公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 19:23 UTC
IBM / chuk-mcp
IBM/chuk-mcp 的健康指数为 100 分中的 61 分，处于「中等」区间。 其得分最高的类别是Vitality（75/100），最低的是Community & Adoption（46/100）。 最近一次更新在 2 天前。 近期的大部分工作由 1 位贡献者完成。
61
总分 / 100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。
61
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）
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
8,470 关注者3,921 个公开仓库始于 2012年2月
该仓库由组织支持——共同承担、可问责的托管责任，可延续于任何单一维护者之后。
软件包生态系统
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？
75
开发活跃度
69中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 2 天前 |
| 7.6/36 | 提交节奏 — 52 周中有 11 周有提交 |
| 15.8/18 | 提交量 — 最近一年 57 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 57 |
| human_commit_share | 0.899 |
| days_since_last_push | 2 |
| active_weeks_last_year | 11 |
发布纪律
84良好
评分方式
| 27/27 | 有发布版本 — 已发布 1 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 2 天前 |
| 12.6/27 | 发布节奏 — 节奏未知（仅一次发布） |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 1 |
| latest_release_tag | v0.9.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 2 |
| mean_days_between_releases | — |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
46
流行度与采用
28危急
评分方式
| 21.8/60 | 星标 — 23 个星标 |
| 6.5/25 | 复刻 — 7 个复刻 |
| 0/15 | 关注者 — 1 位关注者 |
所用输入
| forks | 7 |
| stars | 23 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
71良好
评分方式
| 56.9/80 | 月度下载量 — pypi 合计每月 18,434 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | chuk-mcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 18,434 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
60
维护者韧性（巴士系数）
10危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 1.4/13.5 | 贡献者广度 — 1 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
66中等
评分方式
| 31.2/46.8 | 议题解决 — 67% 的议题已关闭 |
| 35.1/38.3 | PR 接受 — 已裁定的 PR 中 22/24 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/13 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 22 |
| open_issues | 1 |
| closed_issues | 2 |
| issue_closed_ratio | 0.667 |
| closed_unmerged_prs | 2 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — IBM 有 8,470 位关注者 |
| 25/25 | 既往记录 — 3,921 个公开仓库，账户约 14 年 |
所用输入
| followers | 8,470 |
| owner_type | Organization |
| is_verified | — |
| owner_login | IBM |
| public_repos | 3,921 |
| account_age_days | 5,267 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 2 天前 |
| 20/20 | 版本历史 — 35 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
| packages | chuk-mcp |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 2 |
工程质量
基础的工程与文档实践是否到位？
56
工程实践
66中等
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard：CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
40存在风险
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 0/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 否 |
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？
66
安全态势
58中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/13 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.8 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 7 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:chuk-mcp@0.9.4 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 7 个软件包。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
52
AI 代理上下文与指引
11危急
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 11.4/40 | 可读的提交历史 — 89 次人类提交中有 19 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.213 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — mypy.ini |
| 10/10 | 可复现环境 — lockfile |
| 0/10 | 已体现的代理实践 — 最近 99 次提交中没有代理编写的提交 |
| 8/8 | 自动化维护 — 最近 99 次提交中有 10 次为自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | mypy.ini |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.101 |
面向模型的代码可读性
82良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（mypy.ini） |
| 55/55 | 可控的文件大小 — 采样的 194 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 37,971 |
| source_files_sampled | 194 |
| oversized_source_files | 0 |
机器可读接口
60中等
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
23GitHub 星标
1贡献者
57最近 12 个月提交数
2距最近推送天数
1发布版本数
1巴士系数（bus factor）
1开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
Star 与 Fork 历史 0 ★ / 7 ⇿
0Star
7Fork
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。
OpenSSF Scorecard 5.8 / 10
5.8综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/13 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 3
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | anyio | >=4.9.0 | pyproject.toml |
| PyPI | httpx | >=0.28.1 | pyproject.toml |
| PyPI | typing-extensions | >=4.7.1,<5.0.0 | pyproject.toml |
全部依赖 41
来自 GitHub 依赖图的完整解析依赖集合：3 个直接依赖与 38 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | anyio | 4.14.2 | 直接 |
| PyPI | httpx | 0.28.1 | 直接 |
| PyPI | typing-extensions | 4.16.0 | 直接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | ast-serialize | 0.6.0 | 间接 |
| PyPI | bandit | 1.9.4 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | chuk-mcp | 0.9.4 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coverage | 7.15.1 | 间接 |
| PyPI | fastapi | 0.139.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | librt | 0.13.0 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mypy | 2.3.0 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | orjson | 3.11.9 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pydantic | 2.13.4 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-asyncio | 1.4.0 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | pytz | 2026.2 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | rich | 15.0.0 | 间接 |
