公开记录中等
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 15:47 UTC
SmileLikeYe / agent-chief
Attention is your scarcest resource. Chief is the local-first layer that guards it — turning every agent, alert, and feed into one honest call: interrupt, or not.
SmileLikeYe/agent-chief 的健康指数为 100 分中的 62 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（81/100），最低的是Security（34/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
62
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。
62
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
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | agent-chief | 0.7.0 | 421 | 5 | 0 天前 | agentsattentionchief-of-staffinterruption-managementllmlocal-firstmcpnotificationstriage |
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？
70
开发活跃度
56中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 2.1/36 | 提交节奏 — 52 周中有 3 周有提交 |
| 17.8/18 | 提交量 — 最近一年 96 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — project was created within the last 90 days. Please review its contents carefully |
所用输入
| commits_last_year | 96 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 3 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 8 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 2.2 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 8 |
| latest_release_tag | v0.7.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 2.2 |
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？
64
流行度与采用
51中等
评分方式
| 48.7/60 | 星标 — 1,003 个星标 |
| 2.5/25 | 复刻 — 3 个复刻 |
| 0/15 | 关注者 — 1 位关注者 |
所用输入
| forks | 3 |
| stars | 1,003 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | window_too_short |
社区健康
92优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 是 |
生态采用（下载量）
44存在风险
评分方式
| 35/80 | 月度下载量 — pypi 合计每月 421 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 | agent-chief |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 421 |
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？
56
维护者韧性（巴士系数）
16危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1.6/22.5 | 提交分布 — 头号贡献者编写了 93% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.93 |
议题与 PR 响应能力
72良好
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 38.2/38.3 | PR 接受 — 已裁定的 PR 中 7/7 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/23 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 7 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
已排除计分（无数据或不适用）：议题解决。 其余权重已重新归一化。
所有权与托管责任
54中等
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 |
| 8.5/25 | 所有者影响力 — SmileLikeYe 有 14 位关注者 |
| 25/25 | 既往记录 — 135 个公开仓库，账户约 11 年 |
所用输入
| followers | 14 |
| owner_type | User |
| is_verified | — |
| owner_login | SmileLikeYe |
| public_repos | 135 |
| account_age_days | 4,326 |
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。
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 0 天前 |
| 20/20 | 版本历史 — 5 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 | agent-chief |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
81
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 4 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 |
| 20/20 | OpenSSF Scorecard：CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://smileflow.cn/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 4 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | harness, harness-engineering, llm, local-first |
| has_wiki | 是 |
| homepage | https://smileflow.cn/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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
安全态势
34存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/23 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — 无数据 |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.4 |
已排除计分（无数据或不适用）：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。
67
AI 代理上下文与指引
85优秀
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 99 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 | 0.99 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 4,669 |
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 |
| 0/11 | 静态类型检查 |
| 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 85 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 |
| 0/10 | 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 | — |
| agent_commit_share | 0.85 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 121 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 23,221 |
| source_files_sampled | 121 |
| 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
1,003GitHub 星标
2贡献者
96最近 12 个月提交数
0距最近推送天数
8发布版本数
1巴士系数（bus factor）
0开放议题
PyPI软件包生态系统数
数据采集警告
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:agent-chief@0.7.0; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 1,003 ★ / 3 ⇿
1,003Star
3Fork
7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。
仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。
主版本 0次版本 6修订 1
