公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-30 06:32 UTC

outshift-open / ioc-protocols-models

PythonApache-2.0★ 4 星标⑂ 0 复刻始于 2026年6月在 GitHub 上查看 ↗

outshift-open/ioc-protocols-models 的健康指数为 100 分中的 52 分,处于「中等」区间。 其得分最高的类别是Vitality(72/100),最低的是Community & Adoption(23/100)。 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。

52
总分 / 100
中等

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

52
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

Outshift组织
12 关注者12 个公开仓库始于 2025年9月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIioc-l9-all-models0.0.8380312 天前iocl9protocolsai

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?

72良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
6.9/36提交节奏 — 52 周中有 10 周有提交
18/18提交量 — 最近一年 178 次提交
0/10OpenSSF Scorecard:Maintained — project was created within the last 90 days. Please review its contents carefully
所用输入
commits_last_year178
human_commit_share1
days_since_last_push0
active_weeks_last_year10

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 4 个版本标签(无 GitHub 发布版本)
36/36发布时效 — 最近一次发布版本于 12 天前
27/27发布节奏 — 约每 7.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count4
latest_release_tagv0.0.8
releases_from_tags
days_since_latest_release12
mean_days_between_releases7.3
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?

23危急 · 占总体的 18%
评分方式
7.7/60星标 — 4 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 2 位关注者
所用输入
forks0
stars4
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

25危急
评分方式
0/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
34.4/80月度下载量 — pypi 合计每月 380 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
packagesioc-l9-all-models
dependents
ecosystemspypi
total_downloads
monthly_downloads380
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?

54中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
10.2/22.5提交分布 — 头号贡献者编写了 55% 的提交
13.5/13.5贡献者广度 — 11 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled11
top_contributor_share0.548
评分方式
5.8/46.8议题解决 — 12% 的议题已关闭
33.8/38.3PR 接受 — 已裁定的 PR 中 30/34 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs30
open_issues7
closed_issues1
issue_closed_ratio0.125
closed_unmerged_prs4
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
8/25所有者影响力 — outshift-open 有 12 位关注者
9.8/25既往记录 — 12 个公开仓库,账户约 0 年
所用输入
followers12
owner_typeOrganization
is_verified
owner_loginoutshift-open
public_repos12
account_age_days315
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 12 天前
12/20版本历史 — 3 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
packagesioc-l9-all-models
ecosystemspypi
any_deprecated
min_days_since_publish12

工程质量

基础的工程与文档实践是否到位?

45存在风险 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

10危急
评分方式
0/30README
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
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

62中等 · 占总体的 16%

安全态势

53中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.3
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。
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
sourceosv
advisories0
affected_packages0
assessed_packages85
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
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:ioc-l9-all-models@0.0.8 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 85 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。

50中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 95 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.95
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
0/11Lint / 格式化配置
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
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespoetry.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.85
toolchain_manifestsSSTP/language_bindings/golang/go.mod, SSTP/subprotocol/sab/language_bindings/golang/go.mod, tests/language_bindings/golang/go.mod
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
52.5/55可控的文件大小 — 采样的 111 个源文件中有 5 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes115,681
source_files_sampled111
oversized_source_files5

机器可读接口

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

关键数据

4GitHub 星标
11贡献者
178最近 12 个月提交数
0距最近推送天数
4发布版本数
1巴士系数(bus factor)
7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
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

更多细节

OpenSSF Scorecard 5.3 / 10
5.3综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-30 06:31 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests4 out of 4 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
直接依赖 7
注册表软件包版本约束清单文件
PyPIpydantic>=2.0pyproject.toml
PyPIjson-schema-for-humans>=0.47.0pyproject.toml
PyPIlitellm>=1.89.3pyproject.toml
PyPIurllib3>=2.7.0pyproject.toml
PyPIlanggraph>=1.1.4pyproject.toml
PyPIpython-dotenv>=1.0.0,<2.0pyproject.toml
PyPIa2a-sdk^1.1.0pyproject.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

