公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 18:26 UTC

AhmiDarrow / RemedyAI

Python · TypeScript自定义许可证★ 1 星标⑂ 0 复刻始于 2026年7月在 GitHub 上查看 ↗

AhmiDarrow/RemedyAI 的健康指数为 100 分中的 44 分,处于「存在风险」区间。 其得分最高的类别是Vitality(69/100),最低的是Security(24/100)。 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。

44
总分 / 100
存在风险

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。

44
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

Ahmi个人账户
0 关注者5 个公开仓库始于 2014年1月

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

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIremedy-ai0.13.02,102370 天前aiagentframeworkskillmemorylearningllmtools

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?

69中等 · 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
0.7/36提交节奏 — 52 周中有 1 周有提交
18/18提交量 — 最近一年 131 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_year131
human_commit_share1
days_since_last_push0
active_weeks_last_year1

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 13 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 0.1 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count13
latest_release_tagv0.12.3
releases_from_tags
days_since_latest_release0
mean_days_between_releases0.1

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?

30存在风险 · 占总体的 18%
评分方式
0/60星标 — 1 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 0 位关注者
所用输入
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

44存在风险
评分方式
22.5/22.5README
16.9/22.5许可证 — 存在许可证文件,但不是可识别的许可证
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
44.3/80月度下载量 — pypi 合计每月 2,102 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
packagesremedy-ai
dependents
ecosystemspypi
total_downloads
monthly_downloads2,102
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?

32存在风险 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
1.4/13.5贡献者广度 — 1 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
0/46.8议题解决 — 没有议题或无数据
0/38.3PR 接受 — 没有已裁定的拉取请求或无数据
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
已排除计分(无数据或不适用):议题解决, PR 接受。 其余权重已重新归一化。
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
0/25所有者影响力 — AhmiDarrow 有 0 位关注者
17.7/25既往记录 — 5 个公开仓库,账户约 12 年
所用输入
followers0
owner_typeUser
is_verified
owner_loginAhmiDarrow
public_repos5
account_age_days4,583
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 37 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
packagesremedy-ai
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

58中等 · 占总体的 20%

工程实践

60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
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

55中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
0/10仓库描述
0/10主题标签
0/10Wiki
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?

24危急 · 占总体的 16%

安全态势

24危急
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
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
2.2/2.5许可证 — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 17 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate2.4
已排除计分(无数据或不适用):ci_tests, packaging。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

56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 99 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.99
agent_instruction_files
agent_instruction_max_bytes
评分方式
12.6/18一条命令的引导启动 — desktop/src-tauri/Cargo.toml(工具链约定,无任务运行器)
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — desktop/tsconfig.json
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
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
lockfilesCargo.lock, package-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configsdesktop/tsconfig.json
agent_commit_share0
toolchain_manifestsdesktop/src-tauri/Cargo.toml
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(desktop/tsconfig.json)
54.3/55可控的文件大小 — 采样的 337 个源文件中有 4 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes95,797
source_files_sampled337
oversized_source_files4
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 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

1GitHub 星标
1贡献者
131最近 12 个月提交数
0距最近推送天数
13发布版本数
1巴士系数(bus factor)
0开放议题
npm, PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:remedy-ai@0.13.0; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 2.4 / 10
2.4综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-25 18:26 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
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
9Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities17 existing vulnerabilities detected
直接依赖 19
注册表软件包版本约束清单文件
npm@codemirror/lang-markdown^6.5.1desktop/package.json
npm@codemirror/state^6.7.1desktop/package.json
npm@codemirror/view^6.43.6desktop/package.json
npm@fontsource/inter^5.3.0desktop/package.json
npm@tauri-apps/api^2.11.1desktop/package.json
npm@uiw/react-codemirror^4.25.11desktop/package.json
npmreact^19.2.7desktop/package.json
npmreact-dom^19.2.7desktop/package.json
npmreact-markdown^10.1.0desktop/package.json
npmrehype-highlight^7.0.2desktop/package.json
npmremark-gfm^4.0.1desktop/package.json
PyPIaiohttp>=3.14.2pyproject.toml
PyPIfastapi>=0.139.2pyproject.toml
PyPIpackaging>=24.0pyproject.toml
PyPIpydantic>=2.13.4pyproject.toml
PyPIpython-multipart>=0.0.9pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPIrich>=15.0.0pyproject.toml
PyPIuvicorn>=0.51.0pyproject.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