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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/23 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 不适用 | Packaging | packaging workflow not 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 |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
直接依赖 11
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | typer | >=0.12 | pyproject.toml |
| PyPI | pydantic | >=2.7 | pyproject.toml |
| PyPI | rich | >=13.7 | pyproject.toml |
| PyPI | aiosqlite | >=0.22.1 | pyproject.toml |
| PyPI | httpx | >=0.28.1 | pyproject.toml |
| PyPI | plyer | >=2.1.0 | pyproject.toml |
| PyPI | fastapi | >=0.139.0 | pyproject.toml |
| PyPI | fastmcp | >=3.4.2 | pyproject.toml |
| PyPI | uvicorn | >=0.50.0 | pyproject.toml |
| PyPI | questionary | >=2.1.1 | pyproject.toml |
| PyPI | jinja2 | >=3.1 | pyproject.toml |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"harness",
"harness-engineering",
"llm",
"local-first"
],
"is_fork": false,
"size_kb": 14087,
"has_wiki": true,
"homepage": "https://smileflow.cn/",
"languages": {
"HTML": 10454,
"Jinja": 1730,
"Shell": 2424,
"Python": 493278,
"Makefile": 611
},
"pushed_at": "2026-07-21T14:01:38Z",
"created_at": "2026-07-04T15:28:56Z",
"owner_type": "User",
"updated_at": "2026-07-21T14:02:39Z",
"description": "Attention is your scarcest resource. Chief is the local-first layer that guards it — turning every agent, alert, and feed into one honest call: interrupt, or not.",
"is_archived": false,
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"primary_language": "Python",
"significant_languages": [
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},
"owner": {
"blog": "https://www.smileflow.cn",
"name": "Smile",
"type": "User",
"login": "SmileLikeYe",
"company": "PINAI",
"location": "Beijing",
"followers": 14,
"avatar_url": "https://avatars.githubusercontent.com/u/8791392?v=4",
"created_at": "2014-09-16T10:39:51Z",
"is_verified": null,
"public_repos": 135,
"account_age_days": 4326
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2026-07-21T14:01:45Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-07-20T23:26:59Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2026-07-14T13:42:56Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2026-07-10T08:45:43Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2026-07-06T13:59:29Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2026-07-06T13:22:50Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2026-07-06T11:16:48Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2026-07-06T11:21:06Z"
}
],
"recent_commits": [
{
"oid": "0714d486cbff2b2b38b124a1cad9006ef52455bd",
"body": "Open the 0.7.0 heading (push pipe: chief push one-liner + two-way Telegram\nrelay, plus the poll-loop hardening), bump pyproject + uv.lock, add the\ncompare link. Unreleased stays empty per the release guard.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): 0.7.0 — the push pipe",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-21T14:01:34Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "07c683fc3f2e2def6053d6efa3eefcb3db80878c",
"body": "…e network\n\nHostile self-review of yesterday's push pipe surfaced six real weaknesses; all\nclosed, each pinned by a test.\n\nThe big one: poll_callbacks was a single point of death — one Telegram 5xx,\ntimeout, or bad body killed the daemon's only phone pipe (buttons AND inbound)\nsilently for the daemo\n[…]\n TransportError, not\njust refused), and 401 with a `chief token` hint.\n\n8 new tests. 401 tests, green; README counts refreshed (341/374 → 401).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "review(step44): harden the push pipe — the phone pipe must outlive th…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-21T13:56:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "46934827b340c08b3b7b08a52d671a6e124b0025",
"body": "Document the push pipe from the source's side: `chief push` as the webhook\none-liner, and the two-way Telegram relay with its chat_id trust boundary. Two\nADRs record the no-new-endpoint / reuse-Telegram decisions and the §13 posture.\nStep 44 in PROGRESS; `chief push` added to the CLAUDE.md command list.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(push): protocol §1b/§1c, ADRs, progress, command list",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-21T13:36:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "e3e2cc63c10e5e0cc95c1a6dc9399b52ec08ebb0",
"body": "…n back out\n\nMake both ends of Chief-as-attention-router first-class without a new endpoint\nor a new external dependency.\n\nInbound as a one-liner: `chief push \"…\" --topic … --urgency …` (and\n`… | chief push` for JSON) is `POST /v1/events` as a CLI. `ingest.push` holds\nthe minimal `{source, summary}`\n[…]\npush envelope/render/round-trip-through-the-real-app/dedup, and\nTelegram inbound message→event + chat-gating + empty-message. 393 tests, green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(ingest): the push pipe — attention in from anywhere, notificatio…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-21T13:36:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c245d57a4fb6236a2eeb751113a8ea5e5ab7b35e",