依赖安全公告 0

安装 pypi:ioc-l9-all-models@0.0.8 会引入 85 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": 3538,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Go": 39421,
        "Shell": 77295,
        "Python": 1073029,
        "Makefile": 12553
      },
      "pushed_at": "2026-07-29T14:15:04Z",
      "created_at": "2026-06-24T20:25:07Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-29T14:21:54Z",
      "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://outshift.cisco.com",
      "name": "Outshift",
      "type": "Organization",
      "login": "outshift-open",
      "company": null,
      "location": null,
      "followers": 12,
      "avatar_url": "https://avatars.githubusercontent.com/u/232867219?v=4",
      "created_at": "2025-09-17T16:23:15Z",
      "is_verified": null,
      "public_repos": 12,
      "account_age_days": 315
    },
    "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": "v0.0.8",
          "kind": "patch",
          "published_at": "2026-07-17T18:59:46Z"
        },
        {
          "tag": "v0.0.7",
          "kind": "patch",
          "published_at": "2026-06-30T21:52:52Z"
        },
        {
          "tag": "v0.0.2",
          "kind": "patch",
          "published_at": "2026-06-25T23:15:12Z"
        },
        {
          "tag": "v0.0.1",
          "kind": "patch",
          "published_at": "2026-06-25T19:42:17Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "d4f9e64be40f9f3fbe72a1e5bbe2fd01c1cf8d27",
          "body": "docs: L9 formal spec + full documentation suite audit and fixes",
          "is_bot": false,
          "headline": "Merge pull request #43 from outshift-open/pbosch-local",
          "author_name": "Peter Bosch",
          "author_login": "pb10006",
          "committed_at": "2026-07-29T14:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b818a23cee8b408edcb42faa25d46e34cc93a6a",
          "body": "Resolves modify/delete conflicts on three SKILLS.md placeholder files\nthat were inadvertently removed in the doc rename sweep.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: merge main — restore tfp skills placeholder stubs",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-29T06:52:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c690c6c18b5516101d2b52aab49c7c64a7de01d8",
          "body": null,
          "is_bot": false,
          "headline": "Add SAB and TFP subprotocol skills (#31)",
          "author_name": "Shridhar Saurin Shah",
          "author_login": "Shridhar-2205",
          "committed_at": "2026-07-28T19:44:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "361be1e3e74ad8408f1de7532236e64dcd9a8af8",
          "body": "Accidentally removed during section-numbered file renames in 9cda9e3.\nRequired by the Python wheel build (poetry reads it as readme).\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): restore PACKAGE.md deleted in doc rename commit",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T16:29:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "16dc3767201a271f89d6d9b7ca6d8e8a272f24d3",
          "body": "Adds a new §Message Flows section to 11-l9-formal.md with grammar-line\nannotations (intent → exchange* → commit style) and per-step tables for:\nsession open, taskwork prior declaration, SIEP task panel, CIP repair cycle,\nand the full TP→TW→T lifecycle summary.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(formal): add message flows section with annotated grammar tables",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T16:13:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d932615da374b2722312fe932013b345445ef3d2",
          "body": "… API, code bugs\n\nDocs fixed:\n- 05-subprotocols: phase threshold table (TP=forced_accept, TW=0.15, T=0.10);\n  snp-convergence fields (profile/operation/participant_ids/mpc/gar/scr/episode_id);\n  deliberation_pass operation label → accept + deferred_to non-null\n- 11-l9-formal: version 0.0.6→0.1; prop\n[…]\nix key path header[\"context\"][\"kind\"] → header[\"kind\"]\n  (kind lives at header root; context.kind never exists — branch was permanently dead)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs+code): third-pass audit — phase thresholds, wire format, ToM…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T14:23:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e45c13bdea9afc8eed7aa40cfc47b65c5094ae91",
          "body": "Fix API signatures across all docs to match actual code:\n- pivot_fn: counter_list/accept_list are position dicts, not agent ID strings\n- commit_fn: returns tuple[dict, str] | None, not dict | None\n- repair_fn: 9 keyword args (controller_id, member_id, concept_id, task_goal,\n  proposal_msg_id, assess\n[…]\n- both structural and LLM failure paths now set grounding_failure: True in\n  result dict so _run_cip_repair in negotiation.py fires correctly\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: second-pass audit fixes — API signatures, defaults, layout, bug",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T13:24:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "323ded2304195f753e053223eb4b03e16caaa184",
          "body": "Wire isolation fixes:\n- specialists.py: _taskwork_assessment private attr removed; TW accept path\n  now carries full assessment fields (rationale, supporting_evidence,\n  likely_cause, posterior) on the wire so orchestrator reads only from\n  tw_result.specialist_positions\n- orchestration.py: all_posi\n[…]\nemory → team-memory throughout\n- TFP/SAB no-reference-implementation warnings added\n- 13-l9-getting-started-legacy.md deprecated notice added\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): enforce wire isolation + correct all subprotocol docs",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T12:51:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "009bcb9cfa58f9c1eabb6eb3006585b88d2ba118",
          "body": "…per manuals\n\nCIP, SIEP, SAB, and TFP spec files rewritten as verbose developer manuals with:\n- Developer-facing rationale for each design decision\n- Full annotated JSON wire examples for every protocol scenario\n- Field-by-field payload reference tables\n- Formal protocol flows with invariants\n- Inte\n[…]\nm 7-line tables to\nsub-protocol introductions with purpose summary, key concepts,\nepisode grammar, and ordered where-to-start reading guides.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(subprotocols): expand all four sub-protocol specs to full develo…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T11:56:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "da0d60ab0c7b088565c1cdeb3d077749131f6769",
          "body": "…nd 05-subprotocols\n\n00-readme.md: add Sub-protocols section with linked table (CIP/SIEP/SAB/TFP),\n  anchor links in Key Concepts glossary row.\n\n05-subprotocols.md:\n- CIP: add full payload structure (utterance/grounding/belief sub-blocks with\n  all fields), revision_cause table, step-by-step repair \n[…]\nidate/selection/commit flow, tfp payload type\n  table, discovery model comparison, greedy set-cover algorithm, relationship\n  to TP/CIP/SIEP.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(documentation): link + expand all four sub-protocols in readme a…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T10:47:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "41a30376c84e7dd89ef2440d0665b48f4a64982d",
          "body": "Every document in SSTP/documentation/ rewritten from field-listing stubs to\nverbose developer manuals explaining the why, invariants, failure modes, and\nhow receivers use each construct. Covers all 11 files not already expanded:\n\n- 00-readme.md: index with concept map, reading paths, key-terms table\n[…]\nng install, typed construction, schema validation\n- 15-l9-a2a.md: CF architecture, CEResponse contract, skill plugin interface, module layout\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(documentation): expand all SSTP docs to full developer manuals",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T10:41:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "573e21bc5b1eb2c5b47bc8173b9eb36df9da920b",
          "body": "…urce\n\nEvery header field, kind/subkind value, participant/actor field, message\nfield, context sub-block (topic, epistemic, semantic), policy field,\nattributes field, and all 13 payload types (utterance, siep, cip,\ncip-repair, snp-convergence, belief, winning-position, individual-\npositions, case_co\n[…]\nhow receivers use them.\nSourced from l9_schema.json, builder.py, emit functions, negotiation.py\ncommit assembly, and cip/siep payload models.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(l9): expand 03-l9-message-structure with per-field prose from so…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T10:08:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b3e83f1c0c7eb30846672279c5d00947750c1863",
          "body": "All three phases use SIEP + CIP (StarNegotiator from siep.src.negotiation\nwith CIP gating every exchange). TFP and SAB are not used by hcpanel.\n\n- Phase 1 (Team Process): SIEP panel_name=\"team_process\", not TFP\n- Phase 2 (Taskwork): SIEP panel_name=\"taskwork\" + CIP, not CIP-only\n- Phase 3 (Task): SI\n[…]\nrotocol=SIEP not subprotocol=CIP\n- Add explanation of why taskwork accept_threshold is 0.05 (collect\n  independent priors, not converge them)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct sub-protocol assignments in getting-started",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T09:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e4ed722bd08a178b2484141bc022c8283b36dcf3",
          "body": "…quality metrics\n\nFull rewrite of 02-getting-started.md:\n- Verbose intro explaining why HCPanel is the reference application and what\n  each of the four sub-protocols (TFP, CIP, SAB, SIEP) contributes per phase\n- Per-phase walkthrough: TFP role assignment + CIP gating in TP, CIP-only\n  prior declara\n[…]\noutput schema\n- Wire trace rendering instructions with links to pre-rendered traces\n- Expanded Next Steps with one-line descriptions per link\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(getting-started): major expansion with sub-protocol details and …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T09:51:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9cda9e3c29f6fca61a807c216867246a41dd44db",