| PyPI | ruff | 0.15.21 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | stevedore | 5.9.0 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | uvicorn | 0.51.0 | 间接 |
依赖安全公告 0
安装 pypi:chuk-mcp@0.9.4 会引入 7 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1139,
"has_wiki": true,
"homepage": null,
"languages": {
"HTML": 31385,
"Python": 1491000,
"Makefile": 14769
},
"pushed_at": "2026-07-23T17:24:16Z",
"created_at": "2025-03-29T23:29:12Z",
"owner_type": "Organization",
"updated_at": "2026-07-23T17:19:52Z",
"description": null,
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.ibm.com/opensource/",
"name": "International Business Machines",
"type": "Organization",
"login": "IBM",
"company": null,
"location": "United States of America",
"followers": 8470,
"avatar_url": "https://avatars.githubusercontent.com/u/1459110?v=4",
"created_at": "2012-02-21T22:13:01Z",
"is_verified": null,
"public_repos": 3921,
"account_age_days": 5267
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.9.4",
"kind": "patch",
"published_at": "2026-07-23T17:15:11Z"
}
],
"recent_commits": [
{
"oid": "76ae5588f07eb04027634a39830b1d50c86f0c2c",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update astral-sh/setup-uv action to v9 (#27)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-23T17:18:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4790813d9aeaab3fa86ecbda180c9e0bebd43bf9",
"body": "Create Release has failed on every tag since v0.8.1 with \"Invalid value.\nMatching delimiter not found 'EOF'\". git log --pretty=format: does not\nterminate its last line, so cat CHANGELOG.md and echo 'EOF' ran together\nand the heredoc delimiter was never matched.\n\n- Write the changelog with tformat: s\n[…]\n the wrong previous tag when another tag contained\n it, e.g. it skipped v0.9.1-rc1 when releasing v0.9.1.\n- Build the changelog under RUNNER_TEMP rather than writing CHANGELOG.md\n into the checkout.",
"is_bot": false,
"headline": "Fix changelog generation in the release workflow",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-23T17:11:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a5c85c4ea0d6c794f5f7bf91a4ba79fc511ee65a",
"body": "Includes the configurable cap on buffered message size in the transports.",
"is_bot": false,
"headline": "Bump version to 0.9.4",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-23T16:59:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad27450be3c5ff24bec3e1d83683fc64a4c099bf",
"body": null,
"is_bot": false,
"headline": "Apply ruff formatting to the transport buffer-limit changes",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-23T16:59:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "665322469ceda65e8e0e69444eb5ea619980a7da",
"body": "- Count the cap in bytes, not characters. All three streaming loops now\n accumulate bytes and split on b\"\\n\", decoding only complete lines, so the\n effective limit no longer varies with encoding width. This also fixes the\n stdio reader decoding each chunk eagerly, which could split a multi-byte\n \n[…]\ne\" lives in\n one place.\n- Tests: derive chunk-count bounds from fixture sizes; add coverage for\n byte-vs-character counting, negative rejection, and complete lines\n being processed before an abort.",
"is_bot": false,
"headline": "Refine the buffer cap: byte-accurate, drain-first, validated",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-23T16:59:42Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "22b206564d91bd2bf1c06616cf4e5ae3ddbeca00",
"body": "Add transports/limits.py with a configurable maximum for the data buffered\nwhile assembling a single message: 10 MB by default, settable per-connection\nvia max_buffer_size on all three parameter classes (0 disables). The SSE and\nstdio read loops check the accumulated buffer as they go.\n\nSwitch the S\n[…]\n ...) so the response body is read incrementally under\nthe same limit, and replace an unreachable hasattr(response, \"text\") branch\nwith an explicit ResponseNotRead check so the streaming path is used.",
"is_bot": false,
"headline": "Bound buffered message size in all three transports",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-23T16:59:42Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a3589044452613a780481839fe7ab6225d9ef78c",
"body": "Signed-off-by: chris hay <chris.hay@uk.ibm.com>",
"is_bot": false,
"headline": "Bump version to 0.9.3",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-07-15T15:46:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c813fc1130f483a26ec33d477ea22d4171b7f1b",
"body": "… publish trigger (#26)\n\nuv lock --upgrade closes the remaining Dependabot alerts not covered by\nthe merged Renovate PRs: starlette 1.3.1 (SSRF/host-header/form-limit\nissues), idna 3.18 (ReDoS).\n\nThat upgrade pulled in mypy 2.3.0, which surfaced two issues unrelated\nto the security work:\n- mypy.ini \n[…]\nyproject.toml version guard, matching chuk-artifacts/chuk-virtual-fs/\nchuk-sessions/chuk-mcp-runtime. The pypi GitHub Environment already\nexisted here.\n\nSigned-off-by: chris hay <chris.hay@uk.ibm.com>",
"is_bot": false,