原始 JSON 报告 机器可读
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      "updated_at": "2026-07-25T18:23:53Z",
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      "recent_commits": [
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          "oid": "6f239af811a7f16fe80005b9b0e41b25d1e9038f",
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          "committed_at": "2026-07-25T18:23:49Z",
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          "is_bot": false,
          "headline": "fix: 0.12.1 progress UX, shell gates, partner memory, full-access chip",
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          "is_bot": false,
          "headline": "feat: Partner Memory 0.12 — never-forgets path + work-alone agency",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T16:47:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b83183ed742d4f27d7a04a53bfc0d402517e2d58",
          "body": "Bind each stream turn to the session project_path (no-project = full\naccess). Sidebar multi-select, bulk move API, drag onto folders, load\nmore, optional new-in-project sets Settings default. Drop deprecated\nLicense classifier; tests for bulk move and workspace binding.",
          "is_bot": false,
          "headline": "feat: session tool jail, multi-select/DnD, pagination (0.11.7)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T16:10:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb990325d6f596b560d2c912dedafcbdc9828c72",
          "body": "Sidebar nests chats under project folders (No project first) with add\nproject, new-in-project, and move. Unset project path grants full\nuser-machine access with a Settings warning. Session API clears/attaches\nproject_path correctly. Tests cover session project API and grouping.",
          "is_bot": false,
          "headline": "feat: project-tree sessions, empty project full access (0.11.6)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T16:01:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71722e87486296eb2690cf76193a8ab94304d961",
          "body": "Short action messages (proceed/continue/go ahead) re-enable tools so the\nagent stops narrating stubs. Plan mode auto-exits on build kicks; composer\nstays typable while streaming; Shift+Tab toggles Plan/Build.\n\nTool process Min/Med/Full/Full+: chat answers are never truncated; Full\nshows complete process args/results expanded. Polish assistant chat\ntypography and thinking strip. Docs and tests updated.",
          "is_bot": false,
          "headline": "fix: unblock proceed kicks and never hide Full model output (0.11.5)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T15:16:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a245718fee5164d6546b0bde440a0d3278c1bfd6",
          "body": "Ship remedy-bbpe-v2 as the default clean-room BPE pack (4000 merges from\nfirst-party repo + multi-provider tool/skill battery). Keep v1 for fallback.\nAdd train/eval scripts, file_read offset/limit, OpenAPI/Helper model fixes,\ndocs/wiki/README/CHANGELOG, version sync, and lint/mypy polish for CI.",
          "is_bot": false,
          "headline": "feat: NanoToken BPE v2 (battery-trained) and 0.11.4 polish",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T07:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef4bd8ae63f936406ef1bb891840ca63b5bbdbd0",
          "body": "Byte-level BPE engine and remedy-bbpe-v1 pack trained on first-party\nsynthetic corpus. Provider/model assignment selects our pack only; calibrate\nfrom usage; heuristic fallback. No third-party tokenizer deps or foreign merges.",
          "is_bot": false,
          "headline": "feat: Remedy-owned NanoToken BPE (clean-room, swarm assigns packs)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:40:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4445203fd3212272edccb2fc9170d900ab005882",
          "body": "Per-session llm_provider persistence + switch toast/models refresh; shared\nSkillRegistry and speculative worker queue; list_dir pagination; skill packs\nAPI and budget banner; untrusted access scope; usage CSV export; client\nNanoToken-aligned estimates; CHANGELOG 0.11.3.",
          "is_bot": false,
          "headline": "feat: complete remaining plan — session LLM, skills scale, untrusted",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:16:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39cff8cf5b776738a1ce3af0fa401afd0d826aba",
          "body": "Background project list_dir/git warm for Scout; partner-status failover\nhints with status-bar chip; offline token family weight packs with optional\nJSON overrides under ~/.remedy/token_tables/.",
          "is_bot": false,
          "headline": "feat: Scout warm-up, Health failover UX, NanoToken family packs",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:11:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49ed35fb1f09039dfb4b1fec152aad4c4d31c4cc",
          "body": "Silent continuity workers: goal stale detection, tool-intent scout hints,\nprovider health/429 tracking with dashboard widgets and agent instrumentation.",
          "is_bot": false,
          "headline": "feat: Goal, Scout, and Health nanoswarm bots",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:08:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b323d0ed309fd5de0d61c56e6a9de12440e2242e",
          "body": "Guard risk scores enrich approval reasons; Helper offline /helper tips and\nerror explain; archive unused learned skills (90d); message estimate cache\nand family overheads for multiprovider accounting.",
          "is_bot": false,
          "headline": "feat: Guard + Helper nanoswarm, bulk archive, NanoToken cache",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:03:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "119384e5b25b61ae4d411fbada0ee9ce2ec9c516",