"body": "… un-pinning\n\nReal preferences move; the cohort benchmark only proves Chief learns a\nfixed one. New eval/drift.py (chief eval --drift) flips every cohort user's\npreferences mid-stream and scores held-out interrupt F1 against the\n*current* truth: 0.86 (learned) -> 0.69 (the instant it flips) -> 0.88\n\n[…]\necycle + drift eval): pyproject 0.5.0 -> 0.6.0,\nCHANGELOG [0.6.0] section, guard green. Nothing releases until a v* tag.\n382 tests, ruff green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(eval): preference-drift benchmark — track a moving target, prove…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-19T12:43:57Z",
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{
"oid": "82b22246417843d2bf7ead8b2c7b59db3493fb41",
"body": "Step 42 shipped learned interrupt pins as write-only: once EMA saturated\non repeated should_interrupt, a topic was pinned forever, and a later\nshould_not_interrupt did nothing. A chief of staff also hears 'stop\nflagging this' — so pins are now two-directional and self-maintaining.\n\n- Un-pin: an expl\n[…]\nssal survives, firing refresh,\nprune fresh-vs-stale, legacy-format tolerance). 379 tests, ruff green. ADR\nappended; CHANGELOG under Unreleased.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(learner): pin lifecycle — un-pinning + staleness decay",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-19T12:35:17Z",
"body_truncated": true,
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},
{
"oid": "19998f11a8c20a5a2971352c4e034ff70df9cf76",
"body": "Ablation, calibration, and red-team shipped in 0.5.0 but appeared nowhere\non the README's 'Evaluated, not asserted' screen, and the cohort story\nstill led with the pre-pins 64% ceiling. Add the three eval rows (ablation\n+42%/+20pp & +38.5pp, calibration AUC 0.368→0.918 / ECE 0.263→0.011,\nred-team 16\n[…]\nand rewrite the cohort narrative to lead with the\npins-broken 95% while keeping the ceiling derivation as its motivation.\nTest count 341 → 374.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): surface the four new evals on the first screen",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-19T12:31:25Z",
"body_truncated": true,
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},
{
"oid": "0b78bb54beae3bf99fe584e8dec5473597a479f4",
"body": "The MCP `stats` tool built its N-day tact report from datetime.now(UTC) while\ntests inject a fixed pipeline clock (FIXED_NOW). Once real time drifted >7 days\npast FIXED_NOW the window excluded the fixture event and test_mcp_tools failed\nin CI (events_in 0 >= 1) — a latent time-bomb, same class as the /api/overview\nfix. Both `stats` and `feedback` now use brain.now_fn() so the MCP surface is\nconsistent with the injected clock, on any date.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(mcp): window stats/feedback off brain.now_fn(), not wall-clock",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-14T11:09:49Z",
"body_truncated": false,
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},
{
"oid": "8ed208f281b37228f3ba5cb934c3776dc4120367",
"body": "EMA weights only pull toward an event's components, so a wanted-but-quiet topic\nconverges below its scene's interrupt bar and stays there — the honest 36%\nceiling from the cohort benchmark. Nudging forever is the wrong move; escalate\ninstead.\n\nNew: when a should_interrupt correction arrives but the \n[…]\n storage + routing\n- pins surfaced in the console /api/learning\n- tests/test_pins.py (3) + updated cohort tests + docs/eval/cohort-benchmark.md\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(learner): learned interrupt pins — break the cohort's 36% ceiling",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-13T10:19:36Z",
"body_truncated": true,
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},
{
"oid": "d2df91d9d774349808cdf1ea21fb2fb534b23a18",
"body": "Chief is a trust boundary; earn it with attacks, not assertions. eval/redteam.py\n(`chief eval --redteam`, exits 1 on any breach) runs 16 hostile payloads across 5\ncategories — guard bypass, persuasion-ignored, malformed payloads, executor\nshell-escape (§13), terminal-escape — all 16 contained, offli\n[…]\nrity/red-team.md write-up\n- tests/test_adversarial.py: harness + HTTP 413/401/422 + terminal rendering\n- CHANGELOG Security section under 0.5.0\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(security): adversarial red-team suite + close two real gaps",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-13T10:04:56Z",
"body_truncated": true,
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},
{
"oid": "7350bbc5e24f7556bf0f9bd60b2ede797542cf67",
