公开记录中等
软件健康报告模式 0.27.0 · 指标 1.14.0 · 2026-07-30 19:55 UTC
professorpalmer / Puppetmaster
Provider-neutral control plane for durable-state agent swarms: subprocess workers, leases, artifacts, memory, and deterministic stitching.
professorpalmer/Puppetmaster 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Vitality（78/100），最低的是Security（36/100）。 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 | puppetmaster-ai | 1.21.5 | 11,490 | 151 | 0 天前 | agentsswarmorchestrationcursorllmredissqlite |
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？
78
开发活跃度
63中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 9/36 | 提交节奏 — 52 周中有 13 周有提交 |
| 18/18 | 提交量 — 最近一年 393 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 | 393 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 13 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 100 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 1.1 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 100 |
| latest_release_tag | v1.21.5 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.1 |
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？
62
流行度与采用
51中等
评分方式
| 39.3/60 | 星标 — 265 个星标 |
| 12.1/25 | 复刻 — 29 个复刻 |
| 0/15 | 关注者 — 2 位关注者 |
所用输入
| forks | 29 |
| stars | 265 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
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 |
| 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 | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
68中等
评分方式
| 54.1/80 | 月度下载量 — pypi 合计每月 11,490 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 | puppetmaster-ai |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 11,490 |
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）
15危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.5/22.5 | 提交分布 — 头号贡献者编写了 98% 的提交 |
| 5.4/13.5 | 贡献者广度 — 4 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 | 4 |
| top_contributor_share | 0.977 |
议题与 PR 响应能力
74良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 27/38.3 | PR 接受 — 已裁定的 PR 中 12/17 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 12 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 5 |
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 |
| 10.2/25 | 所有者影响力 — professorpalmer 有 25 位关注者 |
| 23.1/25 | 既往记录 — 32 个公开仓库，账户约 9 年 |
所用输入
| followers | 25 |
| owner_type | User |
| is_verified | — |
| owner_login | professorpalmer |
| public_repos | 32 |
| account_age_days | 3,530 |
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 — 151 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 | puppetmaster-ai |
| 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？
70
工程实践
60中等
评分方式
| 24/24 | CI 工作流 — 1 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 |
| 0/20 | OpenSSF Scorecard：CI-Tests — 无数据 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：CI-Tests。 其余权重已重新归一化。
文档
85优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 10 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | agent-swarms, agents, ai-agents, claude-code, codex, cursor, distributed-systems, llm, orchestration, sqlite |
| has_wiki | 是 |
| homepage | — |
| 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？
36
安全态势
36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 |
| 0/2.5 | CI-Tests — 无数据 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 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 |
| 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 — no SAST tool detected |
| 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 | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3.6 |
已排除计分（无数据或不适用）：ci_tests, packaging, signed_releases。 其余权重已重新归一化。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
69
AI 代理上下文与指引
80良好
评分方式
| 45/45 | 代理指令 — .cursor/rules/puppetmaster-workflow.mdc, AGENTS.md |
| 0/15 | 机器可读文档（llms.txt） |
| 35.2/40 | 可读的提交历史 — 100 次人类提交中有 66 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 | 0.66 |
| agent_instruction_files | .cursor/rules/puppetmaster-workflow.mdc, AGENTS.md |
| agent_instruction_max_bytes | 15,358 |
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 — clients/typescript/tsconfig.json |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 5 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 | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | clients/typescript/tsconfig.json |
| agent_commit_share | 0.05 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
78良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（clients/typescript/tsconfig.json） |