          "body": "Snappier streaming (RAF tokens + plain-text while streaming), per-tab LLM\noverride without rewriting global default, per-model enable in provider\ncatalog, Pack nanobot context hints, and Skills panel archive/filters for\n100+ libraries.",
          "is_bot": false,
          "headline": "feat: stream RAF batching, session LLM tabs, pack bot, skill archive",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T06:00:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a17a4ef04c87e398707199998b7c3c805e4a207",
          "body": "Session-scoped pattern bots, durable usage ledger, mid-session provider/model\nswitch with remeasure, connected provider picker, Usage & Continuity dashboard,\nskill active budget/archive status, and security hardening for webhooks and\nvision zip extract.",
          "is_bot": false,
          "headline": "feat: multiprovider NanoToken, session LLM switch, usage dashboard",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T05:57:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b1ab22ac117bd41e631944b816239b400108542",
          "body": "Restore GET {base}/models for OpenAI-compatible clouds (DeepSeek/xAI and\nothers); migrate retired deepseek-chat/grok-3* ids; rewire ContextSnapshot\nto shared swarm bots; pattern→remedies, skill rank warm, learn pre-gate;\noperator docs 17-nanoswarm (not session branding).",
          "is_bot": false,
          "headline": "fix: live provider models + smarter nano swarm continuity",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T05:07:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9111275906dbcfdc9e4858e086e7ef7c7a640bc",
          "body": "- Scrub legacy HKCU Run via winreg (no PowerShell Bypass on launch/poll)\n- NSIS DeleteRegValue for Run scrub on install/uninstall\n- Sidecar PyInstaller version-file + icon; bundle publisher metadata\n- Docs: Defender threat inventory; troubleshooting/install/README\n- Tests for PE version resource; ship as 0.11.1 for PyPI",
          "is_bot": false,
          "headline": "release(0.11.1): Windows Defender posture + PE identity",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T04:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c219dcf20ad2046af52c3374517beaf647e93f85",
          "body": "Desktop Release failed tsc: SettingsPanel used formatDownloadGb without\nimporting it from api/vision (SetupWizard already imported it).",
          "is_bot": false,
          "headline": "fix: import formatDownloadGb in SettingsPanel for desktop build",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T04:05:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b62aded02df0e565f9114c4b0436a8ba3dd47c7",
          "body": null,
          "is_bot": false,
          "headline": "fix: ruff SIM105 in vision install for CI",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T04:02:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "349c6b157c1b3b550e5e97d1d9a900855d45e432",
          "body": "…lity\n\nShip Remedy as a silent local continuity system: ContextSnapshot, intent\npolicy packs, quality remedies, structural tool prune, speculative prep,\nand project learning. First-run download for pinned Qwen vision (not\ninstaller-bundled); auto-start with app; Full+ for advanced diagnostics\nonly. Docs/wiki philosophy, clean-home smoke, packaging guards; 707 tests.",
          "is_bot": false,
          "headline": "release(0.11.0): continuity layer, local vision download, session qua…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T04:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f60059cb39111e3738888f48c6c6f869b58676b9",
          "body": "…n wipe\n\nDecouple start-in-tray from launch-at-login; simplify setup free providers;\nmove usage ticker to session sidebar; uninstall stops llama-server and removes\nvisual decoder tree. Tests: 671 green. PyPI remedy-ai 0.10.45.",
          "is_bot": false,
          "headline": "release(0.10.45): setup free UX, tray start fix, usage sidebar, visio…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T01:38:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db97d2004af6d20fe0b5d3d7b5d3a059bb74864",
          "body": "Decouple start-in-tray from launch-at-login so Windows startup does not\nforce a minimized tray-only window. Prefer desktop.json for tray prefs and\nshow/focus the window when start_in_tray is off.\n\nMove usage/cost ticker into the session sidebar footer. Simplify setup free\nprovider path (Demo + Ollama cards, free-key dropdown). Ensure uninstall\nstops llama-server and removes ~/.remedy/vision on config/full wipe.",
          "is_bot": false,
          "headline": "fix: setup free UX, usage sidebar, tray start, vision uninstall wipe",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T01:34:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "578c05128898b18deac7909003d7e8232a947a21",
          "body": "Add force-promote/quarantine skill overrides, CodeMirror SKILL.md editor,\nexport/import skill packs, interactive Time Travel timeline (chat + file undo),\nand a hideable live token/cost ticker. Fix vision/status event-loop freezes,\ncache secrets/config, and write durable logs under ~/.remedy/logs.\n\nPyPI: remedy-ai 0.10.44. Tests: full suite green (670).",
          "is_bot": false,
          "headline": "release(0.10.44): skills HITL, time travel, token cost ticker, perf",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-25T00:27:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "679fc1d2cba56158f60fe09fef7ff38b78befb9b",
          "body": "Bump after CI type-check failures. Includes vision shutdown-on-exit, github\nskill, MCP host, plan/checkpoints. Full suite green (mypy, ruff, 647 tests).\nPublished to PyPI as remedy-ai 0.10.43.",
          "is_bot": false,