"headline": "Refresh lockfile for security patches, fix mypy 2.x/stale config, fix…",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-07-15T15:07:05Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "985ec9d5afe6c9d151c3724923318d299a59bf4d",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update GitHub Artifact Actions (#21)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-15T14:47:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77fe54e011733d32378548d332ef58f64a7bbd96",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update softprops/action-gh-release action to v3 (#22)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-15T14:47:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4dcd8e3a524e6c450a81184f92f5993ddfeb86b6",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update astral-sh/setup-uv action to v8.3.2 (#23)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-15T14:47:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1b1dd4b31c5e6f476d784779a07821e201ba1d9",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update codecov/codecov-action action to v7 (#24)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-15T14:47:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ff2c73473afcc3b841017bf5907e9b8170daa6c4",
"body": "Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "Update actions/checkout action to v7 (#25)",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-07-15T14:47:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c082c9f71c04a816fef2986e315945d8a261524b",
"body": "Update actions/checkout action to v6",
"is_bot": false,
"headline": "Merge pull request #17 from IBM/renovate/actions-checkout-6.x",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-04-23T13:06:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3aa87f8a55c8c6c256d6d1b40c252bf1dbe52b80",
"body": "Update astral-sh/setup-uv action to v8",
"is_bot": false,
"headline": "Merge pull request #19 from IBM/renovate/astral-sh-setup-uv-8.x",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-04-23T13:06:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "052510847242a954761b4182994d9eaecdc6dafb",
"body": "Update codecov/codecov-action action to v6",
"is_bot": false,
"headline": "Merge pull request #20 from IBM/renovate/codecov-codecov-action-6.x",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-04-23T13:05:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2a82ed532b0d871b53c3c43fc1b0e0b78e0221e",
"body": null,
"is_bot": true,
"headline": "Update codecov/codecov-action action to v6",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-04-23T13:01:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d424cd37561db9811820acb7aaf02271447c196",
"body": null,
"is_bot": true,
"headline": "Update astral-sh/setup-uv action to v8",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-04-23T13:00:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4b0da03fa4e9006a8fb51ba8609ca57c3b6de5f",
"body": null,
"is_bot": false,
"headline": "improved and hardened",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-04-23T12:58:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a3df967e16500aaaca9e6a6b3eb547eb4db9578",
"body": null,
"is_bot": true,
"headline": "Update actions/checkout action to v6",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-04-23T11:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea9a06087ed8e78a25368efda8c30c1ec2e0202a",
"body": "Configure Renovate",
"is_bot": false,
"headline": "Merge pull request #15 from IBM/renovate/configure",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-04-23T11:52:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72e2710bf0af2287bca66f97c59688311c508d59",
"body": null,
"is_bot": true,
"headline": "Add renovate.json",
"author_name": "renovate[bot]",
"author_login": "renovate[bot]",
"committed_at": "2026-02-18T20:00:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2eab3b23eb9ddb2a59b3e0ee2f78f587789fa9ca",
"body": null,
"is_bot": false,
"headline": "tidied up docs",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T15:05:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b64dd16c8c74d5b200649c473c7b98a77291fc3",
"body": null,
"is_bot": false,
"headline": "update readmes",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T14:53:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8c79d8ef39d9e45b35a624c36e39e7d2c975baa",
"body": "fixed linting",
"is_bot": false,
"headline": "Merge pull request #14 from chrishayuk/performance-improvements",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T00:50:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af40cc92473b6103e1b251e9db95fb01eae6d2ad",
"body": null,
"is_bot": false,
"headline": "fixed linting",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T00:49:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e55958b4e42e66cad9b18fa22c52ea4a9b40891c",
"body": "Performance improvements",
"is_bot": false,
"headline": "Merge pull request #13 from chrishayuk/performance-improvements",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T00:37:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3b93b29dd4279efa113b18ce7bb25f064daaee0",
"body": null,
"is_bot": false,
"headline": "updated licenses etc",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2026-02-18T00:31:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6805eb785c692054d067e92eadb21b2a2ba91aa",
"body": null,
"is_bot": false,
"headline": "added redirect following",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-12-07T10:33:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45773b1f2b3ee4102d75ee34efd8bf35be322dc8",
"body": "Performance improvements",
"is_bot": false,
"headline": "Merge pull request #12 from chrishayuk/performance-improvements",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-19T01:37:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c71039928ecd69cbc971b9e1d4c822f8a08ef21d",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-19T01:37:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b42cd7bccb4cd64e632266db748609a40d118728",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-19T01:32:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "105a3934e63f195e3a81eb2ba879e123af613445",