          "body": "- Rename all .md files with section-number prefixes (00-readme.md through\n  15-l9-a2a.md in SSTP/documentation/; 01-* in all subprotocol/skill dirs;\n  root README → 00-readme.md through LICENSE → 06-license.md)\n- Add 00-readme.md index files to every directory that contains docs\n- Write 7 new SSTP/d\n[…]\nols,\n  rich documentation table, verbose quick-start and sessions/episodes example\n  with per-line commentary covering CIP/SIEP/SAB/TFP roles\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: section-numbered file renames, new core docs, expanded 00-readme",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-28T09:48:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5e1251588d3d5dc1e8a45c14ba017ad1b069417d",
          "body": "feat(hcpanel): local model offload, TP/TW split, commit_fn + app-layer callback hooks",
          "is_bot": false,
          "headline": "Merge pull request #42 from outshift-open/pbosch-local",
          "author_name": "Peter Bosch",
          "author_login": "pb10006",
          "committed_at": "2026-07-27T15:14:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e455f6addae38744ce49e960abf6756c6b0aba92",
          "body": "- case_context now on both TW and T panel intents (removed taskwork-only\n  guard in StarNegotiator; added case_context to RingNegotiator intent)\n- case_context on outer session:close commit:converged via _emit_episode_close\n- case_context dict expanded to full PatientProfile (locality, medication_al\n[…]\nrender_trace.py: case_context rendered inline (not collapsed), belief and\n  snp-convergence also rendered inline on commit:converged messages\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): full case_context coverage on all wire boundaries",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-27T13:22:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "65d7009679b3ba5875f5b9f2c6992fb1ef9c1d2b",
          "body": "Add case_context param to L9.open_task(), L9.run_task(), and\nTaskSession.run_task() so the T-phase StarNegotiator receives the patient\ncase and emits case_context on the T commit:converged wire message.\n\nWire is now self-contained for both TW and T phases.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): thread case_context through T-phase run_task",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-27T10:36:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "daf37347b72efae504d7cb81346174ceae6863ab",
          "body": "…essages\n\nAdd {prior, likelihood, posterior} belief triplet and case_context payload\npart to commit:converged (Star + Ring negotiators) and knowledge messages.\nbelief is team-level: prior = mean of initial_priors, posterior = mpc,\nlikelihood = posterior / prior. case_context carries the full patient case\non TW and T knowledge announcements, absent on TP.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): belief + case_context on commit:converged and knowledge m…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-27T10:11:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "545b4c4945267a4a4a21506965da9ec752f44ffd",
          "body": "…messages\n\nCarry the full patient case over the L9 wire in a case_context payload\npart on the taskwork panel intent (symptoms, health_history, meds,\nchat_history). Specialists reconstruct PatientProfile from wire data\nrather than in-process app state, fixing health_history always-empty.\n\nAdd structu\n[…]\n every SIEP\nexchange message (propose + specialist response). likelihood = posterior\n/ prior, enabling per-exchange Bayesian update tracking.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): case_context on wire + Bayesian belief block on exchange …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-27T09:08:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8df6732acb67f0d4d859138ee89976522186b2e0",
          "body": "Thread on_intent_hook/on_debate_round_hook/on_commit_hook through\nHCPanelSystem → SpecialistAgent; commit_fn through HCPanelSystem →\nDebateOrchestrator → session.run_task. All hooks are optional and\nnull-safe. run1pt.py wires simple CB_LOG logging functions to every\nslot to verify end-to-end firing.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): app-layer callback hooks on all three callback slots",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-25T10:10:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "17b6e9ac7f351b2acda5e3b83795fbc0868a7ab1",
          "body": "Move commit_fn (controller) and on_commit (specialist) invocation into\nStarNegotiator.run() before the commit:converged message is appended to\nthe wire, matching the pivot_fn pattern. Return value from the callback\nshapes winning_position/resolution_label in the emitted envelope.\n\n- NegotiationConte\n[…]\n to l9.handle();\n  _on_commit_converged wired via l9.on_commit()\n- run1pt.py: single-patient local+remote run script (pt-1008, qwen2.5+Haiku)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): commit_fn/on_commit fired before commit:converged wire emit",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-24T15:26:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2663ffd8599ad8cb6a0c646b4c42dad95becc913",
          "body": "Run team_process once as a standalone L9 session (phases=[\"team_process\"]);\nreuse the frozen TeamProcessResult across N patient taskwork+task sessions.\nTP wire trace captured before bus reset and included as tp_trace in the result\nJSON. Renderer opens with a full TP section before patient episodes.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): TP/TW split — separate sessions, TP wire trace in output",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-23T16:39:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6d63215e679f6987769b87472d5d64f3f75904f4",
          "body": "…ordering\n\nSession-open handshake:\n- Remove forged wire_received receipts emitted by controller on behalf of\n  participants in open_session() — these were fake, specialists had not yet\n  received anything\n- Suppress emit_wire_received in deliver.py for intent and received: messages,\n  eliminating th\n[…]\n\n  now inherit the preceding wire message timestamp rather than sorting to end;\n  this keeps them in wire-append order in the rendered output\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): proper session-open handshake, ToM prediction loop, trace …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-23T12:16:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a716366f54f21563c2974e6460cd89aa7b71f0b9",
          "body": "Add _to_float() helper in specialists.py that maps 'high'/'medium'/'low'\nto float and falls back to a default rather than raising ValueError.\nReplace all bare float(result.get(...)) call sites with _to_float().\n\nAlso fix build_llm_client('local') to pass model=None when constructing\nthe inner fronti\n[…]\n10 (Tier 1/2), anthropic=41 (Tier 3), 0 routing violations.\n  gar=0.80, mpc=0.668, resolution=stale_majority — matches pure-anthropic output.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): tolerate word-valued confidence fields from local models",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-21T16:18:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ba0f0b19566b4df9e9068d773e76ebdb2f2f4f64",
          "body": "Add OllamaHealthcareLLMClient (OpenAI-compat, targets localhost:11434/v1),\nTaskRoutingLLMClient (dispatches by task tier), and _LOCAL_TASKS frozenset\n(tom_belief_seed, tom_peer_predict, tom_belief_update, diagnostics_assessment,\nteam_prior_reasoning, team_prior_commit, insurance_coverage_review).\n\nb\n[…]\nenv vars).\ndrain_trace() on TaskRoutingLLMClient merges both inner buffers so llm_trace\nbackend field shows 'ollama' vs 'anthropic' per call.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): local model offload for hot-path ToM tasks via Ollama",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-21T15:45:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "22b4eb6f97b571961ca4ebc8cd4456288e407ba9",
          "body": "fix(siep/hcpanel): genuine GAR/SCR metrics + counter-proposal position extraction",
          "is_bot": false,
          "headline": "Merge pull request #25 from outshift-open/pbosch-hcpanel-merge",
          "author_name": "Peter Bosch",
          "author_login": "pb10006",
          "committed_at": "2026-07-21T14:14:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81f80a8f6c572deedf347a018fbec70ce6f9cbe8",
          "body": "Replace per-agent phase-filtered queue with a unified timestamp-sorted\ntimeline so every LLM call (tp_case_frame, tp_debate_accept_or_counter,\ntp_process_commit, diagnostics_assessment, debate_pivot_synthesis, etc.)\nappears at its natural chronological position alongside wire messages.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): interleave LLM calls by timestamp in trace renderer",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-21T11:59:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3894cd150388100492f6d6e7d05b20cafad6a049",
          "body": "Signed-off-by: Mohamed Elidrisi <melidris@cisco.com>",
          "is_bot": false,
          "headline": "finish the L9 to Base move",
          "author_name": "Mohamed Elidrisi",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-21T06:12:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "044aa35ee942e40a3aa2bfbaba0ed567408e4df7",
          "body": "Signed-off-by: Mohamed Elidrisi <melidris@cisco.com>",
          "is_bot": false,
          "headline": "moving SSTP/l9 to SSTP/base",
          "author_name": "Mohamed Elidrisi",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-21T06:07:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2457c883b3a95c238fa8ace97f5ae9d7eab57d6d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into pbosch-hcpanel-merge",
          "author_name": "Mohamed Elidrisi",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-21T05:54:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df98a46a1b4fff07d3b1e5dbdf3361cdd283cfcc",
          "body": "Knowledge payload now shows a collapsible value_detail block in the\nrendered trace, exposing supporting evidence, role assignments, and\nreasoning summaries that were previously invisible.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): render value_detail in knowledge trace blocks",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-20T16:13:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0f89725ea911226baa204393f483aa1a5a90a5ed",