| 50.8/55 | 可控的文件大小 — 采样的 159 个源文件中有 12 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 1,205,894 |
| source_files_sampled | 159 |
| oversized_source_files | 12 |
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
265GitHub 星标
4贡献者
393最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数（bus factor）
0开放议题
npm, 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
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:puppetmaster-ai@1.21.5; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 0 ★ / 29 ⇿
0Star
29Fork
97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。
主版本 1次版本 19修订 77
OpenSSF Scorecard 3.6 / 10
3.6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 |
| 不适用 | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 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 |
| 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 | no SAST tool detected |
| 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 |
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": [
"agent-swarms",
"agents",
"ai-agents",
"claude-code",
"codex",
"cursor",
"distributed-systems",
"llm",
"orchestration",
"sqlite"
],
"is_fork": false,
"size_kb": 5888,
"has_wiki": true,
"homepage": null,
"languages": {
"HTML": 19061,
"Shell": 1736,
"Python": 4341587,
"Makefile": 378,
"JavaScript": 5670,
"TypeScript": 4854
},
"pushed_at": "2026-07-30T19:50:49Z",
"created_at": "2026-05-06T18:35:01Z",
"owner_type": "User",
"updated_at": "2026-07-30T19:44:49Z",
"description": "Provider-neutral control plane for durable-state agent swarms: subprocess workers, leases, artifacts, memory, and deterministic stitching.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": "Cary Palmer",
"type": "User",
"login": "professorpalmer",
"company": null,
"location": null,
"followers": 25,
"avatar_url": "https://avatars.githubusercontent.com/u/24235924?v=4",
"created_at": "2016-11-28T23:06:20Z",
"is_verified": null,
"public_repos": 32,
"account_age_days": 3530
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.21.5",
"kind": "patch",
"published_at": "2026-07-30T19:50:50Z"
},
{
"tag": "v1.21.4",
"kind": "patch",
"published_at": "2026-07-30T17:11:09Z"
},
{
"tag": "v1.21.3",
"kind": "patch",
"published_at": "2026-07-30T15:50:19Z"
},
{
"tag": "v1.21.2",
"kind": "patch",
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},
{
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"kind": "patch",
"published_at": "2026-07-24T20:26:15Z"
},
{
"tag": "v1.21.0",
"kind": "minor",
"published_at": "2026-07-24T17:58:09Z"
},
{
"tag": "v1.20.10",
"kind": "patch",
"published_at": "2026-07-22T05:30:00Z"
},
{
"tag": "v1.20.9",
"kind": "patch",
"published_at": "2026-07-22T04:13:04Z"
},
{
"tag": "v1.20.8",
"kind": "patch",
"published_at": "2026-07-22T03:01:38Z"
},
{
"tag": "v1.20.7",
"kind": "patch",
"published_at": "2026-07-21T03:03:20Z"
},
{
"tag": "v1.20.6",
"kind": "patch",
"published_at": "2026-07-20T17:22:23Z"
},
{
"tag": "v1.20.5",
"kind": "patch",
"published_at": "2026-07-20T06:12:09Z"
},
{
"tag": "v1.20.3",
"kind": "patch",
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},
{
"tag": "v1.20.2",
"kind": "patch",
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},
{
"tag": "v1.20.1",
"kind": "patch",
"published_at": "2026-07-18T20:34:16Z"
},
{
"tag": "v1.20.0",
"kind": "minor",
"published_at": "2026-07-18T07:52:47Z"
},
{
"tag": "v1.19.16",
"kind": "patch",
"published_at": "2026-07-18T01:39:29Z"
},
{
"tag": "v1.19.15",
"kind": "patch",
"published_at": "2026-07-17T23:07:04Z"
},
{
"tag": "v1.19.14",
"kind": "patch",
"published_at": "2026-07-17T20:20:42Z"
},
{
"tag": "v1.19.13",
"kind": "patch",
"published_at": "2026-07-17T18:03:20Z"
},
{
"tag": "v1.19.12",
"kind": "patch",
"published_at": "2026-07-17T07:00:46Z"
},
{
"tag": "v1.19.11",
"kind": "patch",
"published_at": "2026-07-17T06:48:04Z"
},
{
"tag": "v1.19.10",
"kind": "patch",
"published_at": "2026-07-17T06:20:49Z"
},
{
"tag": "v1.19.8",
"kind": "patch",
"published_at": "2026-07-15T03:06:29Z"
},
{
"tag": "v1.19.7",
"kind": "patch",
"published_at": "2026-07-14T22:29:32Z"
},
{
"tag": "v1.19.6",
"kind": "patch",
"published_at": "2026-07-14T21:48:18Z"
},
{
"tag": "v1.19.5",
"kind": "patch",
"published_at": "2026-07-14T19:47:35Z"
},
{
"tag": "v1.19.4",
"kind": "patch",
"published_at": "2026-07-14T18:51:21Z"
},
{
"tag": "v1.19.3",
"kind": "patch",
"published_at": "2026-07-14T16:54:17Z"
},
{
"tag": "v1.19.2",
"kind": "patch",
"published_at": "2026-07-13T15:40:42Z"
},
{
"tag": "v1.19.1",
"kind": "patch",
"published_at": "2026-07-12T21:25:25Z"
},
{
"tag": "v1.19.0",