"body": null,
"is_bot": false,
"headline": "improved performance and concurrency",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-19T00:50:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c99550451fa322630142a493b7ba6bee6fe523bf",
"body": null,
"is_bot": false,
"headline": "performance improvements",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-11-19T00:14:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ebbe81c026ad696d161bf9b74a63cae3b423b527",
"body": null,
"is_bot": false,
"headline": "removed docs",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-11-05T16:26:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f729fb0b0c4cee05385546fa597ec544b55d608d",
"body": null,
"is_bot": false,
"headline": "improved test coverage",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-02T16:03:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c15b10cfc307ea1216b3ab41c05605e0913be52",
"body": null,
"is_bot": false,
"headline": "lock file",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-02T14:33:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecedc0c1869de6ee55238bd8324213842e1f5be4",
"body": null,
"is_bot": false,
"headline": "fixed timeout",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-11-02T14:32:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2371f982417d1f0e3eea7ecd2210a3470a74771e",
"body": null,
"is_bot": false,
"headline": "updated",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-28T23:14:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f87b07c0d7379bba45c61e3910810ba5b832ae28",
"body": null,
"is_bot": false,
"headline": "updated makefile",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-28T23:13:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "827ec069663b3760307b87cd09b2cab8eb302b45",
"body": null,
"is_bot": false,
"headline": "fixed delimiter",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-28T23:04:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1146a715bd3245fbf6c5b40a06a7f5c8a6f2e0c6",
"body": null,
"is_bot": false,
"headline": "fixed exception handling for oauth",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-28T23:02:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab2091ed2a98f6f7c5b9e9d1329778ddc4cff409",
"body": null,
"is_bot": false,
"headline": "fixed timeout config",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-27T18:54:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a9f8ccb3dfb978702d7d622b4b16170958ba4325",
"body": null,
"is_bot": false,
"headline": "cleaned up logging",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-25T22:20:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2fc1211d9e775aafd3c3be78e5ff598ce856e81",
"body": null,
"is_bot": false,
"headline": "cleaned up retries, and made it protocol pure",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-25T22:16:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aca1c0cf521790e1482f37f4085a1c10b2093314",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-17T22:50:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8890a9237e1d5014770cb7034195d1f5197d314d",
"body": "Clean up readme, testing and pydantic types",
"is_bot": false,
"headline": "Merge pull request #11 from chrishayuk/cleanup",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-17T17:19:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b62218c22e6af1d3bc092df9cbedde05a9dbdaa",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-17T17:18:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9f3a69939ead2339f1d02f78e0b3e14ae7348abb",
"body": null,
"is_bot": false,
"headline": "clean up testing",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-17T15:42:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "42909be5b872c3029d559cbfdc17dda5ab96ef22",
"body": null,
"is_bot": false,
"headline": "fixed sse timeout",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-15T22:45:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07bc990bee54b2cd42f470ca20049987c5ad10a4",
"body": "fixed stdio issue",
"is_bot": false,
"headline": "Merge pull request #10 from chrishayuk/cleanup",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-15T22:38:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96772d32f5a1ed4c15ffc57863cdc4612dca43b9",
"body": null,
"is_bot": false,
"headline": "fixed stdio issue",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-15T22:37:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "565421d38a4e017d30fe3450dbb8b3d6ff64bad1",
"body": "fix timeout issue and cleanup",
"is_bot": false,
"headline": "Merge pull request #9 from chrishayuk/cleanup",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-10-15T17:56:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d8713c3ea2cf88162701806c28326999ea7825c",
"body": null,
"is_bot": false,
"headline": "fix timeout issue and cleanup",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-10-15T17:54:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcfc7210d0858ed5afb386118e50d4b61c62d902",
"body": null,
"is_bot": false,
"headline": "updated http streamable support",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-08-19T13:23:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7ca9260408660ed76a0e08cd4033c1a8798a657",
"body": null,