          "body": "- negotiation.py: star negotiator panel-broadcast kind=commit:converged-knowledge\n  (was kind=knowledge) — only session.announce_knowledge() writes to team-memory\n- orchestration.py: always apply specialist diagnostics_assessment confidence\n  as T-phase starting position, not shared TW prior (was collapsing GAR to 0)\n- llm_backends.py: add call-level logging for network hang diagnosis\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): GAR=0 + duplicate knowledge messages",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-20T13:35:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ec0f5acdc0bb791f6c48c59c2f0624b0b379279e",
          "body": "…phases\n\nRemove automatic knowledge announcement from L9 infrastructure layer. All\nthree phases (TP, TW, T) now have auto-announce removed; orchestration.py\nexplicitly calls session.announce_knowledge() after each phase with full\napplication-assembled content (concept_id URN, value, value_detail).\n\n\n[…]\ns.append()\n- stores.py: TeamGroundedTruth gains clinical_context field\n- main.py: remove _write_knowledge_to_tem loop from _node_coordination\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): application-controlled knowledge announcement for all …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-20T09:03:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b6b4dc251e0f4facefc75cc5fda976154a7040f2",
          "body": "Signed-off-by: akanjosh <akanjosh@cisco.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.0.8 (#36)",
          "author_name": "akanksha276",
          "author_login": "akanksha276",
          "committed_at": "2026-07-17T18:59:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5203966912f4daa7358d0909ef89ad94a0d83b75",
          "body": "… (schema 0.1.1) (#34)\n\n* feat(sab): add issues/options_per_issue to Negotiate + Commit semantic contexts\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>\n\n* feat(sab): add round_messages to negotiate payload; bump schema+binding to 0.1.1\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>\n\n* docs(sab): rege\n[…]\nm>\n\n* refactor(sab): keep options_memory_blob on NegotiateSemanticContext only (drop from commit)\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>\n\n---------\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>",
          "is_bot": false,
          "headline": "feat(sab): canonical payload fields — issues/options + round_messages…",
          "author_name": "akanksha276",
          "author_login": "akanksha276",
          "committed_at": "2026-07-17T18:52:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a9239c13cfd5400bf9537dc8618a2e7838501608",
          "body": "* Adding common drfit_detection\n\nSigned-off-by: Mohamed Elidrisi <melidris@cisco.com>\n\n* feat: Drift Detection output schema (rename + flesh out)\n\nRename drift_dectection.py → drift_detection.py and replace the\nplaceholder with the real source-of-truth output schema:\n\n  * SeverityLevel enum (low / m\n[…]\no-authored-by: Mohamed Elidrisi <melidris@cisco.com>\nCo-authored-by: cathewan <cathewan@cisco.com>\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: akanjosh <akanjosh@cisco.com>",
          "is_bot": false,
          "headline": "Feat/drift data model (#17)",
          "author_name": "cathewan1",
          "author_login": "cathewan1",
          "committed_at": "2026-07-16T21:55:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4a996368839df7d50cae810d71ae9b69b86c12eb",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into pbosch-hcpanel-merge",
          "author_name": "melidriscisco",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-16T18:12:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "534f9da2cabe9d19a60ea7d18a8580d2e9ca1cf4",
          "body": "…change Protocol (#35)\n\nSigned-off-by: Mohamed Elidrisi <melidris@cisco.com>",
          "is_bot": false,
          "headline": "Adding and Updting SIEP to the correct format Semantic Information Ex…",
          "author_name": "melidriscisco",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-16T17:37:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "974b24a1527a0485cc87a776b95b88b3ab96840d",
          "body": "_T_STRIP was removing reasoning_summary and other fields that carry\nspecialist rationale into the T-phase debate. Strip only team_process\n(raw patient data embedded for TW); role/panel/etc. are already excluded\nat the siep-ctx wire boundary by _POS_KEYS in negotiation.py.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): strip only team_process from positions, not all metadata",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T17:04:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ca3ff0a7d9464bad33d633fefb3aa4dcda23d480",
          "body": "getattr(round_ep, \"turn\", 0) always returned 0 because DebateRoundEpisode\nhad no turn property — the field lives on DebateRoundContext (_ctx).\nAdded turn @property that delegates to _ctx.turn, and simplified the\nround_idx call to round_ep.turn + 1.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): expose turn property on DebateRoundEpisode",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T16:46:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ad465eae63d26202087cd565b847bdc9d75684ed",
          "body": "turn from siep-ctx is 0-based (round_idx from negotiation loop).\nConvert to 1-based before passing as round= to the LLM call so that\nthe instruction \"in round >= 2, be specific\" activates correctly.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): correct round number passed to debate_accept_or_counter",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T15:56:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "abbc5441060c3b3985100cc32791dbd3ead74948",
          "body": "_POS_KEYS was stripping team_process from TW ctrl_pos, breaking patient\ninjection in _tw_accept_or_counter (_session.patient stayed None, so\ndiagnostics_assessment never fired and all specialists accepted at seed).\n\nteam_process and concept_id are needed in TW; they are already stripped\nfrom T-phase\n[…]\norchestration.py.\n\nValidated: diagnostics_assessment fires (10 calls), GAR=1.00 SCR=0.00,\nT-phase 7.3 min (7× faster than 53.4 min baseline).\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): restore team_process + concept_id in siep-ctx wire filter",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T14:50:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "41aa67d4717c1c961e325328cd6a48092fc63ec9",
          "body": "Two cuts:\n- Build compact case_summary from TW output at TW close; attach to\n  controller position so T-phase specialists get patient context as a\n  single string (~80 tokens) instead of raw patient data embedded in\n  ctrl_pos.team_process.\n- Strip ctrl_pos/member_pos in siep-ctx wire payload to ess\n[…]\nst round-trip.\n- Remove session_objective and prior_argument_history from\n  debate_accept_or_counter payload; stop spreading tom_ctx blindly.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf(hcpanel): reduce T-phase specialist call context ~60%",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T13:12:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a21cf792d1a8c791dbbd0c0357f08fd21c919056",
          "body": "…ssages\n\nTerminology cleanup: all internal references to \"SNP\" in builder.py,\npanel.py, epistemic stores, vocabulary, and local_replica now say \"SIEP\".\nAdds subprotocol=\"SIEP\" field to emit_wire_received trace entries.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(siep): rename SNP→SIEP in comments, docstrings, and error me…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T13:00:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7e14323fc7466895536615a6732dc6b3ae349c10",
          "body": "Replace the hard round ceiling in StarNegotiator with a dynamic loop:\n- max_rounds: minimum rounds always run (default 2)\n- max_extra_rounds: additional rounds allowed while debate is shifting (default 3, hard ceiling 5 total)\n- Extra rounds only fire if the pivot produced genuine movement: position\n[…]\nide SessionAbortedError\n- orchestration.py passes max_extra_rounds=3 and catches DebateTimeoutError as a system error with structured logging\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): dynamic max_rounds + DebateTimeoutError",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T11:35:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "92518dd04acc7c49b4aa63d11bc6c606c815136b",
          "body": "…pecialist output\n\ndebate_pivot_synthesis was receiving the full specialist position dict for all 10\ncountering agents (~6250 tokens), causing empty HTTP 200 responses from the Bedrock\ncross-region proxy on large-TTFT calls.\n\nTwo changes:\n1. _pivot_fn trims each counter to {agent_id, likely_cause, c\n[…]\nt_synthesis instruction updated to match trimmed payload shape\n   and constrains its own output to 2-3 sentence rationale + 4 evidence items.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): shrink debate_pivot_synthesis payload 82% + constrain s…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T08:52:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "46f747db7484f51a48e3f663ce08342f90291e05",
          "body": "…ic fallback\n\ndebate_pivot_synthesis is the only call that aggregates all 10 specialist\npositions (~5600 tokens) into one request.  Bedrock cross-region routing\nreturns empty HTTP 200 bodies under load when token generation starts late,\nwhich causes JSONDecodeError on every attempt.  The previous 3-\n[…]\nback_response_for_task now registers debate_pivot_synthesis fallback\n- Both AnthropicHealthcareLLMClient and AzureHealthcareLLMClient updated\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): retry debate_pivot_synthesis with backoff + determinist…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-16T08:35:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a5e2ddf3d59eebc42ebabb9b4fd7721fefeaa266",
          "body": "…s_params\n\n- Extract responsible_for from tp_case_frame; add role_assignments to\n  current_team_process so each specialist sees their concept ownership\n  during the TP governance debate\n- Replace _tp_commit_fn no-op: write process_params per-specialist with\n  case-specific role_assignment, session_o\n[…]\nfn\n\nBefore: tp_process_commit=0 calls, role_assignment=[] everywhere\nAfter:  tp_process_commit=10, role_assignment=case-specific concept list\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(app): wire tp_case_frame responsible_for into TP debate + proces…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-15T15:55:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "87ef2373a9ffd061beee9f03e6cb838ea8ac5cd5",