"body": "Measure the single number Chief routes on, on the cohort's held-out stream (the\none offline classifier that makes real errors — the fixtures judge is\nground-truth by construction). ~7.2k (score, wanted) pairs fall out of it.\n\nHeadline: raw salience ranks BACKWARDS — loud topics (newsletters) are the\n[…]\nocs/eval/calibration.md; 9 tests pin AUC/ECE and the operating-point contract\n- open the 0.5.0 dev cycle (pyproject + CHANGELOG); no tag pushed\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(eval): calibration — is the routing score trustworthy? (AUC + ECE)",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-13T09:54:06Z",
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},
{
"oid": "630c7b015e3d09788a27c5847c8af22b1e7f9fc3",
"body": "…ts keep\n\nTurn each worthiness-engine stage (SPEC §4.4) off on the golden 200 and measure\nthe accuracy AND cost delta, so the architecture is proven load-bearing rather\nthan asserted. Deterministic, offline (fixtures judge):\n\n full funnel 100.0% · 141 judge calls\n −stage-1 (judge-only) \n[…]\nal/ablation.md write-up; 9 tests pin figures + stage contracts\n- neutral-verdict default for −stage-1 and nominal USD scale disclosed in-report\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(eval): per-stage ablation — prove the three-stage funnel earns i…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-13T09:42:48Z",
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{
"oid": "a4fd7e098e0e470449c8a4e3cb9d0713d003dfdd",
"body": "chore(release): prepare 0.4.0",
"is_bot": false,
"headline": "Merge pull request #7 from SmileLikeYe/codex/prepare-0.4.0",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-10T06:10:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7abd94a28a642caeaead230e779376eaea56697d",
"body": "Keep tagging and PyPI publication as an explicit follow-up after merged CI.",
"is_bot": false,
"headline": "chore(release): prepare 0.4.0",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-10T06:07:56Z",
"body_truncated": false,
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{
"oid": "e5448ebd1272a3899c76bc0e53a7ecfdcee2ddb3",
"body": "ci: test Linux and macOS",
"is_bot": false,
"headline": "Merge pull request #6 from SmileLikeYe/codex/ci-test-macos",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-10T05:59:45Z",
"body_truncated": false,
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},
{
"oid": "ac90ebfec558aad869e7048cca8c8f8f14d3bcfc",
"body": null,
"is_bot": false,
"headline": "ci: test Linux and macOS",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-10T05:57:33Z",
"body_truncated": false,
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},
{
"oid": "9155e1f6421bf6905a2adfbd264af9172d96d02c",
"body": "fix(onboarding): make setup executable",
"is_bot": false,
"headline": "Merge pull request #5 from SmileLikeYe/codex/fix-onboarding-preflight",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-10T05:55:47Z",
"body_truncated": false,
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},
{
"oid": "36a7784466f1d87202a2cf897ee8942f83d701ab",
"body": "Real-source setup mixed an ephemeral uvx command with an installed CLI and let incomplete judge configs appear healthy. Use one persistent command path, expose the generated token, and fail before starting a nonfunctional resident.",
"is_bot": false,
"headline": "fix(onboarding): make setup executable",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-10T05:53:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a6d2ea6a64d8abc81ff985be2ba057f5cda1d5b",
"body": "fix(config): preserve and protect secrets",
"is_bot": false,
"headline": "Merge pull request #4 from SmileLikeYe/codex/fix-config-safety",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-10T05:48:37Z",
"body_truncated": false,
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},
{
"oid": "dd942a0016fc075c27db041bbb5eca6e528a51f3",
"body": "Re-running init previously discarded connectors and rewrote credential files with permissive modes. Preserve existing values, generate bearer tokens, and write user data atomically as 0600 under a 0700 home.",
"is_bot": false,
"headline": "fix(config): preserve and protect secrets",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-10T05:43:21Z",
"body_truncated": false,
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},
{
"oid": "325e92460e794943fc8c2abce9d300c5d6c03922",
"body": "fix(time): honor local wall clock",
"is_bot": false,
"headline": "Merge pull request #3 from SmileLikeYe/codex/fix-local-time-scheduling",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-10T05:37:28Z",
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},
{
"oid": "1fa4753b2c8ed636c5509736d2ddae9cdc15306a",
"body": null,
"is_bot": false,
"headline": "fix(time): honor local wall clock",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-10T05:34:28Z",
"body_truncated": false,
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},
{
"oid": "b7630d3ac3f3e333e9f8dc2a1471e71106f9d046",
"body": "docs: fix README media rendering",
"is_bot": false,
"headline": "Merge pull request #2 from SmileLikeYe/codex/fix-readme-media",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-09T04:52:50Z",
"body_truncated": false,