"kind": "minor",
"published_at": "2026-07-12T20:00:16Z"
},
{
"tag": "v1.18.1",
"kind": "patch",
"published_at": "2026-07-11T06:22:39Z"
},
{
"tag": "v1.18.0",
"kind": "minor",
"published_at": "2026-07-10T03:15:29Z"
},
{
"tag": "v1.17.0",
"kind": "minor",
"published_at": "2026-07-10T01:09:51Z"
},
{
"tag": "v1.16.0",
"kind": "minor",
"published_at": "2026-07-10T00:40:07Z"
},
{
"tag": "v1.15.0",
"kind": "minor",
"published_at": "2026-07-09T21:02:59Z"
},
{
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"oid": "03cf3583f19c0e78bca186b74cb3af5720ec131c",
"body": "…ild.\n\nLets Marionette request Claude extended thinking on Bedrock without a post-build stamp race.",
"is_bot": false,
"headline": "Forward additionalModelRequestFields through Bedrock Converse body bu…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-16T03:45:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94ce46242961c26522cee956f06eff82700a55dd",
"body": "…kers.",
"is_bot": false,
"headline": "Release v1.19.8: Hashline edits and mtime read cache for agentic wor…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-15T03:02:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9fa5c6ea575a8b53d84cc84490db003abec2c926",
"body": "…kers.\n\nOMP-inspired surgical edit format with stale-tag rejection, tagged read_file, apply_hashline tool, and fs_cache — keeps edit_file as fallback. Kill switches PUPPETMASTER_HASHLINE / PUPPETMASTER_FS_CACHE.",
"is_bot": false,
"headline": "Add Hashline content-hash edits and mtime read cache for agentic wor…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-15T03:01:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "81f30bc3fd8f468128452cc8b0263c0dea0993cb",
"body": "Parallel-safe tool runs in a mixed batch execute concurrently while barrier\ntools and submit/plan preserve emission order. Kill switch\nPUPPETMASTER_TOOL_BATCH_PARALLEL=0.",
"is_bot": false,
"headline": "Add Hermes-style segmented tool-batch concurrency for agentic workers.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T22:26:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "751aa65680b25ba190046ff78bbc18f0aff45914",
"body": null,
"is_bot": false,
"headline": "Docs: CHANGELOG for v1.19.6 same-adapter model fallback.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T21:48:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55b0f1019f51c6cec40e8ed961bf9344519ebf13",
"body": null,
"is_bot": false,
"headline": "Fix same-adapter fallback test: stub CLI present + platform lock on CI.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T21:40:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c13459664bf78e9099e6cf74eda964e68ddea7dc",
"body": "…orm funded.\n\nKeeps billing recovery on a different platform when available; model_unavailable\nstill recovers on a single funded adapter.",
"is_bot": false,
"headline": "Prefer cross-adapter fallback; same-adapter only when no other platf…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T21:36:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72b9cba444fbba1178c7c9c24a7a245fcd56b037",
"body": "When only one platform is funded, auto-fallback can re-route to another\nregistry model on the same adapter instead of giving up. Tracks tried_models.",
"is_bot": false,
"headline": "Allow same-adapter model fallback on model_unavailable / rate_limit.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T21:36:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "102ab6fb3aafbcca2db5af4aab466c1df8818a15",
"body": "…count.\n\nRegression coverage for plan=quality (deliberate) vs implement=cheap (savings)\non the existing ledger; FEATURES notes prewalk is counted.",
"is_bot": false,
"headline": "Test: prewalk jobs attribute ROUTING savings per-leg without double-…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T20:07:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "150ac4eb1a7172b229ee2147a448533e458f09b9",
"body": "Explore/test stay cheap and review/redteam stay quality under auto_route\nwithout pinning models (OMP modelRoles analogue for durable swarms).",
"is_bot": false,
"headline": "Release v1.19.5: per-role swarm routing_policy defaults.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T19:44:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0975969e66ed447332eea459b13f380ba551ccc1",
"body": null,
"is_bot": false,
"headline": "Docs: CHANGELOG + FEATURES for v1.19.4 prewalk.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T18:47:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9fc109adbae789a5968a06ce7c6c05cc7da60d51",