"is_bot": false,
"headline": "updating versions",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-07-28T13:45:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fb97cdfc6c483b2e71204cedc98fdff0c15b74f",
"body": null,
"is_bot": false,
"headline": "update sse",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-07-28T13:26:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "17048bdd178d239982c8f3068c43424e323010f9",
"body": null,
"is_bot": false,
"headline": "updated the readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-10T08:57:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e2fbf41379787773b7a3de700a5c556b7ed1632",
"body": null,
"is_bot": false,
"headline": "now works in browser with pyodide",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-10T01:04:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6822481f39c8bf472789a3b24642426062c2797",
"body": null,
"is_bot": false,
"headline": "pydantic now optional",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-10T00:25:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73362068ac26829b475e63b8f02dc25b2dbb5c40",
"body": null,
"is_bot": false,
"headline": "tidyup",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T22:53:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06186ad189947fd201746a3f8c8f98d64e2a7a0f",
"body": null,
"is_bot": false,
"headline": "package size script",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T22:52:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f0a39542ed19938a0e0aed8686f747c5f92b0916",
"body": null,
"is_bot": false,
"headline": "updated readme to reflect protcol compliance",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T14:48:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c03f1d81d13f6763e0fc94956a62f2a0561fded",
"body": null,
"is_bot": false,
"headline": "updated address",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T14:14:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c34cb5b3cb8175133f47131a26d04072f9df96b2",
"body": null,
"is_bot": false,
"headline": "updated to support http streamable, sse etc",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T14:11:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e52bb1229e4917b25fd719574e6b257e6a1df5c5",
"body": "Version refresh",
"is_bot": false,
"headline": "Merge pull request #7 from chrishayuk/version-refresh",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T00:43:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4db69bf26a1beebd775959135fd7db9e41b5774",
"body": null,
"is_bot": false,
"headline": "moving towards full protocol compliance for june",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-07-09T00:42:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7bba2b8ae2826932f625029d8ebe91b17d1cbef9",
"body": null,
"is_bot": false,
"headline": "upped version",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-30T09:36:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52c405ddc1ca2a7d9cc6f2c7388e6fe8691b3396",
"body": null,
"is_bot": false,
"headline": "upped version",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T23:24:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a92fd5bfa43c9c5515761d49d940f129686634c",
"body": "Version refresh",
"is_bot": false,
"headline": "Merge pull request #6 from chrishayuk/version-refresh",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T17:13:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "513103935fe0f2f99b34ca804c025db5b2ee6ff2",
"body": null,
"is_bot": false,
"headline": "updating tests",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T17:11:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33489dc3a042eb1f3de97dd57da52975fe437a1c",
"body": null,
"is_bot": false,
"headline": "all tests passed",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T16:53:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "786018834739e8d1d2add41e8e25d49d14eeb114",
"body": "Restructuring Library",
"is_bot": false,
"headline": "Merge pull request #5 from chrishayuk/version-refresh",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T15:09:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2cafe75d1fcd2e90fbf59e55b80e055ba8b70bb",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T15:08:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4509b6dd5358c43f67b946e091c32e125717959b",
"body": null,
"is_bot": false,
"headline": "restructured messages etc into protocol section",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-29T15:05:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c506ff047f0cafbb2af5a0207884f03b944fbe96",
"body": "Version refresh",
"is_bot": false,
"headline": "Merge pull request #4 from chrishayuk/version-refresh",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-27T00:46:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d0d0bde280e423d57e7fc4fec4a5d3fe19fe702",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-27T00:30:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "996a4f0cc0d3647ca21c626d239a1f636d8b6085",
"body": null,
"is_bot": false,
"headline": "all tests passed",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-27T00:16:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f9c6c01876aeeba78cb86db4197a281b8c6f0813",
"body": null,
"is_bot": false,
"headline": "all tests passed",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T23:22:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d472351b7e48e0b660faaca175ca61aa8972b80",
"body": null,
"is_bot": false,