          "headline": "chore(release): 0.10.43 rebuild — mypy CI fix + package republish",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T23:23:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "810b979aae002887653287551181085f934753a6",
          "body": "Fix type issues introduced by agent tool extracts and plan/MCP paths so\nuv run mypy matches GitHub Actions.",
          "is_bot": false,
          "headline": "fix: resolve mypy errors breaking CI",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T23:22:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bfb9e28223a0de999b410e49ee6590a16bb6445",
          "body": "Include llama-server cleanup in the 0.10.42 release: API lifespan/atexit\nstop_server, kill PID from vision.json (process tree), desktop quit posts\n/api/vision/stop and taskkills orphan llama-server. Docs and tests updated.\nPublished to PyPI as remedy-ai 0.10.42.",
          "is_bot": false,
          "headline": "fix(0.10.42): stop vision decoder on Remedy shutdown",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T23:15:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cea979097963f329cbbc64d3880e08da12190469",
          "body": "Ship a bundled github skill (gh/PR/CI workflows), package remedy-mcp as a\nstdio MCP host, and complete the personal-partner plan/checkpoint/learning\nroadmap. Plan mode now enforces tool allowlists; mid-task checkpoints and\nskill re-use metrics surface in the desktop UI. Agent tool registration is\nsplit into focused modules. Full suite green (642 tests); ruff clean.",
          "is_bot": false,
          "headline": "feat: 0.10.42 — github skill, MCP host, plan mode, checkpoints",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T23:01:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c43b7ddceab4c127b221962a4e49032bae1b8848",
          "body": "Simplify Setup wizard and free-provider chips; collapsible Settings sections;\nrename Web→WebUI and harden SPA packaging/bootstrap; bottom status dock for\nserver + visual decoder download progress. Demo/LLM7 zero-setup free path.",
          "is_bot": false,
          "headline": "feat(desktop): 0.10.41 — setup UX, free try, WebUI fix, status dock",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T21:52:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ca5950e9468ad5afaa5fd18239ff79e64cc74a2",
          "body": "Add opt-in llama.cpp + Qwen2.5-VL 3B image→text bridge so text-only chat\nmodels can use screenshots/OCR. Includes install cancel/resume, force_decode\ntoken-saving mode, CUDA runtime switch, wipe integration, desktop UX,\nAPI routes, agent tool, help/manual, and full test coverage.",
          "is_bot": false,
          "headline": "feat(vision): 0.10.40 — local visual decoder for text-only models",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T20:55:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b40671f1a01889dc9c26adf48581f2c2744c7c9",
          "body": "Expand bundled comfyui skill to install portable ComfyUI, fetch Flux.2 Klein\nmodels, start, workflow, and generate into chat. status/locate guide empty\nmachines; seeded skills refresh on bundled version bump; docs and tests.",
          "is_bot": false,
          "headline": "feat(comfyui): 0.10.39 — from-scratch bootstrap skill + seed upgrades",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T19:21:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96d81b75d881a5258c36e12566489885b020ec32",
          "body": "Allow OPTIONS through API auth so Tauri webview CORS preflight succeeds\nfor /auth/xai/login (0.10.37 looked like a dead server). Expand Tauri\nCORS origins; wait for local API before device login; tests + docs.",
          "is_bot": false,
          "headline": "fix(desktop): 0.10.38 — xAI OAuth CORS preflight on fresh install",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T19:06:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ba3f42ca515d19ddc0b030577b4f826a9f4e07d",
          "body": "Add scripts/check_docs.py (help, versions, catalog, slash cmds, hotkeys,\ntest-count claims) with CI + pytest smoke. Put the security model near the\ntop of the README. Align uv.lock package version with 0.10.37.",
          "is_bot": false,
          "headline": "docs: surface local-first security and add docs-sync CI gate",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:52:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ab02b99584e57e78f0e7d808a6ec3fd9dce3014",
          "body": "Replace outdated 375-test note (~561 pytest + vitest), document Web UI,\nsecurity defaults, help wiki layout, and master-branch release flow.",
          "is_bot": false,
          "headline": "docs(readme): fix test count and bring README in line with 0.10.37",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:44:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cefa4af61dbd5688790fb8524d5b6b3866c12419",
          "body": "Update README features, owner manual (security/web UI/what is new), DESKTOP.md,\nand synced in-app help articles for the v0.10.37 ship.",
          "is_bot": false,
          "headline": "docs: release 0.10.37 notes — wiki, Web UI, security, tools",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:40:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a68fdf351be4ab1c45392151ee0316734d7936e",
          "body": "README: OAuth under Providers (not a special xAI feature). CORS star blocked\nwith auth; secure bind defaults; quarantine blocks skill body load; scrub skill\nenv; telegram allowlist; Tauri-first token; update requires signed latest.json\nasset URL. Auto shell and full access remain owner choices.",
          "is_bot": false,
          "headline": "security: harden against outsiders without reducing owner power",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:28:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f33bd29be991a2812a2ea65bb1964c44283c1c9",
