31b4e6a1f849",
          "body": "ytnobody-MADFLOW-099: 人間/Botイシューコメントの識別機能追加\n\nCI/CD全通過確認済み。",
          "is_bot": false,
          "headline": "ytnobody-MADFLOW-099: 人間/Botイシューコメントの識別機能追加 (#100)",
          "author_name": "Satoshi Azuma a.k.a. ytnobody",
          "author_login": "ytnobody",
          "committed_at": "2026-02-23T16:06:23Z",
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        }
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      ],
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        }
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    },
    "security_signals": {
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      "scorecard": {
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            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
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            "reason": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/29 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "a8965de36437349b185af9aaed0286d33cf4199a",
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        "scorecard_version": "v5.5.0"
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      "has_dependabot_config": false
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    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-06-28T15:28:00Z",
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      "last_merged_pr_at": "2026-04-28T07:49:06Z",
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      "oldest_open_issues": []
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  },
  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ytnobody/MADFLOW",
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    "owner": "ytnobody"
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      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
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        "community": 24,
        "governance": 60,
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      },
      "components": []
    },
    "categories": [
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        "key": "vitality",
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        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "at_risk",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "commits_last_year": 204,
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              "active_weeks_last_year": 7
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                "key": "push_recency",
                "name": "Push recency",
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                      "days": 84
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                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "7/52 weeks with commits",
                "points": 4.8,
                "status": "partial",
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                    "code": "commit_cadence_weeks",
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                      "weeks": 7
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                "max_points": 36
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              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "204 commits in the last year",
                "points": 18,
                "status": "met",
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                "max_points": 18
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                "key": "openssf_scorecard_maintained",
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                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
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            ]
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          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
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              "mean_days_between_releases": 7.2
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
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                    "code": "releases_published",
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                      "count": 10
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                "max_points": 27
              },
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                "key": "release_recency",
                "name": "Release recency",
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                "max_points": 36
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              {
                "key": "release_cadence",
                "name": "Release cadence",
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                    "code": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
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            "value": 100,
            "inputs": {
              "cap": null,
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              "guards": [],
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            "components": [
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                "key": "project_is_still_maintained",
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                "detail": "maintenance record not established from the collected data",
                "points": 100,
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                    "code": "abandonment_unverified",
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            ]
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        ],
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        "key": "community",
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        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "notes": [],
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              "stars": 2,
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            "components": [
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                "key": "stars",
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                "detail": "2 stars",
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                "status": "missed",
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                    "code": "stars",
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                      "count": 2
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
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                "details": [
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                    "code": "forks",
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                      "count": 0
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                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
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                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
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                      "count": 0
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                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                      "spdx": "MIT"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
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            "notes": [],
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            "inputs": {
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              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "top_contributor_share",
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 1
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 124,
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                    "code": "issues_closed_share",
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                      "share": 100
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                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "points": 32.5,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 61,
            "inputs": {
              "followers": 76,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ytnobody",
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              "account_age_days": 5910
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
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                    "code": "owner_personal",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
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                "status": "excluded",
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                "key": "owner_reach",
                "name": "Owner reach",
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                "details": [
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                    "code": "owner_followers",
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                      "login": "ytnobody"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "285 public repos, account ~16 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 285
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                  {
                    "code": "account_age_years",
                    "params": {
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                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "go",
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                "key": "published_resolvable",
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                "details": [
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                "name": "Publish recency",
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              },
              {
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                ],
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            ]
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        ],
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      },
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        "metrics": [
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              },
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                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 34,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 79,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.94,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 4931
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "94 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 94,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.38,
              "toolchain_manifests": [
                "go.mod"
              ],
              "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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "38 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 38,
                      "sampled": 100
                    }
                  }
                ],
                "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 51588,
              "source_files_sampled": 77,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/77 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 77,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "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": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T05:39:10.394067Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/y/ytnobody/MADFLOW.svg",
  "full_name": "ytnobody/MADFLOW",
  "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 v0.26.0—— 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Go.