"headline": "updated init files",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T22:24:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a37200c205955f8f3c427e4953cf8fc2c62635b",
"body": null,
"is_bot": false,
"headline": "removed requests",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T15:06:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db5f1bd264eb398503b2cc3235a54b7e13299609",
"body": null,
"is_bot": false,
"headline": "working towards latest protocol compliance",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T14:52:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8179ebc36b9df913f322d1cd5e0c0c2ee45329d9",
"body": null,
"is_bot": false,
"headline": "added notifications",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T13:50:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a08a2a315ceca5124935d7128dabef6e199b642",
"body": null,
"is_bot": false,
"headline": "batch implemente for stdio",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T13:22:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91fed7d7fc58517a6c88b620a291ec5dadf712e7",
"body": null,
"is_bot": false,
"headline": "tests pass",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T12:57:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e6b7f55585560d566af177d3efafdec3ba45592",
"body": null,
"is_bot": false,
"headline": "versioning updates to latest spec",
"author_name": "chris hay",
"author_login": "chrishayuk",
"committed_at": "2025-06-26T12:49:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f162534676cd62fb3de2b691e147973d2e53cb10",
"body": "Chuk improvements",
"is_bot": false,
"headline": "Merge pull request #2 from chrishayuk/chuk-improvements",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-04-16T23:34:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac202cb76343adaeea17fcf02ffb72f69ff89f7e",
"body": null,
"is_bot": false,
"headline": "upped to version 13",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-04-16T23:33:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74afd7e12d8bfe6f801ab1d5c98faccd99f3269c",
"body": null,
"is_bot": false,
"headline": "updated send_message and stdio client, all tests pass",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-04-16T23:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77ee3aa880d81934326989c4e1af464f3388ccc0",
"body": null,
"is_bot": false,
"headline": "improved pydantic base",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-04-16T22:55:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d8716c5b697c69c05d0e6ec468eea8571673bb5",
"body": null,
"is_bot": false,
"headline": "improved stdio to work without pydantic (hopefully)",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-31T13:57:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "054fbc3163495c9925d9b4078ea9c49e0eeeacec",
"body": null,
"is_bot": false,
"headline": "stdio tests now pass",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-31T13:35:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9362816d2a2f7db7c92a1e0f695e612bd6e93350",
"body": null,
"is_bot": false,
"headline": "all tests passed",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-31T10:25:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6778dbc05d27cb612a14131a3c8e04c65090f16d",
"body": null,
"is_bot": false,
"headline": "fixed tests",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-31T10:21:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e860641303096a51a0cc2cccfebc4ab499036b5",
"body": null,
"is_bot": false,
"headline": "fixed everything apart from one test",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-31T10:05:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a6cfdebc20e7b7a76aa378f6409807b8d287f0f",
"body": null,
"is_bot": false,
"headline": "increased fallback support",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-30T00:24:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fca7fe49365e03ec2529c9ebdf2e1b0c55d8db3c",
"body": null,
"is_bot": false,
"headline": "upped version",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-29T23:55:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "930a2622ee3c7e01ad36d0f009950b676af47913",
"body": null,
"is_bot": false,
"headline": "missed a pydantic import",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-29T23:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e7ef00da5a85c82ae12d89d5de663461e3ef07aa",
"body": null,
"is_bot": false,
"headline": "first commit, for refactored out mcp client",
"author_name": "chrishayuk",
"author_login": "chrishayuk",
"committed_at": "2025-03-29T23:29:03Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 1,
"commits_last_year": 57,
"latest_release_at": "2026-07-23T17:15:11Z",
"latest_release_tag": "v0.9.4",
"releases_from_tags": false,
"days_since_last_push": 2,
"active_weeks_last_year": 11,
"days_since_latest_release": 2,
"mean_days_between_releases": null
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": false,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "chuk-mcp",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"llm",
"openai",
"claude",
"mcp",
"client",
"protocol",
"Development Status :: 4 - Beta",
"Framework :: AnyIO",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Operating System :: MacOS",
"Operating System :: Microsoft :: Windows",
"Operating System :: OS Independent",
"Operating System :: POSIX :: Linux",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Communications",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Software Development :: Libraries :: Python Modules",
