公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-07-29 15:25 UTC

meridianlabs-ai / inspect_swe

Software Engineering Agents for Inspect AI

PythonMIT★ 23 星标⑂ 36 复刻始于 2025年8月在 GitHub 上查看 ↗
类型如何判定

meridianlabs-ai/inspect_swe 的健康指数为 100 分中的 80 分,处于「优秀」区间。 其得分最高的类别是Vitality(96/100),最低的是Security(42/100)。 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。

80
总分 / 100
优秀

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,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。

80
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19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。

加权总体分 68 经校准后在公布的指数量表上为 80(记录校准 2026-08-02)。

所有权

87 关注者22 个公开仓库始于 2025年1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
PyPIinspect_swe0.2.67282,173670 天前

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?

96卓越 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
29.8/36提交节奏 — 52 周中有 43 周有提交
18/18提交量 — 最近一年 378 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year378
human_commit_share0.98
days_since_last_push0
active_weeks_last_year43

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 3 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 7.4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count3
latest_release_tag0.2.67
releases_from_tags
days_since_latest_release0
mean_days_between_releases7.4
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?

61中等 · 占总体的 17%
评分方式
21.8/60星标 — 23 个星标
12.9/25复刻 — 36 个复刻
0/15关注者 — 2 位关注者
所用输入
forks36
stars23
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
18/18CONTRIBUTING 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
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
72.7/80月度下载量 — pypi 合计每月 282,173 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
packagesinspect_swe
dependents
ecosystemspypi
total_downloads
monthly_downloads282,173
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

60中等 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
5.4/22.5提交分布 — 头号贡献者编写了 76% 的提交
13.5/13.5贡献者广度 — 25 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled25
top_contributor_share0.762
评分方式
24.7/42议题解决 — 59% 的议题已关闭
23.8/30PR 接受 — 已裁定的 PR 中 61/77 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
3/15OpenSSF Scorecard:Code-Review — Found 6/21 approved changesets -- score normalized to 2
所用输入
merged_prs61
open_issues7
closed_issues10
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.588
closed_unmerged_prs16
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
14/25所有者影响力 — meridianlabs-ai 有 87 位关注者
12.9/25既往记录 — 22 个公开仓库,账户约 1 年
所用输入
followers87
owner_typeOrganization
is_verified
owner_loginmeridianlabs-ai
public_repos22
account_age_days549
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 — 67 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
packagesinspect_swe
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?

77良好 · 占总体的 19%

工程实践

68良好
评分方式
24/24CI 工作流 — 6 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 — 20 out of 20 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

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://meridianlabs-ai.github.io/inspect_swe/
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttps://meridianlabs-ai.github.io/inspect_swe/
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?

42薄弱 · 占总体的 16%

安全态势

42薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 20 out of 20 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
1.5/7.5Code-Review — Found 6/21 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 4 contributing companies or organizations
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
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
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
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 130 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.2
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

69良好 · 占总体的 4%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
0/15机器可读文档(llms.txt)
19.6/40可读的提交历史 — 98 次人类提交中有 36 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_share0.367
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes775
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
11/11静态类型检查 — src/inspect_swe/py.typed
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 20 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
lockfilespackage-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configssrc/inspect_swe/py.typed
agent_commit_share0.2
toolchain_manifests
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(src/inspect_swe/py.typed)
55/55可控的文件大小 — 采样的 118 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes40,132
source_files_sampled118
oversized_source_files0
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

23GitHub 星标
25贡献者
378最近 12 个月提交数
0距最近推送天数
3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
  • deps.dev does not index pypi:inspect_swe@0.2.67; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 36 ⇿
0Star
36Fork