"body": "…njection.\n\nAdds `puppetmaster prewalk` / MCP start_prewalk: quality plan worker then\ncheap implement via depends_on_roles, injecting plan/decision artifacts\ninto implement prompts at runtime for durable low-cost handoff.",
"is_bot": false,
"headline": "Release v1.19.4: plan-then-cheap prewalk (OMP-style) with artifact i…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T18:46:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71c1a8056bbe6ee2f97b107bce3953c194033db0",
"body": "No runtime change — PyPI 1.19.3 already published.",
"is_bot": false,
"headline": "Docs: Status at v1.19.3; ConverseStream in FEATURES and source map.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T17:35:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8656bff26952b8f8162948a2ee3c0076697d15a1",
"body": null,
"is_bot": false,
"headline": "Fix CHANGELOG header placement for v1.19.3.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T16:49:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ce52fdc8b76f462f36d8af5fbb5da9073d01fbed",
"body": null,
"is_bot": false,
"headline": "Release v1.19.3: Bedrock ConverseStream for live chat deltas.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-14T16:49:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74492f548b5b4267fd5936cdd4736e843d05eab7",
"body": "Registry effort=<level> on claude-code entries, wizard effort variants,\npuppetmaster claude --effort flag. Escalating effort composes from effort\nvariants + existing escalation policies (documented in MODEL_ROUTING.md).",
"is_bot": false,
"headline": "Release v1.11.0: Claude Code effort levels (issue #15)",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-13T15:36:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eedbee2d797d110101555bf3d63ea9a9195665cf",
"body": "Keep default swarms read-only through routing",
"is_bot": false,
"headline": "Merge pull request #18 from mrcs64/fix/default-swarms-read-only",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-13T15:32:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57fc70ff199cd66979f38c0356a239369fe7a985",
"body": "… MCP swarms.\n\nEOF",
"is_bot": false,
"headline": "Share ANALYSIS_NO_EDIT_PAYLOAD between DEFAULT_WORKERS and generated…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-13T15:32:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3323b24e22e91b0c75877c42a088df13109b6262",
"body": null,
"is_bot": false,
"headline": "Keep default swarms read-only",
"author_name": "mrcs64",
"author_login": "mrcs64",
"committed_at": "2026-07-13T07:27:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63414edf5d93bbf543cee659c91593d0d9b0a706",
"body": "… cost parity.\n\nAccount discovery, multi-family Converse, cachePoint metering, and docs so Bedrock matches other providers on tokens/savings/price_job.",
"is_bot": false,
"headline": "Release v1.19.1: Bedrock Converse daily driver with prompt cache and…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-12T21:19:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aa83235fa45b6d089c0206a833460cd2555d226",
"body": "Stdlib InvokeModel client (bearer or SigV4, no boto3) plus Windows Hermes effort-home credential copy fallback.",
"is_bot": false,
"headline": "Release v1.19.0: AWS Bedrock as a first-class agentic provider (BYOK).",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-12T19:56:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e54431bedb77231ef12adf0466069f7090dd057",
"body": "…patches.",
"is_bot": false,
"headline": "Fix WindowsPath crash in _windows_spawn_safe under POSIX CI os.name …",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-11T06:19:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e077909a7e18bd71a5b7d180a2001f7a77e4a2e1",
"body": "… npm-shim layout.\n\nBare codegraph.CMD/npx.CMD could not be CreateProcess-spawned from Marionette; prefer node+npm-shim.js and route .cmd through COMSPEC /c.",
"is_bot": false,
"headline": "Release v1.18.1: Fix Windows CodeGraph WinError 2 for .cmd shims and…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-11T06:15:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9597e5beb54d95d3240a15a8a10421c905de3e8b",
"body": "… BYOK.\n\nClaude breakpoints (system, tools, history) default to ttl:1h; Qwen ephemeral; automatic providers unmarked.",
"is_bot": false,
"headline": "Release v1.18.0: AGNT-style all-1h Anthropic prompt cache for agentic…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-10T03:07:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f337f4aa12a1542f4b42524f8b0cd7cf13bbb8c",