          "body": "Two bugs caused tp_debate_accept_or_counter to never fire:\n\n1. negotiation.py reused the panel-open intent header as the per-round\n   propose header for TP panels. The intent kind caused the specialist\n   bus handler to route to dispatch_intent instead of dispatch_propose,\n   so the SIEP round conte\n[…]\nds, but TP episode IDs are\n   urn:ioc:healthcare:panel:team_process:... — the substring \":tp\" is\n   absent. Changed to \"team_process\" in eid.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(tp): wire TP specialist debate rounds through LLM",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-15T14:30:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cd5c0ff8fc8d44e1ffb4e703eb1200b88c23add6",
          "body": "…nvergence records\n\nnegotiation.py writes full TeamGroundedTruth (individual_priors/posteriors) into\nconvergence_store at panel close. Milliseconds later, the knowledge wire message\nfires _handle_knowledge, which rebuilt a bare skeleton with empty dicts and\ncalled convergence_store.record() — overwr\n[…]\ny.json.\n\nFix: skip the skeleton write if convergence_store already holds a non-empty\nentry for the same concept_id, regardless of episode_id.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(memory): prevent _handle_knowledge from clobbering negotiation co…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-15T09:56:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "04116f1abec157d413bd458a67246b61d33b8a94",
          "body": "Specialists who accepted during TW kept the empty seed position\n(rationale empty, supporting_evidence empty, confidence=0.5). That\nseed became member_pos in the T-phase debate_accept_or_counter prompt\nso the LLM saw no clinical rationale for ~7/10 agents.\n\nStore _taskwork_assessment on the agent aft\n[…]\npporting_evidence and likely_cause into T phase.\nAlso reset _taskwork_assessment in reset_session() to avoid bleed across\nmulti-patient runs.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): carry taskwork assessment into T-phase member_pos",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-15T08:05:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bbae12a187ecbb2929808a5b597b4ca8f579296c",
          "body": "…sition\n\nTwo bugs caused the opinion table and convergence_store to be meaningless:\n\n1. On accept, position = ctrl_pos (a shared dict). Every accepting specialist\n   was overwritten with the controller's position verbatim, losing their own\n   supporting_evidence, reasoning_summary, and likely_cause \n[…]\n actual posterior. The convergence_store\nindividual_posteriors will reflect per-agent beliefs rather than the\nuniform winning-position value.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): specialist opinions show own beliefs, not controller po…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-15T07:37:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2faa79728817b4cdac70e80aaf6b39b91b4403b4",
          "body": "…fallbacks\n\nThree bugs in task_accept_or_counter caused all round-2 counter-proposals\nto silently use default 0.5 confidence:\n\n1. Task name mismatch: called complete_json(\"task_accept_or_counter\") but\n   the instruction table only has \"debate_accept_or_counter\" — LLM received\n   \"Return valid strict\n[…]\n5 (genuine posterior estimates)\n  SCR: 0.10  → 0.00–0.10   (fewer rubber-stamps)\n  GAR: 0.30  → 0.20–0.50   (broader genuine belief movement)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): fix MPC stuck at 0.5 — correct task name and posterior …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T21:19:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "88c698abae2e09d010406c0477b7561bce1e0e3f",
          "body": "Merged position dicts from proposal_payload carry posterior not confidence;\nthe %.4f format on None crashed the logger. Read both fields.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): read posterior as confidence fallback in panel_open log",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T16:12:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "87b3abdc0b4d1861b893604c6e0b586a66a034e1",
          "body": "proposal_payload carries posterior/evidence but no likely_cause; the concept\nkey is in siep.content (a string). Merge them into a single dict so\n_position_key and _confidence both work without the caller having to know\nwhich format the model used. Fixes None controller_position crash when TW\nwinning position had no likely_cause field.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): merge siep.content key into proposal_payload position dict",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T15:54:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "67711048470045893c77dcc8acc21973797e71f1",
          "body": "…sition extraction\n\nSonnet (and other models) return counter-proposal positions in siep.proposal_payload\nwith only a posterior field, not confidence. Two bugs caused these to be silently\ndiscarded:\n\n- resp_pos_raw fell through to member_pos when content_detail/content were not dicts\n- _confidence() \n[…]\nior), so GAR=0 and SCR=0 even when all 10 specialists genuinely counter-proposed\nwith divergent diagnoses at 0.62-0.72. Both reads now fixed.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): read proposal_payload and posterior in counter-proposal po…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T15:33:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ced32c7dbf21a8a0aa49004a9166988ec16b1617",
          "body": "…-only GAR/SCR\n\n- CONTINGENCY_THRESHOLD 0.5 to 0.4: reduces false-positive grounding failures\n- _position_utterance includes rationale + evidence for better token-overlap signal\n- Accept responses skip verify_grounding_bilateral (structurally contingent by definition)\n- GAR/SCR over specialist member_ids only, excluding controller (bypass site 1)\n\nResult (Haiku): CIP repairs 9 to 6, total messages 220 to 202.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): lower CIP threshold, skip grounding on accepts, specialist…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T15:06:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "be63bf7b836faa5aea2d6ece02cc9a8c5d5690fc",
          "body": "…cycle\n\n- Add SessionPlan dataclass, SessionAbortedError, PlanAdherenceError to L9 API\n- open_session() emits session:open intent with plan payload + per-participant ACKs\n- L9Session.run_task() emits session:close commit on bare session URN after task converges\n- Drop redundant outer _emit_intent fr\n[…]\nsuffixes\n- Trace renderer: phase detection driven purely by utterance content + panel URN segment;\n  no false-triggers on inner panel intents\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(l9): SessionPlan wire protocol + correct session open/close life…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T13:53:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "10c97230ad058561ce6b2c0385e6fc7f018e5160",
          "body": "…hases\n\nverify_grounding_bilateral now returns the assessment dict so callers can\nact on grounding_failure.  StarNegotiator._run_cip_repair emits the full\nCIP wire sequence (contingency → epistemic_clarification → reaffirm →\ncommit:resolved) whenever a specialist response fails grounding — covering\n\n[…]\nectly for\nthe same reason (controller has no grounding-turn handler).\n\nAlso: render_trace.py now surfaces rationale and LLM reasoning inline.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(siep): wire CIP contingency repair into StarNegotiator for all p…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T07:14:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8c6c15a5f3a067af1b0ed8caea4bc3705ba4fc6d",
          "body": "SNP labels all outer-session messages (TP/TW/T phase frames, ready signals,\nknowledge announcements, rule_update, and wire-received ACKs).  CIP and SIEP\nare untouched — they remain the correct labels for bilateral grounding turns\nand inner panel debate exchanges respectively.\n\nAlso: add subprotocol \n[…]\nlt without going through build_l9_header directly; fix render_trace.py\nphase preambles to show correct protocol hierarchy (SNP → SIEP → CIP).\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(l9): set subprotocol=SNP on all session-envelope emitters",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-14T06:19:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4757419cb48aa09166418943101d0dd3effbbac4",
          "body": "Registers grounding_judge in SimulatedHealthcareLLMClient (structural\ncontingency + semantic token-overlap blend), AzureOpenAIHealthcareLLMClient,\nand AnthropicHealthcareLLMClient _instruction_for_task dicts.\n\nThe combined grounding_judge call (added to cognition.py assess_utterance\nhas_concepts path) now reaches a fully instructed backend instead of\nfalling through to an empty instruction.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): add grounding_judge task to all LLM backends",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T21:08:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "29b7906efd0a112b0475d39fbd22e9d43f4b424b",
          "body": "GAR: replace tautological formula (always True at conf=0.5) with\nabs(final - initial) > 0.05 — genuinely engaged = belief actually moved.\n\nSCR: replace hardcoded 0.0 with fraction of agents who accepted without\nupdating their belief (rubber-stamped).\n\nassess_utterance has_concepts path: replace stru\n[…]\n returns\nalignment, ambiguity, and derailment in one completion. Structural score\nis a lower bound — LLM can only tighten it, not inflate it.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(siep): genuine GAR/SCR metrics + combined grounding_judge LLM call",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T18:23:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d0948c78bb30a7d65d34a89dcb1629c94991fb1d",