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

01325383422025-092026-022026-07
OpenSSF Scorecard 4.2 / 10
4.2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 · 2026-07-29 15:25 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/21 approved changesets -- score normalized to 2
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
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
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities130 existing vulnerabilities detected
直接依赖 10
注册表软件包版本约束清单文件
PyPIhttpxpyproject.toml
PyPIinspect_ai>=0.3.251pyproject.toml
PyPInest_asynciopyproject.toml
PyPIplatformdirspyproject.toml
PyPIpydantic>=2.13.0pyproject.toml
PyPIpyyamlpyproject.toml
PyPIsniffiopyproject.toml
PyPIanyiopyproject.toml
PyPItyping_extensions>=4.9.0pyproject.toml
PyPIagent-client-protocol>=0.11.0pyproject.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
{
  "data": {
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      "languages": {
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      "pushed_at": "2026-07-29T15:20:32Z",
      "created_at": "2025-08-29T23:59:08Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-29T15:22:36Z",
      "description": "Software Engineering Agents for Inspect AI",
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          "kind": "patch",
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        {
          "tag": "0.2.66",
          "kind": "patch",
          "published_at": "2026-07-14T19:37:22Z"
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          "tag": "0.2.65",
          "kind": "patch",
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        }
      ],
      "recent_commits": [
        {
          "oid": "3492cd6fdfd6e9ec304ad14b3d70b6c7c6701b38",
          "body": ":robot: I have created a release *beep* *boop*\n---\n\n\n##\n[0.2.67](https://github.com/meridianlabs-ai/inspect_swe/compare/0.2.66...0.2.67)\n(2026-07-29)\n\n\n### Features\n\n* **claude_code:** add `permission_mode` option (deprecates `auto_mode`)\n([5cc9e6d](https://github.com/meridianlabs-ai/inspect_swe/com\n[…]\nase-please). See\n[documentation](https://github.com/googleapis/release-please#release-please).\n\nCo-authored-by: meridian-release-bot[bot] <301467749+meridian-release-bot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.2.67 (#92)",
          "author_name": "meridian-release-bot[bot]",
          "author_login": "meridian-release-bot[bot]",
          "committed_at": "2026-07-29T15:20:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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          "oid": "cc854fd00f6939f40d2004eb6e7d077283d8af18",
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          "is_bot": false,
          "headline": "feat(codex_cli): add auto_review option for automated approval review…",
          "author_name": "Charles Teague",
          "author_login": "dragonstyle",
          "committed_at": "2026-07-29T15:14:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5cc9e6d9a92ed71efc9d72d075528c598b4498d4",
          "body": "## Summary\n- Add `allowlist_mcp_tools` for static caller-provided MCP servers.\n- Preserve the released `auto_mode` API through the established\ndeprecated-argument shim while exposing the complete typed Claude Code\npermission-mode set.\n- Correct the MCP wildcard syntax to `mcp__<name>__*` and cover t\n[…]\ne): add `permission_mode` option (deprecates `auto_mode`)\n\nfix(claude_code): correct \"all\" tools MCP allowlist wildcard to\n`mcp__<name>__*`\n\nCo-authored-by: Peter McIntyre <peter.mcintyre01@gmail.com>",
          "is_bot": false,
          "headline": "feat(claude_code): control static MCP allowlisting (#91)",
          "author_name": "Sami Jawhar",
          "author_login": "sjawhar",
          "committed_at": "2026-07-28T15:44:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "596be229bb3efb47adaab0edbb2997b7ae3c7d68",
          "body": "…latest (#95)\n\nHi, I am Claude acting on Sami Jawhar (sjawhar)'s behalf.\n\nThis refreshes the bundled Codex fallback catalog from `openai/codex`\n`rust-v0.145.0` (July 2026), including the current `gpt-5.6-sol` latest\nentry and its live priorities. It keeps the fallback aligned when the\nversion-matche\n[…]\ned model can therefore hard-fail CI until the\nsnapshot is refreshed. I can send a separate follow-up if maintainers\nwould like that gate implemented; this PR intentionally only refreshes\nthe snapshot.",
          "is_bot": false,
          "headline": "fix(codex_cli): refresh bundled model catalog snapshot to track live …",
          "author_name": "Sami Jawhar",
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          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "939d5162618271e36f4db0eb47e6d09fbf1d38cd",
          "body": "Adds workflow stubs from\n[meridianlabs-ai/agents](https://github.com/meridianlabs-ai/agents):\nclaude.yml,claude-review.yml.\n\nOnce merged:\n- **Dev agent** — mention `@claude` in an issue or PR comment, or add\nthe `claude` label to an issue.\n- **Reviewer** — auto-reviews PRs on open; or comment `@review` on a PR.",
          "is_bot": false,
          "headline": "chore: enable Meridian agents (#93)",
          "author_name": "Charles Teague",
          "author_login": "dragonstyle",
          "committed_at": "2026-07-23T00:39:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fca27f4481a02e39122efd0fd98b306274251bb",
          "body": "…s, and Centaur support (#73)\n\n## Summary\n\nAdds a `kimi_code()` agent for Moonshot AI's [Kimi\nCode](https://github.com/MoonshotAI/kimi-code) CLI, running headless in\na sandbox with Inspect model bridging — the same shape as the existing\n`opencode()` / `claude_code()` agents. Closes #72.\n\nKimi's mode\n[…]\n builds keyed by arch only (no musl variants),\nso musl sandbox platforms are collapsed onto the plain `linux-x64` /\n`linux-arm64` keys.\n\n---------\n\nCo-authored-by: Craig Walton <craig@meridianlabs.ai>",