          "body": "Show confirm dialog on Quit / full close with option to never warn again.\nHide-to-tray and Switch to Web UI keep the server running without a prompt.",
          "is_bot": false,
          "headline": "feat(desktop): warn before quit that local server and Web UI will stop",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:20:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc57f3a9789e2b805f2d166c8a2162c9a86e5882",
          "body": "Root cause of blank 7400/ was often the server not running. Serve SPA with\nGET/HEAD, surface Web UI path on serve start, require desktop/dist build.",
          "is_bot": false,
          "headline": "fix(api): keep Web UI reachable — HEAD support + startup banner",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:15:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5f7b0aafd4aeb3abe07c0a2a7790a00b3d1df08",
          "body": "Serve the built SPA from the local API (http://127.0.0.1:7400/). Logo menu,\nstatus bar Web, and Settings open the browser and hide the desktop shell to tray.",
          "is_bot": false,
          "headline": "feat(desktop): Switch to Web UI — hide to tray and open browser chat",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:12:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9717ab81e86a45699d6863fc9e07218a54399e82",
          "body": "…_write\n\n- Composer textarea grows with wrap up to 280px then scrolls\n- ToolRegistry.execute uses tool_name= so skill_activate(name=) no longer TypeErrors\n- Prefer file_write over bash for text files; allow Desktop/Documents/Downloads under project scope",
          "is_bot": false,
          "headline": "fix: composer auto-grow + tool_registry name collision + Desktop file…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T18:09:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0083366b246fd0802a122284d6e787d2e954af0",
          "body": "Tool dumps were plain JSON so unified-diff highlighting never fired. Synthesize\na line diff for file_write (new file = green; rewrite = red/green) and force\ninline colors so theme CSS cannot wash them out.",
          "is_bot": false,
          "headline": "fix(desktop): color file_write tool process as red/green diffs",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T17:59:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e26cadff20283e1302fa231bf0414e4e3e9c634",
          "body": "Color removelines red and additions green in code blocks and tool process\nwhen content is a unified diff (or language-diff fence).",
          "is_bot": false,
          "headline": "feat(desktop): Grok-style red/green unified diff highlighting in chat",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T17:44:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e3fc809fdb4d11b293b93971ed456e834edfe92",
          "body": "Align all version surfaces, sync help manuals, safe TOML writers, Tauri\nbridge helpers, xAI OAuth persist, hotkeys SSOT, and regression tests.",
          "is_bot": false,
          "headline": "fix(desktop): pre-push polish for 0.10.37 — audit backlog + second sweep",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T17:42:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d99bf8bb1a8be99513d444e2179a1a9245f088c",
          "body": "Ship a full technical owner manual (docs/manual) and in-app Help wiki (F1),\nwith Settings Report an issue linking to GitHub Issues prefilled with version.",
          "is_bot": false,
          "headline": "feat(desktop): offline Help wiki + owner manual + report issue (0.10.37)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T17:15:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c139fe275f0e456966de29abde0a3fe64197ed91",
          "body": "….10.36)\n\nRoot cause: config writer emitted root keys after TOML [table] sections, so\nkeys were absorbed into the last table and could duplicate. load_config then\nreturned {} and setup finish / OAuth looked like the server was down.\n\n- Write all root scalars before tables; corrupt configs force the wizard\n- Re-bootstrap local API token before setup save and xAI sign-in\n- Surface real API errors; auto-open setup when settings fail to load",
          "is_bot": false,
          "headline": "fix(desktop): first-run setup save, xAI OAuth, corrupt config.toml (0…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T16:59:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95e38f0a5ab73ee2da5ad36c71b9dc7c26070965",
          "body": "Sidecar always --skip-setup so CLI wizard cannot block the API. Default config with setup_completed=false; Setup Wizard runs once server is healthy. Auth/settings-first startup; token retry; longer health wait. Uninstall dialog uses system fonts and ASCII labels.",
          "is_bot": false,
          "headline": "fix(desktop): first-run setup after wipe + clean uninstall UI (0.10.35)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T16:37:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb1c66a02a66f567490491abe142cbc85b576438",
          "body": "Fix ruff CI lint (config + real F811/E402 fixes). Upload TAURI_SIGNING_* repo secrets. Local signed NSIS + .sig verified. Tag triggers Desktop Release + CI.",
          "is_bot": false,
          "headline": "release: Remedy 0.10.34 — CI green, signed Desktop Release",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T16:16:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "476b58d6644cd06e75b70260632d5c11379c49b5",
          "body": "Phase A: default local API auth, Zip Slip + quarantine skill_run, no Everyone ACL, DPAPI xAI, tighter updater URLs, ask-mode approvals for bash/write/skill_run, scrubbed tool env, webhook auth.\n\nPhase B: api auth, zip, skill tools, skills API, session stream, updater, secret ACL tests; desktop vitest.\n\nPhase C: tiered context caps, strong auto-compress, skill body cap, ranking fix, metrics, MessageFeed windowing.",