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},
{
"oid": "d0c6be6927c72c10ff03a8aaf91ec4b2c228d560",
"body": null,
"is_bot": false,
"headline": "docs: fix README media rendering",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-09T04:50:22Z",
"body_truncated": false,
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},
{
"oid": "be5217c7d5dd55e3ac805066ab5fe7653f2e2cc5",
"body": "docs: add product trailer to readme",
"is_bot": false,
"headline": "Merge pull request #1 from SmileLikeYe/codex/add-product-trailer",
"author_name": "Smile",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-09T04:15:52Z",
"body_truncated": false,
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},
{
"oid": "fbb6e846493e8a9573ea4e206a8dfd28c516acee",
"body": null,
"is_bot": false,
"headline": "docs: add product trailer to readme",
"author_name": "smile",
"author_login": "smile-pinai",
"committed_at": "2026-07-09T04:07:35Z",
"body_truncated": false,
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},
{
"oid": "22f522cdff00e198e6a076c5fdb48ea88bacfc1f",
"body": "… not asserted\"\n\nThe substantial evaluation work was buried and the test count was stale (218).\nBring the depth forward, since it's the strongest signal the project isn't shallow:\n\n- New \"Evaluated, not asserted\" section: one table where every claim on the page\n maps to a command that proves it — r\n[…]\n\n- Fixed stale test counts (218/265 → 326) and removed the now-redundant thin\n Quality section. Mirrored across README.md and README.zh-CN.md.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): surface the eval rigor — cohort benchmark + \"Evaluated,…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-08T03:54:27Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9a55ae6207d923b759f04d7897db428c688f1b16",
"body": "GitHub Sponsors targeted at the repo owner; other platforms (Ko-fi, Open\nCollective, custom, …) are commented in and ready to uncomment.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: add FUNDING.yml to enable the repo Sponsor button",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-08T03:40:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d9bde2b0bee1a7004a65b1465aca5c35536dc847",
"body": "Generalize the single-user reward-loop eval (Step 37) to a population — because\n\"Chief learns your preferences\" is a claim about people, not one lucky user.\n\n- eval/personas.jsonl: a committed, seeded 100-user dataset (hidden per-topic\n interrupt preferences, varied scenes, varied feedback-noise ti\n[…]\nnew tests (326 total): determinism, dataset integrity, pinned numbers,\nnoise degradation, the ceiling invariant, and the CLI. Offline, no keys.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(eval): 100-user cohort preference-learning benchmark",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-08T03:25:24Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c49fbb24c544a89581bc0181a923faff68c0b222",
"body": "/api/overview and /api/digest computed their 24h window from datetime.now(UTC),\nwhile the pipeline stamps decisions with brain.now_fn(). In production both are\nreal-now so nothing changes; but any injected clock (tests use a fixed daytime\ninstant to avoid quiet-hours drift) made recent decisions age\n[…]\nerview_reports_counts_and_health returning empty counts. Read \"now\"\nfrom brain.now_fn() so the view is consistent with the decisions it counts.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(console): window overview/digest by the brain clock, not wall-clock",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-08T03:25:12Z",
"body_truncated": true,
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},
{
"oid": "d26d6a26b9898f8853619b16be8991bfd1881685",
"body": "Chief is now on PyPI, so the docs no longer say 'pending':\n- restore the PyPI version badge in README.md / README.zh-CN.md\n- add a pip / uv-tool install hint under the quickstart\n- release-checklist: check off the publish steps; note publishing is now\n automated via Trusted Publishing (no token)\n- BLOCKERS: Step 24 (PyPI) marked RESOLVED\n- PROGRESS: Step 24 no longer ✅(mocked); CLAUDE.md notes the PyPI install\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: reflect the live PyPI release (v0.3.1)",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-07T03:15:47Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bb5c1f11a38a62b806b7f5d76a01f9adcdc03e41",
"body": "…ch plan\n\nDistribution kit — the highest-leverage next step is getting Chief seen, not\nmore features:\n- docs/blog/: the flagship writeup (the funnel, per-model cost accounting, the\n falsifiable learning loop) with real project numbers; linked from README\n- .github/workflows/publish.yml + docs/PUBLI\n[…]\nassets/showcase.gif\n- docs/launch/: launch plan with pre-written HN/X/Reddit copy, awesome-list\n submission drafts, and interview-framing notes\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(launch): blog post, PyPI trusted-publishing, showcase reel, laun…",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-07T00:38:36Z",