          "is_bot": false,
          "headline": "feat(kimi): add `kimi_code()` agent with Inspect bridging, MCP, skill…",
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          "body": "…#86)\n\nUpdates the Commit messages and releases section to match the live\nRelease Please config: perf/revert appear in the release notes while\ndocs/refactor/chore stay hidden, feat and fix both bump the patch\nversion pre-1.0, and publish waits on deployment approval after the\nrelease PR merges. Mirrors the review fix from flow#754.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct release-notes visibility and publish-approval wording (…",
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          "body": "Coding agents read AGENTS.md/CLAUDE.md automatically but not\nCONTRIBUTING.md, so this inlines the release-driving PR-title rules\nwhere they'll actually be seen, with CLAUDE.md as a relative symlink to\nAGENTS.md per the org pattern. Mirrors inspect_scout#533.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add minimal AGENTS.md with PR-title and release guidance (#87)",
          "author_name": "Charles Teague",
          "author_login": "dragonstyle",
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          "body": "…he top (#84)\n\nPermanent fix for the changelog mis-ordering quirk (new release sections\nlanding *below* the previous one).\n\nRoot cause, verified in release-please's source: the changelog updater\ninserts the new section before the first version header **preceded by a\nnewline** (`\\n###? v?[0-9[]`). A \n[…]\nis open, this merge regenerates it — with the\nnew section correctly at the top.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add Changelog title so release-please inserts new sections at t…",
          "author_name": "Charles Teague",
          "author_login": "dragonstyle",
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          "oid": "709340fb498e1f0d587fdc587f075e72860e9631",
          "body": ":robot: I have created a release *beep* *boop*\n---\n\n\n##\n[0.2.66](https://github.com/meridianlabs-ai/inspect_swe/compare/0.2.65...0.2.66)\n(2026-07-14)\n\n\n### Bug Fixes\n\n* update ACP client for agent-client-protocol 0.11.0 compatibility\n([#76](https://github.com/meridianlabs-ai/inspect_swe/issues/76))\n\n[…]\n-by: meridian-release-bot[bot] <301467749+meridian-release-bot[bot]@users.noreply.github.com>\nCo-authored-by: Charles Teague <cteague@gmail.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": true,
          "headline": "chore(main): release 0.2.66 (#83)",
          "author_name": "meridian-release-bot[bot]",
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          "oid": "22328dc0082e0ed49f751d0f905ee249f640db70",
          "body": "… (#76) (#82)\n\nCatch-up release credit for **#76** (ACP 0.11.0 compatibility — revised\n`Client` interface signatures, new elicitation methods, requires\n`agent-client-protocol>=0.11.0`), which merged after the `0.2.65` tag\nbut with a non-conventional squash title, so Release Please can't\nsurface it.\n\n[…]\n16).\n\nCode change is docs-only; the actual fix already lives on `main` via\n#76.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "fix: update ACP client for agent-client-protocol 0.11.0 compatibility…",
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          "author_login": "dragonstyle",
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          "body": "CI ran `mypy src` but the Makefile ran `mypy src tests`, so test-only\ntype errors could merge unnoticed.\n\n- Move the target list into `[tool.mypy]` (`files = [\"src\", \"tests\"]`)\nas the single source of truth\n- CI and Makefile now just run `mypy` (no hardcoded paths)\n- Fix the pre-existing annotation \n[…]\nng them across CI and local.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Charles Teague <cteague@gmail.com>",
          "is_bot": false,
          "headline": "chore: make mypy consistent between CI and local (#77)",
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          "body": "…x) (#81)\n\nThe reusable workflow now derives `target-branch` from the dispatched\nbranch (`github.ref_name`), so this caller input is redundant and its\n`default: main` would override the new behavior. Removing it makes the\n\"Use workflow from\" branch selector the sole control (mirrors\nmeridianlabs-ai/actions#66). Normal push-to-main releases are unchanged.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "ci: drop redundant target-branch dispatch input (single-control hotfi…",
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          "body": "…chore/refactor) (#80)\n\nRegenerates the committed release-please config from the fixed\ngenerator.\n\n- Removes the invalid \\`release-notes-config\\` key (unsupported; was a\nno-op / config error).\n- Hides \\`docs\\`, \\`chore\\`, and \\`refactor\\` changelog sections so\nrelease notes surface \\`feat\\`/\\`fix\\`/\n[…]\nat (bare /\ninclude-v-in-tag=false), or versioning (patch-pre-major bump flags).\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "chore: regenerate release-please config (drop invalid key, hide docs/…",
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          "body": "Adds a `CONTRIBUTING.md` covering development setup, checks and tests,\nthe org-standard Conventional Commits / Release Please guidance, and how\nto report issues. Commands are derived from the `Makefile`, `README.md`,\nand CI.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "docs: add contributing guide (#78)",
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          "body": "Migrates `inspect_swe` from manual dispatch to Release Please (shared\nautomation), same pattern as `inspect_viz`.\n\n- **release.yaml** (new): release-please via\n`release-please-python.yml@v1` (App token); `approval-ping: false`.\n- **publish.yml**: `+on: release` (keep manual break-glass); publish\ngat\n[…]\neset + code-owner\nreview, squash-only + squash message.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: migrate release to Release Please (App auth) (#75)",