"body": "Stamp cache_control on OpenRouter Claude (1h/5m) and Qwen; sticky session_id.\nAutomatic providers unchanged.",
"is_bot": false,
"headline": "Release v1.17.0: OpenAI-wire Claude/Qwen explicit prompt cache.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-10T01:03:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63d25e193bfa5cb25ca857f8d236916f9736162e",
"body": "Stable system+tool breakpoints use ttl=1h; moving history stays default 5m.\nOverride with PUPPETMASTER_ANTHROPIC_CACHE_TTL=5m|off.",
"is_bot": false,
"headline": "Release v1.16.0: Anthropic cache 1h stable / 5m history split.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-10T00:33:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d339574c726c7c194d38b63697b42165416758f",
"body": "CLI receipt + MCP puppetmaster_job_receipt; PATCH counts as typed yield.",
"is_bot": false,
"headline": "Release v1.15.0: objective job run-efficiency receipts.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T20:59:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5bb35ee15930faaedff566e2250f283c6628284",
"body": "Receipt command + polish (PATCH typed, MCP tool, 3.9 annotations).",
"is_bot": false,
"headline": "Merge pull request #17 from kbentonferguson/bferguson/job-run-receipt",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T20:59:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a843cb7f4ae8f0bcd65d3bf5390235b7466759f",
"body": "Implement jobs were scored as zero-typed without PATCH. Add puppetmaster_job_receipt MCP parity with cost, drop unused datetime imports, and use Optional for the 3.9 floor.",
"is_bot": false,
"headline": "Polish receipt: count PATCH as typed, MCP tool, 3.9-safe annotations.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T20:53:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b549993fc74eaef0f42d14265db71c1d41afa19e",
"body": "…ests",
"is_bot": false,
"headline": "Add `receipt` command for job run-efficiency metrics and supporting t…",
"author_name": "kbentonferguson",
"author_login": "kbentonferguson",
"committed_at": "2026-07-09T20:52:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "05c79a0d54003ed866209edbf41a4aa99df30b33",
"body": "Ship Sol/Terra/Luna across starter + curated catalogs; only unwrap Codex-style wrappers when top-level type is absent so typed artifacts are not clobbered.",
"is_bot": false,
"headline": "Release v1.14.2: GPT-5.6 catalog and safer nested artifact unwrap.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T20:25:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91223c7654956ccdce79036d2b711c8d845560d3",
"body": "…-salvage\n\nHandle nested wrappers as structured artifacts",
"is_bot": false,
"headline": "Merge pull request #16 from kbentonferguson/fix/codex-structured-json…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T20:18:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2bd7ea256fcbf2e21710c0bff1be15924f78b08",
"body": null,
"is_bot": false,
"headline": "Handle nested wrappers as structured artifacts",
"author_name": "kbentonferguson",
"author_login": "kbentonferguson",
"committed_at": "2026-07-09T19:13:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "239615ceafb9a32f2d9cbf615eb1c04570dad022",
"body": "Prefer router-fallback/escalation and the best usage record so a failed\nplan-billed Cursor attempt no longer zeros a successful agentic run.",
"is_bot": false,
"headline": "Release v1.14.1: price final routing after fallback.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T18:51:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b36270d2ca8cca451394667b68e890c8361572f2",
"body": null,
"is_bot": false,
"headline": "Repair v1.14.0 CHANGELOG backticks after escape mangling.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:44:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27c72b956b4b4251a495c2b8c89b36c1aa770bfd",
"body": "Restore UTF-8 em dashes and drop the BOM introduced by the release bump write.",
"is_bot": false,
"headline": "Fix CHANGELOG encoding for the v1.14.0 section.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:42:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "303dd30bb8cb5b92e5af16c79d725c8abaf8af39",
"body": "Savings-gated tool-output offload, turn/budget history compaction, and per-job shared CodeGraph/repo brief for swarm subprocesses.",
"is_bot": false,