          "is_bot": false,
          "headline": "release: Remedy 0.10.33 — security A, tests B, performance C",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T16:09:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "151a794466a66643368ea67bb7f52778a5109bf7",
          "body": "…0.10.32)\n\nPOSTINSTALL only starts Remedy for silent/passive/update installs. Interactive installs wait for the finish page Run checkbox and desktop shortcut choice. Auto-update passes /UPDATE.",
          "is_bot": false,
          "headline": "fix(desktop): do not auto-launch on interactive install finish page (…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T15:40:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b7098fed534456bef71faafba192c3e5aa16984",
          "body": "…0.31)\n\nOnly Abort on intentional Cancel (exit 1). WinForms/script errors soft-fail, keep user data, and still remove the app. Safer full-wipe; pure-ASCII options script; default choices file always written.",
          "is_bot": false,
          "headline": "fix(desktop): uninstall must not abort when options dialog fails (0.1…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T15:36:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d4ee91bf4a10826ae294454305b6d158a013344",
          "body": "…sed loop)\n\nMake skills Remedy's durable differentiator: earn procedures from real work, protect hard-won multi-attempt solutions, and load them with agentskills-style progressive disclosure.\n\n- Lifecycle gates + effort weight (no lucky one-off ACTIVE; hard-won resists prune)\n\n- Ranked catalog, skil\n[…]\nle skill_stats.json, merge same-name skills\n\n- Pack export/import with quarantine; richer /api/skills + Skills panel v2\n\n- Docs: SKILL_LIFECYCLE.md, README/USAGE/DESKTOP; 529 tests; autoupdate harness",
          "is_bot": false,
          "headline": "release: Remedy 0.10.30 — skills system (progressive disclosure + clo…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T15:20:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cb56bb9e671dde70df048f6ddbfc696d6d2f0ae2",
          "body": "Simulates schedule → parent exit → install replace → mtime detect → relaunch.\nVerified PASS locally for the 0.10.29 update control flow.",
          "is_bot": false,
          "headline": "test: add fake auto-update pipeline harness (parent-exit survival)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T14:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68a1fddf971c995afafbb1ff365445fd94e5ff19",
          "body": "….10.29)\n\nThe update script was dying with the app process (job object), so NSIS never\nran and the old EXE stayed. Break away, install in place, verify mtime, relaunch.",
          "is_bot": false,
          "headline": "fix(desktop): auto-update install survives app exit and relaunches (0…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T13:58:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4096519ad6396d8feabfbd0e2efc2f2b01550a7e",
          "body": "Raise SSE idle timeout, promote reasoning when content is empty, DeepSeek-legal\nmax_tokens with length auto-continue, and retry empty final answers instead of\nabandoning mid-review.",
          "is_bot": false,
          "headline": "release: Remedy 0.10.28 — finish long DeepSeek turns without soft cutoff",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T13:08:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5054c258fdc63cd02af0d7b3751e4af989973392",
          "body": "….10.27)\n\nTray \"Check for updates\" only focused the chat; Settings could report up-to-date\nwhen comparing the Python sidecar instead of the EXE. Merge Tauri+API sources,\npass shell version to /api/updates/check, and surface clear This app vs Latest.",
          "is_bot": false,
          "headline": "fix(desktop): update check uses shell version; tray opens Settings (0…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T12:59:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6cf30f7ce2a26ddbec9e7ce95f6bb6136190d43",
          "body": "Export/import chat sessions as plain-text .txt, raise provider completion\nbudget to 128k without thinking-level throttling, and stop soft-trimming\nanswers, thinking, and tool results so long agent runs can finish fully.",
          "is_bot": false,
          "headline": "release: Remedy 0.10.26 — session txt I/O and no-cutoff agent headroom",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T12:44:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd319955c22ced52318b5a471d21a4b754c5abab",
          "body": "Remove unused SettingsSection import and rowJustify that failed npm run build in Desktop Release.",
          "is_bot": false,
          "headline": "fix(desktop): clear tsc unused vars so Tauri CI build succeeds",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T05:54:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aa2af6f34221fec4ffad63f07698910067bfa7e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch desktop-primary: land 0.10.25 partner desktop on master",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T05:39:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd6c410b2cc67f89af0f2b59abbb40188fac3bb1",
          "body": "Ship polished chat (stick-to-bottom, icon actions, shrink-wrap bubbles), tool process Off/Medium/Full with raw dumps, user name, sessions auto-title, logo menu/tray Settings, themes, ComfyUI/local discover, and per-provider secrets. Docs and PyPI package aligned at 0.10.25.",
          "is_bot": false,
          "headline": "release: Remedy 0.10.25 partner desktop UX and tool process modes",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T05:38:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ce8caebbd155a792ebb176a04bc4748a5538821",
          "body": "auth.x.ai only, no redirect-follow to sign-in, clean PyInstaller path\npinning, kill dual sidecars on :7400, oauth-meta diagnostics.",