"body_truncated": true,
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},
{
"oid": "37319021182daff2a1cf81684f913f78bedaab21",
"body": "The test asserted degraded=True, but during quiet hours a borderline event is\ncorrectly held at digest by the stage-1 rule before the (absent) judge is ever\nconsulted — so degraded is False and both outcomes are correct. Assert the\nactual guarantee (conservative: digest/drop, never interrupt), not the\ntime-dependent mechanism.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(tests): chief-lite zero-config test no longer flakes across midnight",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-07T00:38:28Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c85341697723d960b600eb19f3e403860673b414",
"body": "From a two-finder review of the preference-learning eval (harness verified\nsound: agreement measured before training, real closed loop, deterministic,\nmonotonic by construction):\n- claims-validity: document the convergence ceiling (bounded weights can't\n push a near-zero-signal event over the bar) \n[…]\n pinned by test_below_threshold_topic_cannot_be_learned\n- architecture.md eval/ row + report note the console shows the 5-dim mean.\n 315 tests.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "review(step37): honest reward-loop claims + read-only-wheel fix",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T14:21:54Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c87f5d6e70e6d7b47f6f29cd5f889c40edbbf2e7",
"body": "Closes the reward loop the system implies: reward = natural feedback (±1),\npolicy = per-topic weighted routing, training = the existing EMA learner,\neval = routing agreement vs a simulated user's hidden preferences over rounds.\nDeterministic, offline, no labels/gradient (SPEC §13 holds).\n\n- eval/lea\n[…]\ndback tally that shaped it\n- 15 new tests (harness determinism/monotonicity/no-feedback-no-learning,\n API, CLI, console view). 313 tests total.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(eval): preference-learning reward loop",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T14:11:31Z",
"body_truncated": true,
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{
"oid": "ed2a7054942baa1eeca9d97254530d5076a436fb",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): v0.3.1 — security & robustness hardening",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:59:17Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "67534f3c1b984a1558b5195d9263fb0a99a00b21",
"body": "Security (from a dedicated review pass over the console/connector/feedback code):\n- console: escape event/task ids into data-attributes + delegated listeners —\n closes a stored-XSS → localStorage-token-theft path (Event.id is\n attacker-shaped); all API auth uses hmac.compare_digest; uvicorn binds\n\n[…]\necture\nmodule map gains ui/ and ingest/connectors/; config.example gets\n[connectors.composio]; CLAUDE.md counts + commands refreshed. 301 tests.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "review(v3.2): security + robustness hardening of the product surface",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:57:49Z",
"body_truncated": true,
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},
{
"oid": "58b041dafe4785f579be85b5eb3cb9ec9010df1c",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(release): v0.3.0 — product surface",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:22:39Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d3eb6323ba1233e5966e932bd780ebfaa779c6db",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(cli): keep connector URLs copy-pastable (rich highlight off)",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:21:26Z",
"body_truncated": false,
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},
{
"oid": "2dbb3d029b26245eb2072f81f3daa9e57c948cba",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(cli): one-click source connection",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:20:41Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "962ee0682586ddb8778057c1b77069357ff89d36",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(ingest): connector framework with composio adapter",
"author_name": "SmileLikeYe",
"author_login": "SmileLikeYe",
"committed_at": "2026-07-06T13:19:03Z",
"body_truncated": false,
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"body": "Round-2 gave replay() per-case error containment (one flaky backend call\ndegrades that case instead of aborting a paid run) and round-3 made missing\nfixture judge blocks fail loud — neither behavior had a test. 270 tests.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"body": "Hostile pass over Steps 25-28: wheel now verified to ship golden.jsonl and\nprompt templates; chief eval works from an installed wheel (report dir falls\nback to ~/.chief/eval-reports when site-packages is read-only); real-backend\neval requirements logged in BLOCKERS.md. All four acceptance criteria re-run\ngreen (250 tests).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"body": "Suite ran at 23:54 UTC and two brain-wiring tests fell into the\nquiet-hours stage-1 rule (route digest instead of dispatch). make_brain\nnow defaults now_fn to 2026-07-06T14:00Z so results don't depend on\nwall-clock time of the test run.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "feat(brain): plan-attached interrupts",