"Typing :: Typed"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/chuk-mcp/",
"is_deprecated": false,
"latest_version": "0.9.4",
"repository_url": null,
"versions_count": 35,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 18434,
"first_published_at": "2025-03-29T01:26:40.044284Z",
"latest_published_at": "2026-07-23T17:08:54.218675Z",
"latest_version_yanked": null,
"days_since_latest_publish": 2
}
]
},
"popularity": {
"forks": 7,
"stars": 23,
"watchers": 1,
"fork_history": {
"days": [
{
"date": "2025-04-16",
"count": 1
},
{
"date": "2025-04-25",
"count": 1
},
{
"date": "2025-05-10",
"count": 1
},
{
"date": "2025-05-19",
"count": 1
},
{
"date": "2025-08-19",
"count": 1
},
{
"date": "2025-12-06",
"count": 1
},
{
"date": "2026-02-10",
"count": 1
}
],
"complete": true,
"collected": 7,
"total_forks": 7
},
"star_history": null,
"open_issues_and_prs": 1
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": true,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"mypy.ini"
],
"toolchain_manifests": [],
"largest_source_bytes": 37971,
"source_files_sampled": 194,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 7,
"malicious_count": 0,
"assessed_package": "pypi:chuk-mcp@0.9.4",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "anyio",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.9.0"
},
{
"name": "httpx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.28.1"
},
{
"name": "typing-extensions",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.7.1,<5.0.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "anyio",
"direct": true,
"version": "4.14.2",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": true,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": true,
"version": "4.16.0",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "ast-serialize",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "bandit",
"direct": false,
"version": "1.9.4",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "chuk-mcp",
"direct": false,
"version": "0.9.4",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.15.1",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.139.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "librt",
"direct": false,
"version": "0.13.0",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mypy",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "orjson",
"direct": false,
"version": "3.11.9",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": false,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest-asyncio",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2026.2",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.21",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "stevedore",
"direct": false,
"version": "5.9.0",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.51.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 41,
"direct_count": 3,
"indirect_count": 38
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 22,
"open_issues": 1,
"closed_ratio": 0.667,
"closed_issues": 2,
"closed_unmerged_prs": 2
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "chrishayuk",
"commits": 89,
"avatar_url": "https://avatars.githubusercontent.com/u/690076?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"publish.yml",
"release.yml",
"test.yml"
],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 3,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "13 out of 14 merged PRs checked by a CI test -- score normalized to 9",
"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 0/13 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 0,
"reason": "project has 0 contributing companies or organizations -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 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": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "76ae5588f07eb04027634a39830b1d50c86f0c2c",
"ran_at": "2026-07-25T19:23:21Z",
"aggregate_score": 5.8,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-23T17:23:20Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-23T17:18:39Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 18,
"created_at": "2026-04-23T11:54:23Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/IBM/chuk-mcp",
"host": "github.com",
"name": "chuk-mcp",
"owner": "IBM"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"security": 66,
"vitality": 75,
"community": 46,
"governance": 60,
"engineering": 56
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 75,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"commits_last_year": 57,
"human_commit_share": 0.899,
"days_since_last_push": 2,
"active_weeks_last_year": 11
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 2 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 2
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "11/52 weeks with commits",
"points": 7.6,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 11
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "57 commits in the last year",
"points": 15.8,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 57
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 84,
"inputs": {
"releases_count": 1,
"latest_release_tag": "v0.9.4",
"releases_from_tags": false,
"days_since_latest_release": 2,
"mean_days_between_releases": null
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "1 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 1
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 2 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 2