          "body": "- Add L9Session wrapper class + L9.open_session() enforcing TP→TW→T ordering\n- Fix :tw routing bug: use 'taskwork' in eid instead of ':tw' in _on_debate_round\n- Emit outer intent on open_taskwork and open_task (previously missing)\n- Fix StarNegotiator: deliver intent via network.send() not bare mess\n[…]\ntor orchestration.py to use L9Session throughout\n- Fix render_trace.py: partition outer envelope only (:tp/:tw/:t), inner SIEP panel excluded\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): L9Session, outer episode intents, wire protocol fixes",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T16:49:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "32c1cce8ba933677358ce7f9a6ede088bb41ce1e",
          "body": "RLock (reentrant) guards send(), _next_msg_id(), and _deliver() as one\natomic operation — covers the message counter race, append/deliver\nordering, and _protocol_context flag used by _lifecycle_emit.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): make MessageBus thread-safe with RLock",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T08:00:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "081255ceae89e50361f68c3288d7274ea202cb7c",
          "body": "It guarded l9/emit.py all along — now it lives there.\nExported via l9/__init__.py.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(l9): move ProtocolViolation from hcpanel into l9/emit",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T07:52:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e6377f949d8b1c2afb3d18864d216a7cdde132ca",
          "body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(hcpanel): delete unused get_cip_repair helper",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T07:50:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "27858dcf417f4582e8629a9d1fb7a417537649b4",
          "body": "- agent_bus.py: drop AgentBus and HCPanelAgentBus aliases, shrink __all__\n- tem.py: import MessageBus directly instead of AgentBus alias\n- episode.py: import NetworkHandle directly, drop `as AgentBus` rename\n- emit.py: update stale HCPanelAgentBus comment\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: remove all backward-compat aliases across the stack",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T07:46:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "88fe685c996deb64d565a064303527ff52fa8333",
          "body": "HCPanelAgentBus only hardcoded use_case/sensitivity defaults and added\ntaskwork_episode_id — all now params on MessageBus.__init__.  The subclass\nis gone; HCPanelAgentBus kept as a compat alias.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(hcpanel): collapse HCPanelAgentBus into MessageBus",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-13T07:44:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d98517c5f821b09efe69d3edb8ab4b8f4cffa9fd",
          "body": "…ode layer\n\nMessageBus is now vocabulary-free — its only job is hold self.messages,\nimplement NetworkHandle (register_handler/get_handler/send), and delegate\ndelivery to l9/deliver.py.  All L9 header construction and grounding logic\nlives in the episode layer:\n\n  l9/emit.py      — 20 emit_* free fun\n[…]\nom l9/emit, l9/deliver, or l9/grounding directly.\n\nAlso adds abstract send() to NetworkHandle and exposes the new modules\nvia l9/__init__.py.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(l9): move all L9 emit vocabulary out of MessageBus into epis…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-11T08:16:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c63f8c520575aeb9df8085ca66c32fdf66d95a4e",
          "body": "…t→unresolved (#32)\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>",
          "is_bot": false,
          "headline": "refactor(sab): rename commit subkinds converged→resolved, disagreemen…",
          "author_name": "akanksha276",
          "author_login": "akanksha276",
          "committed_at": "2026-07-10T18:59:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "775a0fdcdd94de0b4f2074a5aff123df420facb8",
          "body": "Each per-agent decision (TP accept/counter, task accept/counter, taskwork\nassessment) is now owned by the agent's own L9 dispatch path via on_intent,\non_debate_round, and on_taskwork hooks. The orchestrator retains only\ncoordinator-side logic: _tp_pivot_fn, _tp_commit_fn, and _pivot_fn.\n\nKey changes\n[…]\nremove accept_or_counter_fn/assess_fn params from all episode types\n- panel_bus.py: deleted — replaced by siep/panel.py + siep/negotiation.py\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(hcpanel): per-agent L9 dispatch — remove orchestrator closures",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-10T15:01:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "eff7c81625493a25b564750ef957bb6d8cd3e15b",
          "body": "…quired (v0.0.6) (#29)\n\n* move python base classes\n\n* update docs\n\n* clean up todos",
          "is_bot": false,
          "headline": "refactor: Move L9 classes to dedicated module + make message field re…",
          "author_name": "shanchunyang0919",
          "author_login": "shanchunyang0919",
          "committed_at": "2026-07-09T18:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "136092a6c5d92adb0d909d5942289a9b6d109059",
          "body": "… (#28)\n\n* refactor(sab): drop SABHeader, build on the canonical L9 envelope\n\nSAB now follows the SIEP/CIP/TFP pattern: it defines payload-only models and\nreuses the canonical L9Header instead of redeclaring the envelope.\n\n- Add src/sab_models.py (self-contained payload.data models + NegMAS SAO\n  sn\n[…]\n-off-by: akanjosh <akanjosh@cisco.com>\n\n* docs(sab): trim retrospective SABHeader-removal wording\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>\n\n---------\n\nSigned-off-by: akanjosh <akanjosh@cisco.com>",
          "is_bot": false,
          "headline": "refactor(sab): drop SABHeader, build SAB on the canonical L9 envelope…",
          "author_name": "akanksha276",
          "author_login": "akanksha276",
          "committed_at": "2026-07-08T20:35:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a35ce65c43fb8d206add7d118880cebacfadd3df",
          "body": "  Consolidate L9 header building: remove duplicate l9.py/l9_base.py in favor of builder.py",
          "is_bot": false,
          "headline": "Merge pull request #27 from outshift-open/pbosch-hcpanel-merge-update",
          "author_name": "Peter Bosch",
          "author_login": "pb10006",
          "committed_at": "2026-07-07T14:06:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16c9a000ec2fc3ef62cc7952cd0bac748613ceb0",
          "body": "…_base.py\n\nRemoves the second, parallel L9-header-building implementation. hcpanel's\npanel_bus.py/agent_bus.py now call build_l9_header()/build_snp_l9_header()/\nget_topic() from CIPMessageBuilder/SIEPMessageBuilder (builder.py) -- the\nsame pydantic-based builders processor.py/engine.py use in produc\n[…]\nn) import and behave unchanged, and the full regression suite\n(25/25) passes.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nSigned-off-by: Mohamed Elidrisi <melidris@cisco.com>",
          "is_bot": false,
          "headline": "refactor(hcpanel): migrate off l9.py onto builder.py, delete l9.py/l9…",
          "author_name": "Mohamed Elidrisi",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-07T12:45:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a5b01a1a92dbc22c8f3d8dde0686d00ae529173c",
          "body": "SSTP/l9_base.py:\n- L9HeaderBuilder is now concrete and parameterised by per-protocol lookup\n  tables (kind_by_event_type, schema_topic_by_event_type,\n  default_epistemic_by_event_type, short_ttl_event_types, aliases) supplied\n  at construction time, instead of an abstract class that each subprotocol\n[…]\nnel_bus.py/\nagent_bus.py imports, and all 25 regression tests pass unchanged.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nSigned-off-by: Mohamed Elidrisi <melidris@cisco.com>",
          "is_bot": false,
          "headline": "refactor(l9): config-driven L9HeaderBuilder, no per-protocol subclassing",
          "author_name": "Mohamed Elidrisi",
          "author_login": "melidriscisco",
          "committed_at": "2026-07-07T12:45:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2a4658eaaca0dd58a7fd6eaea633f0bc5f5dc0c8",
          "body": "Delete cip_l9.py, siep_l9.py, l9_base.py, episode.py from hcpanel/ —\nthese were local copies added by PR #23; package-level modules in\nSSTP.subprotocol.cip/siep are used instead.\n\nRemove ioc-cfn-protocols-models repo name from docstrings in\ncip/src/l9.py and siep/src/l9.py.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(hcpanel): remove local l9 copies, clean ioc-cfn docstring refs",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:38:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bfba7fe80b2ad71434ecc454b1d4324fd283c16d",
          "body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hcpanel): remove healthcare_ie_snp reference from panel_bus comment",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bf02e3ad31ab2a3cd64217419e6eb1014260e406",
          "body": "…sage flow\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(L9): update L9.md with expanded intro, team process section, mes…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0e7744aed03c889e0646ecb32e9b99696f8b82d1",
          "body": "Adds 'How a message flow works' section to L9.md covering the episode\ngrammar, direct agent-to-agent flow, and CF-routed flow with annotated\nsequence diagrams. Also ignores and removes L9-old.md.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(L9): add message-flow section + gitignore L9-old.md",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a8dab50826966530b7c4212e5d578d307c786b7f",
          "body": "…/ClinicalDebateOutcome\n\ntask_name rename left two kwarg mismatches: PanelBus and StarNegotiation still\nexpect panel_name=, and ClinicalDebateOutcome still has panel_episode_id.\nPass self._task_name as panel_name= at the call sites; map task_episode_id →\npanel_episode_id in the orchestrator return value.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(l9): pass panel_name/panel_episode_id to PanelBus/StarNegotiation…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "05e4f74a7a95f9c1161b0c84d20a9b659cea3549",