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"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~2.2 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 2.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "repository_too_young",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 64,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 51,
"inputs": {
"forks": 3,
"stars": 1003,
"watchers": 1,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "window_too_short"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,003 stars",
"points": 48.7,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1003
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "3 forks",
"points": 2.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 3
}
}
],
"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": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "at_risk",
"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": 44,
"inputs": {
"packages": [
"agent-chief"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 421
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "421 downloads/month across pypi",
"points": 35,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 421,
"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": 56,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 2,
"top_contributor_share": 0.93
},
"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 93% of commits",
"points": 1.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 93
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "2 contributors",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 2
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 72,
"inputs": {
"merged_prs": 7,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "7/7 decided PRs merged",
"points": 38.2,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 7,
"decided": 7
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/23 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 54,
"inputs": {
"followers": 14,
"owner_type": "User",
"is_verified": null,
"owner_login": "SmileLikeYe",
"public_repos": 135,
"account_age_days": 4326
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "14 followers of SmileLikeYe",
"points": 8.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 14,
"login": "SmileLikeYe"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "135 public repos, account ~11 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 135
}
},
{
"code": "account_age_years",
"params": {
"years": 11
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"agent-chief"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"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 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "5 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 5
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 81,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"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": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"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": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"harness",
"harness-engineering",
"llm",
"local-first"
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"has_wiki": true,
"homepage": "https://smileflow.cn/",
"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": "https://smileflow.cn/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
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}
],
"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): Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 34,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"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": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "7 out of 7 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 0/23 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "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": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow 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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "2 existing vulnerabilities detected",
"points": 6,
"status": "partial",
"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": 2
},
"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": 67,
"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": 0.99,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 4669
},
"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
},
{
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