          "is_bot": false,
          "headline": "fix(auth): 0.10.24 hard OAuth fix for installed desktop",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T01:56:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26804861d4193a35691df26a65a2bbf6c042ee61",
          "body": "Rebuild frozen sidecar so Sign in with xAI works in the installed app\n(not only from source). Includes Persistence.A!ml Startup-folder autostart.",
          "is_bot": false,
          "headline": "fix(release): 0.10.23 desktop package with auth.x.ai OAuth",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T01:49:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0fb198b3832387ba4ef0b779989d2260ba6053c5",
          "body": "Use Startup folder shortcut for optional Start with Windows instead of\nregistry Run keys. Scrub legacy Run entries on launch/toggle/uninstall.\nSigned 0.10.22 installer includes xAI auth.x.ai OAuth fix in sidecar.",
          "is_bot": false,
          "headline": "fix(desktop): stop HKCU Run autostart (Defender Persistence.A!ml)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T01:36:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "083a295043122f73263708e5a8239b91fe504112",
          "body": "accounts.x.ai/oauth2/device/code now 307s to the web sign-in page; device\ncode and token exchange must hit auth.x.ai. Verification URIs remain on\naccounts.x.ai as returned by xAI.",
          "is_bot": false,
          "headline": "fix(auth): use auth.x.ai for xAI device OAuth (fix 307 sign-in redirect)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T01:35:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cda63f9fdba43cc9d0206ccbfca19c3be2557b07",
          "body": "Ship the personal-partner expansion: Memory Harness (prune/brief/compact),\naccess scope, launch-at-login, themed chat bubbles, prompt history, goal\ntools, high-impact command approvals, knowledge pack import, and companion\nskills. Circuit-R branding for taskbar/tray. Docs and changelog updated.\nTests: 482 passed.",
          "is_bot": false,
          "headline": "feat: partner vision 0.10.21 — harness, approvals, goals, always-ready",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-24T01:05:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ceb25511b3cf7e38eb3192269454dc6d28e37ebf",
          "body": "- Clarify Remedy is a software coding agent, not medical/clinical\n- System prompt disclaims medical advice; README/docs/setup copy updated\n- Replace caduceus branding prompts and splash/icon assets with tech marks",
          "is_bot": false,
          "headline": "fix(brand): non-medical positioning and tech logo assets (v0.10.17)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T22:24:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "954248eec6d666fb43d60663f4c36aad1539afb5",
          "body": "- Splash: stable onReady refs so Ready handoff is not cancelled mid-fade\n- Splash/boot: force dark background regardless of system light theme\n- Update: PowerShell delayed silent NSIS + kill locks + relaunch fallback\n- CI: space-free installer asset names for latest.json URL match",
          "is_bot": false,
          "headline": "fix: splash hang/white bg + auto-update install reliability (v0.10.16)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T22:08:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b304ef52fd194bded4e30071b1c547e603a2a1f",
          "body": "- Sign in with xAI (device-code OAuth) and console API key path\n- CLI: remedy auth login|logout|status|apikey xai\n- Catalog: Groq, Mistral; Custom under Advanced; hide base URL for known brands\n- GET /api/providers + Ollama detect; env XAI_API_KEY preselects xAI\n- Desktop Settings/SetupWizard wired to catalog; Tauri shell open for verify URL\n- 401 refresh once for xAI tokens; docs/README/CHANGELOG updated",
          "is_bot": false,
          "headline": "feat: xAI OAuth + dual auth, provider self-setup (v0.10.15)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T21:51:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee9078a56d8b165f90bd1ebdeb4aab00ac61e0f3",
          "body": null,
          "is_bot": false,
          "headline": "feat(desktop): splash 3s, system theme, discoverable hotkeys (v0.10.14)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T20:40:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18925bbd5fa1d222c4b490709cfb847364042e94",
          "body": null,
          "is_bot": false,
          "headline": "fix: complete remaining review backlog items (v0.10.13)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T20:11:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3b08907c398c7f2ba23210670f3cb0e6339f5d8",
          "body": "…w fixes (v0.10.12)",
          "is_bot": false,
          "headline": "fix(agent): DeepSeek reasoning_content + resilient API errors + revie…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T20:07:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bb3cf0d58afae9c79effada9e6e3db73c4963ec",
          "body": "…0.11)",
          "is_bot": false,
          "headline": "fix(desktop): kill remedy-desktop.exe process tree on app close (v0.1…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T19:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6774dffa8bf4a482ecad2429958b5d4f207ba489",
          "body": null,
          "is_bot": false,
          "headline": "fix(agent): stream OpenAI-compatible SSE for DeepSeek (v0.10.10)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T19:34:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec9be1ca715d7b062a838530e17eef05b52f9b72",
          "body": null,
          "is_bot": false,
          "headline": "fix(desktop): auto-update file lock on remedy-desktop.exe (v0.10.9)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T19:20:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f73632e605445bf9e964dac45975ba4b12a87cfd",