          "body": "…kEpisode\n\nThree episode subclasses now own all protocol mechanics internally:\n- TeamProcessEpisode.run() — proposal/accept loop + ToM per specialist\n- TaskworkEpisode.run() — belief seed + say + ToM assess + repair per participant\n- TaskEpisode.run() — full SIEP star negotiation (was PanelEpisode)\n\n[…]\node/open_panel/panel_ep renamed to TaskEpisode/open_task/task_ep throughout.\nDocumentation (L9api.md, L9getting-started.md) updated to match.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(l9): fully symmetric Episode API + rename PanelEpisode → Tas…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ba403c4366b2ea727563ad72669d10159eb589cf",
          "body": "…Episode\n\nAdd TeamProcessEpisode and TaskworkEpisode as protocol-encapsulating\nsubclasses of Episode, symmetric with the existing PanelEpisode.\n\nTeamProcessEpisode.run() owns the proposal/acceptance loop and ToM\nassessment per specialist. TaskworkEpisode.run() owns belief seeding,\nexchange emission,\n[…]\nested: simulated (GAR=0.7273 SCR=0.2273 MPC=0.7049 consensus) and\nanthropic backend (GAR=0.7273 SCR=0.0000 MPC=0.7414 majority). Both exit 0.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(l9): fully symmetric episode API — TeamProcessEpisode + Taskwork…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3eaf98781b77bb52dfdb06da349fa6e46d3f15f0",
          "body": "… the package boundary\n\nAdd PanelEpisode subclass of Episode that wraps PanelBus + StarNegotiation\nentirely inside run(), so the orchestrator only sees open_panel → run → announce.\nAdd Episode._set_commit() so PanelEpisode can harvest commit metrics from the\nalready-emitted wire messages without emi\n[…]\npanel → run → announce pattern for episode C.\n\nTested with --llm-backend simulated: GAR=0.7273, SCR=0.2273, MPC=0.7049,\nresolution=consensus.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(l9+hcpanel): PanelEpisode + open_panel — SIEP negotiation inside…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d8d51e91ce2223907eb783ca8a46e5679d820b8d",
          "body": "…ng-started\n\n- Add SSTP/documentation/L9api.md — full reference for L9/Episode/blend_prior,\n  build_l9_header (CIP), build_snp_l9_header/build_snp_payload (SIEP),\n  and L9HeaderBuilder base; event_type→kind tables, all parameters documented\n- Revise L9getting-started.md: strip inline API detail, rep\n[…]\namespace)\n- Update orchestration.py: team-process and taskwork episodes now use L9/Episode\n  API instead of calling bus emit helpers directly\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(docs+api): L9api.md reference, Episode/L9 app API, revised getti…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "73d85e699c10a0d8afd9184daa9291014e77cb93",
          "body": "…subject to change\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(getting-started): note that Python wheel is not yet in use, API …",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2adf5274a8db96e79c747843a4373b910f83115e",
          "body": "… note\n\nNew section covers L9HeaderBuilder, build_l9_header (CIP), build_snp_l9_header\n(SIEP), their event_type→kind mappings, code examples, and the hcpanel call\nchain from DebateOrchestrator down to the builders. Bus section gains a\nblockquote noting AgentBus/PanelBus are placeholders for the A2A/CF integration.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(getting-started): add L9 message API section and A2A placeholder…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cb141e456080606aaf4eff4d121833bc120b94c2",
          "body": "…ture\n\nCovers: prerequisites, CLI flags, LLM backends, patients file, session\nflow (3 LangGraph nodes), module table, bus layer, specialist agent\nstores, ToM engine, output format, and links to all related docs.\nL9.md gains a pointer to the new file.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add L9getting-started.md — HCPanel how-to and software architec…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "940da063622c74533c9c5e8fa62d845ea15c4d97",
          "body": "…mit:converged\n\nSIEP panel:open now carries controller opening position, participant count, and\nconfidence in the utterance rationale. SIEP commit:converged interprets GAR/SCR\nmetrics in plain language. Doc examples in L9teamtasks.md updated to match.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(hcpanel): add rationale + thought_summary to SIEP intent and com…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bc957ee6bfb3f186e099e4838d6afde5d35b06c2",
          "body": "- agent_bus: emit_grounding_phase_converged and emit_team_process_close\n  now accept rationale/thought_summary; passed through to utterance part\n- orchestration: team process close states all roles acknowledged + gate open;\n  taskwork close states all priors on record + proceeding to debate\n- L9teamtasks.md: team process commit:converged and taskwork commit:converged\n  examples updated with rationale and thought_summary fields\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(protocol): rationale+thought_summary on all commit messages",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "345c3709ee1e01a512ce22ca46ff57b2a61c52c5",
          "body": "…nge/contingency examples to docs\n\n- agent_bus: emit_taskwork_phase_intent + emit_taskwork_open accept patient_complaint dict;\n  embeds symptoms, medications, and chat history as second type=utterance part with\n  rationale and thought_summary\n- orchestration: pass patient.symptoms/medications/chat_h\n[…]\nhange (specialist prior), SIEP exchange (counter-proposal),\n  and CIP contingency examples — all with rationale and thought_summary populated\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(taskwork): embed patient complaint in taskwork intent; add excha…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "12b6d6fc50fac467a49b67de3b8e68a86a64dc40",
          "body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(L9): cip-repair belongs to CIP subprotocol — add CIP.md ref",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ddee7233ddc2bb8dd5617921032850d0fdd589d6",
          "body": "…ip-repair\n\n- agent_bus: type=ie → type=cip; type=ie-repair → type=cip-repair; rename get_ie_repair → get_cip_repair\n- panel_bus: type=snp → type=siep (emit and read paths)\n- L9.md, L9header.md, L9-formal.md: type=process → type=team_process; message.id UUIDv5 → UUIDv4; add cip-repair payload type; fix broken link L9teamtask.md → L9teamtasks.md\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(wire): align payload type names to spec — cip/siep/team_process/c…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b178ca23f0739e91584e18355a7880ec330bb0aa",
          "body": "…ast actors\n\n- l9_base.py: version=0.0.5, participants.actors with participant_type sender/recipient,\n  context nesting (topic/epistemic/semantic under context key)\n- cip/src/l9.py: get_topic() reads from context.topic / context.epistemic.concept_id\n- siep/src/epistemic/local_replica.py: read topic \n[…]\nall 4 broadcast emit calls\n- panel_bus.py: pass recipients on SIEP intent and commit:converged\n- patients.json, traces/: add hcpanel run data\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(wire): v0.0.5 wire format — participants, context nesting, broadc…",
          "author_name": "Peter Bosch (pbosch)",
          "author_login": "pb10006",
          "committed_at": "2026-07-03T09:37:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6237bbeeebb9593d8de4fec6e2652e475bf1a292",
          "body": "Regenerated from L9-old.md formalisms against current implementation:\n- Notation, definitions (ε, π, ρ, contingency, GAR, SCR, MPC, W)\n- Message schema: v0.0.5 wire format with participants.actors, context nesting,\n  participant_type, subkind=resolved\n- CIP payload schema (ring_round + repair_depth \n[…]\nn\n- 8 well-formedness conditions covering repair closure, parent graph acyclicity,\n  prior-before-grounding ordering, actor sender uniqueness\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(l9): add L9-formal.md — updated formal protocol definitions v0.0.5",
          "author_name": "Peter Bosch (pbosch)",
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                "detail": "a release every ~7.3 days",
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                "key": "openssf_scorecard_signed_releases",
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                ],
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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                "max_points": 60
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              {
                "key": "forks",
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              {
                "key": "watchers",
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            ]
          },
          {
            "key": "community_health",
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            "notes": [],
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              "has_readme": false,
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              "has_contributing": false,
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              },
              {
                "key": "license",
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                "status": "met",
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                  {
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                "key": "contributing_guide",
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              "monthly_downloads": 380
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                "key": "monthly_downloads",
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                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
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                "status": "excluded",
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                    "code": "not_reported_by_this_ecosystem",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
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            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "detail": "top contributor authored 55% of commits",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "11 contributors",
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                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 11
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                ],
                "max_points": 13.5
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              {