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "cadence unknown (single release)",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence_unknown",
"params": {}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 2,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 2 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 2
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 46,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 28,
"inputs": {
"forks": 7,
"stars": 23,
"watchers": 1,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "23 stars",
"points": 21.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 23
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "7 forks",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 7
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "1 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 1
}
}
],
"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 (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"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": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 71,
"inputs": {
"packages": [
"chuk-mcp"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 18434
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "18,434 downloads/month across pypi",
"points": 56.9,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 18434,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 60,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 10,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"merged_prs": 22,
"open_issues": 1,
"closed_issues": 2,
"issue_closed_ratio": 0.667,
"closed_unmerged_prs": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "67% of issues closed",
"points": 31.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 67
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "22/24 decided PRs merged",
"points": 35.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 22,
"decided": 24
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/13 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 8470,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "IBM",
"public_repos": 3921,
"account_age_days": 5267
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "8,470 followers of IBM",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 8470,
"login": "IBM"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "3921 public repos, account ~14 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 3921
}
},
{
"code": "account_age_years",
"params": {
"years": 14
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"chuk-mcp"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 2
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 2 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 2
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "35 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 35
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 56,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"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": "13 out of 14 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"has_description": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 0,
"status": "missed",
"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": "moderate",
"name": "Security",
"value": 66,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 58,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.8
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "13 out of 14 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"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 0/13 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "13 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:chuk-mcp@0.9.4 runtime dependency closure — what installing the published package pulls in — 7 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:chuk-mcp@0.9.4",
"assessed": 7
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 7,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 7,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 1
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 52,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 11,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.213,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "19 of 89 human commits state their intent (structured subject or explanatory body)",
"points": 11.4,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 19,
"sampled": 89
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"mypy.ini"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.101
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "mypy.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "mypy.ini"
}
}
],
"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": "no agent-authored commits among the last 99",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 99
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "10 of the last 99 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 10,
"sampled": 99
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 37971,
"source_files_sampled": 194,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (mypy.ini)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "mypy.ini",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/194 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 194,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-25T19:23:33.672352Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/IBM/chuk-mcp.svg",
"full_name": "IBM/chuk-mcp",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}