          "body": null,
          "is_bot": false,
          "headline": "fix(desktop): unblock CI build (TS unused prev) - v0.10.8",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T19:05:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79796cdd8b175140643722b21ba14c69e2061205",
          "body": "NSIS /S instead of ignored /PASSIVE; POSTINSTALL relaunches Remedy Desktop;\nUpdateScreen auto-starts download; PE validation; detached installer; no\nupdate-available without installer URL.",
          "is_bot": false,
          "headline": "fix(desktop): one-click silent update install and relaunch (v0.10.7)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T18:58:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef177ea2c06e10190befc191efd10217d3acfca4",
          "body": "…ettings)\n\nGET /api/settings referenced undefined `version` instead of `_remedy_version`,\nso settings never loaded and the UI fell back to the hard-coded 0.9.0 placeholder.\nAlso fixed /api/updates/check and urllib.urlopen usage. Release v0.10.6.",
          "is_bot": false,
          "headline": "fix(settings): About Version was stuck at v0.9.0 (NameError on /api/s…",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T18:49:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af074695a076baff0d2e5699dfc9d2b66bbae9ad",
          "body": "Settings looked like a no-op when the check failed: errors were swallowed and\nthe panel only rendered status when updateInfo was set. Fetch all GitHub\nmetadata sources with timeouts off the UI thread, surface errors, and fall\nback to /api/updates/check.",
          "is_bot": false,
          "headline": "fix(desktop): make Check for Updates always show a result (v0.10.5)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T18:44:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44f7d87aa2f7805b34351021c6e5c4177d1c0ab9",
          "body": "Prevent OpenAI-compatible HTTP 400 when many parallel tools run (e.g. review\nproject): always emit one tool result per call id, normalize missing ids, and\nsanitize message history before each LLM request. Bump to 0.10.4 with docs and\ntests; published to PyPI as remedy-ai 0.10.4.",
          "is_bot": false,
          "headline": "fix(agent): complete tool_calls pairing for multi-tool turns (v0.10.4)",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T18:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d446d788a002fb156a448bbd2f8d37d0665db105",
          "body": "…nudge\n\nMake tool use more resilient when the first attempt fails:\n\n- System prompt: recovery contract (follow Suggestion lines, list_dir\n  before inventing paths, try once more before giving up)\n- format_tool_error / tool_error_payload: optional suggestion field\n- Workspace tools return Error [CODE\n[…]\np injects a single RECOVERY_NUDGE user message after a failing\n  tool batch so the model retries with corrected tools before answering\n\nTests cover helpers, error formatting, and loop nudge injection.",
          "is_bot": false,
          "headline": "feat(agent): recovery contract, suggestive tool errors, one recovery …",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T18:02:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc8f95511b4b5a34e2a3cc97d9eda6e0d25e3344",
          "body": "- Raise answer max_tokens to 32k (8k for tool rounds)\n- Remove 180s total stream wall; sock_read 300s between chunks\n- Auto-continue up to 4 times when finish_reason is length/max_tokens\n- Track finish_reason on StreamRoundState for seamless continuation",
          "is_bot": false,
          "headline": "fix: keep long LLM streams from cutting off mid-answer",
          "author_name": "Ahmi",
          "author_login": "AhmiDarrow",
          "committed_at": "2026-07-23T17:55:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7a88fc0af8d736393b3c8cfb555c9b1f8615df6",
          "body": "- Disable OS window decorations; add TitleBar with min/max/close\n- Title bar uses CSS theme tokens (bg-secondary, border, text)\n- Sync native window theme (dark/light) when app theme changes\n- Title bar on splash, setup, error, and main shell",
          "is_bot": false,
          "headline": "feat: themed custom title bar matching app theme",
          "author_name": "Ahmi",
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            "notes": [],
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              "monthly_downloads": 2102
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 2.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "17 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 56,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "desktop/tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "desktop/src-tauri/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "desktop/src-tauri/Cargo.toml (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "desktop/src-tauri/Cargo.toml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "desktop/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "desktop/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 95797,
              "source_files_sampled": 337,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (desktop/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "desktop/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/337 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 337,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:remedy-ai@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T18:26:19.938146Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/AhmiDarrow/RemedyAI.svg",
  "full_name": "AhmiDarrow/RemedyAI",
  "license_state": "custom",
  "license_spdx": null
}

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.