                "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
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            ]
          },
          {
            "key": "responsiveness",
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            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 30,
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              "issue_closed_ratio": 0.125,
              "closed_unmerged_prs": 4
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              {
                "key": "issue_resolution",
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                "points": 5.8,
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                    "code": "issues_closed_share",
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                      "share": 12
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                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
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                    "code": "decided_prs_merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
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                "detail": "all changesets reviewed",
                "points": 15,
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "followers": 12,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "outshift-open",
              "public_repos": 12,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
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                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
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              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
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                "key": "track_record",
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              "ecosystems": "pypi",
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                "key": "publish_recency",
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                "detail": "latest publish 12 days ago",
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                "key": "version_history",
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
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                "key": "ci_workflows",
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                    "code": "ci_workflows",
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                "max_points": 24
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              {
                "key": "tests_present",
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              },
              {
                "key": "linter_config",
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              {
                "key": "pre_commit_hooks",
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              {
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            ]
          },
          {
            "key": "documentation",
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              "has_docs_dir": false,
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              },
              {
                "key": "documentation_directory",
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              {
                "key": "documentation_homepage_site",
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                "key": "repository_description",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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            "value": 53,
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                "key": "cii_best_practices",
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              },
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              {
                "key": "contributors",
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              },
              {
                "key": "dangerous_workflow",
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                "status": "met",
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              },
              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
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              },
              {
                "key": "license",
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                "detail": "license file detected",
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              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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",
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                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "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:ioc-l9-all-models@0.0.8 runtime dependency closure — what installing the published package pulls in — 85 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:ioc-l9-all-models@0.0.8",
                  "assessed": 85
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 85,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
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              },
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                "key": "indirect_dependencies_free_of_known_advisories",
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              },
              {
                "key": "no_advisories_left_outstanding",
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            "key": "malicious_dependencies",
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            "inputs": {
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              "assessed_packages": 85,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
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                "status": "met",
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                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
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            "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": {}
              }
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            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "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",
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                  }
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                "max_points": 100
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        ],
        "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": 50,
        "weight": 0,
        "metrics": [
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
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                "status": "missed",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
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                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
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                      "legible": 95,
                      "sampled": 100
                    }
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                "max_points": 40
              }
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            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.85,
              "toolchain_manifests": [
                "SSTP/language_bindings/golang/go.mod",
                "SSTP/subprotocol/sab/language_bindings/golang/go.mod",
                "tests/language_bindings/golang/go.mod"
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              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                      "files": "Makefile"
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                "max_points": 18
              },
              {
                "key": "automated_tests",
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                "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",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
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                "key": "reproducible_environment",
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                "detail": "lockfile",
                "points": 10,
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                "details": [
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                      "sampled": 100
                    }
                  }
                ],
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              },
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                "key": "automated_maintenance",
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                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 52,
            "inputs": {
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              "largest_source_bytes": 115681,
              "source_files_sampled": 111,
              "oversized_source_files": 5
            },
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                "key": "type_checkable_code",
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                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
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                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/111 source files over 60KB",
                "points": 52.5,
                "status": "partial",
                "details": [
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                    "code": "oversized_source_files",
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                    }
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              }
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          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
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              }
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        ],
        "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",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T06:32:12.445404Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/outshift-open/ioc-protocols-models.svg",
  "full_name": "outshift-open/ioc-protocols-models",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.