"headline": "Release v1.14.0: worker thrift (offload, compaction, job brief).",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:41:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b59b14ce051a95c2c80b679f1278bb2b30178dc1",
"body": "Resolve briefs via sidecar/job-dir scan only so adapter stream tests stay hermetic, and use a portable verify command on Windows.",
"is_bot": false,
"headline": "Avoid git probes on the job-brief prompt path.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:41:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d4deaab9ec1470b92e52e64d895a7f92dc7de26",
"body": "Compute census + goal CodeGraph once at job start, persist under the job dir, and inject identical bytes before each task instruction.",
"is_bot": false,
"headline": "Add per-job shared CodeGraph/repo brief for sibling workers.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:35:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6646448a2ea478739354ed353e61aee9715ec0cc",
"body": "Stub older tool results after N turns or over budget while keeping the static system prefix cache-stable.",
"is_bot": false,
"headline": "Add turn-count history compaction for long agentic workers.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:28:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0f911f68ee94dd14474dc3f69982a6da47d99510",
"body": "Spill large tool results to durable blobs with head/tail previews and measured ledger credit instead of blunt 12k truncation.",
"is_bot": false,
"headline": "Add savings-gated tool-output offload for agentic swarm workers.",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T04:20:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60810dba528dbc92d2c1401d47afb8097421728c",
"body": "test_anthropic_wire_normalizes_blocks still expected a bare system string;\nprompt-cache wrapping emits a text block with ephemeral cache_control.",
"is_bot": false,
"headline": "Fix anthropic wire test for cache_control system blocks",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T02:39:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "add741e654980595c56f85b950086abbd1b34b9d",
"body": "Read-modify-write platform lock so Marionette's harness_initialized marker\nsurvives platform enable. Anthropic cache_control breakpoints and static-first\nworker prompt assembly for cross-worker prefix caching.",
"is_bot": false,
"headline": "v1.13.0: platform.json foreign-key preserve + swarm prompt-cache lifts",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T02:31:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b0e9f1211d392fe11ce56ef2818643e03d9eceb",
"body": "…form.json shared with Marionette)",
"is_bot": false,
"headline": "platform_lock: preserve foreign keys on write (read-modify-write plat…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T00:42:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7fb660be1255f8971437c30119133f327a8354d",
"body": "…olling history markers, PUPPETMASTER_PROMPT_CACHE kill switch, cache_write_tokens usage)",
"is_bot": false,
"headline": "Anthropic prompt-cache breakpoints in provider_chat (system+tools+2 r…",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T00:40:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e7b2749b93f5dde9098096008480341652963f5e",
"body": "Invert prompt assembly to static-first / instruction-last so sibling\nswarm workers open with an identical, provider-cacheable prefix:\n\n- _prompts.py: builders emit boilerplate/contracts first and the task\n instruction last under a stable \"Your task:\" header; census, memory,\n and skill sections ins\n[…]\nn resolved cwd + task + max_nodes) so a swarm does not\n re-run the CodeGraph CLI per worker.\n- New tests in tests/test_prompt_prefix.py including a shared-prefix\n property test across sibling tasks.",
"is_bot": false,
"headline": "Static-first worker prompt assembly for cross-worker prompt caching",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-09T00:24:45Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "81e2f011e1b9b042f84aab4aff6379170436282f",
"body": "Grok 4.5 at capability 97 clears PLAN_FRONTIER_MIN_CAPABILITY (85), so\ntests that only stripped cursor/fable-5 no longer exercised the\nno-frontier discovery path. Strip every plan-billed model at/above the\nfrontier floor instead.",
"is_bot": false,
"headline": "Fix plan-catalog thin-starter fixtures after Grok 4.5",
"author_name": "Cary Palmer",
"author_login": "professorpalmer",
"committed_at": "2026-07-08T20:08:53Z",
"body_truncated": false,
"is_coding_agent": false
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