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          "body": "## Summary\nUpdates the ACP client implementation to be compatible with\n`agent-client-protocol` 0.11.0, which includes revised `Client`\ninterface signatures and new elicitation functionality.\n\n## Key Changes\n- **Updated method signatures** to match the revised `Client` interface:\n- `request_permissio\n[…]\n`_unsupported_capability_request()` errors to indicate they are not\nimplemented by this client.\n\nhttps://claude.ai/code/session_014cUZQ5vFCUnXjGDfgFtPtk\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "Update ACP client for agent-client-protocol 0.11.0 compatibility (#76)",
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          "headline": "Merge pull request #71 from meridianlabs-ai/brandly/claude-refusals",
          "author_name": "Charles Teague",
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          "body": "Addresses review feedback: rather than re-parsing raw JSONL in the runner\nloop to recover the terminal stop reason, track it on LiveConsumer, which\nalready receives every ModelEvent from the bridge as a structured object.\n\n- LiveConsumer.on_complete records event.output.stop_reason (guarded for\n  em\n[…]\npletes (status=success, 0 sample errors) and the refusing sample is\nscored incorrect, matching the react and direct-model solvers.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "claude_code: source refusal stop reason from LiveConsumer",
          "author_name": "Matt Brandly",
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          "body": "Claude Code exits with code 1 (and empty stderr) after an Anthropic\nrefusal response, even though the refusal has already been recorded in\nbridge.state and can be scored. Previously this propagated as a\nRuntimeError that interrupted the entire eval, diverging from native\nInspect solvers which score \n[…]\npletes (status=success, 0 sample errors) and the refusing sample\nis scored incorrect, matching the react and direct-model solvers.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "claude_code: treat Anthropic refusal exits as scoreable, not fatal",
          "author_name": "Matt Brandly",
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          "oid": "364504adff18a5812ada630f1d140655f9e3582d",
          "body": "…bridge\n\nCheckpointer support for Codex CLI & Claude Code; run agents in home dir when sandbox default workdir is /",
          "is_bot": false,
          "headline": "Merge pull request #68 from meridianlabs-ai/feature/checkpoint-agent-…",
          "author_name": "Eric Patey",
          "author_login": "epatey",
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          "headline": "Pin inspect_ai to github main for checkpointer bridge support",
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          "headline": "Add CHANGELOG entry for checkpoint support",
          "author_name": "Eric Patey",
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          "body": "LiveConsumer/CodexConsumer froze outer_span_id at construction (before\ncheckpointer() entry), pinning main-agent model events and sub-agent\nspan parents to the pre-checkpoint agent span. Resolve via\ncurrent_span_id() at emission instead so attribution tracks the\nrotating checkpoint span (inspect_ai SpanRotationScope; see\ndesign/plans/checkpoint-span-cell.md there).",
          "is_bot": false,
          "headline": "Resolve consumer outer span lazily at emission time",
          "author_name": "Eric Patey",
          "author_login": "epatey",
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          "headline": "Add Claude Code checkpoint support",
          "author_name": "Eric Patey",
          "author_login": "epatey",
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          "headline": "All agents: fall back to home dir when sandbox default working dir is /",
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          "oid": "b1a5b07e76573659507f8818b799e086aceedff5",
          "body": "…ent-bridge",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/main' into feature/checkpoint-ag…",
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          "oid": "83a9bd06b02d7ccd58ce448bed4023977055314c",
          "body": "… (#67)",
          "is_bot": false,
          "headline": "Codex CLI: use releases/latest endpoint to avoid 504s on full listing…",
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          "headline": "mypy",
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          "headline": "Remove ACP patch for connection initialization order issue",
          "author_name": "J.J. Allaire",
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          "headline": "Tracing: Only trace full session output when `debug` option is passed",
          "author_name": "J.J. Allaire",
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          "oid": "289973e490ce63dff6330bd86799e20ce78159af",
          "body": "…#63)\n\n* claude_code: report real served model instead of inspect sentinel\n\nThe bridge sentinel ('inspect'/'inspect/<model>') was used as Claude Code's displayed model, so its system prompt read 'You are powered by the model inspect'. Present the real served model name instead (new presented_model o\n[…]\no-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: J.J. Allaire <jj.allaire@gmail.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "claude_code: report real served model instead of `inspect` sentinel (…",
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          "headline": "codex model name improvements",
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          "headline": "codex cli agents: code review feedback",
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          "oid": "ac66a0e370d5632527c9db1863bda3f22acbb383",
          "body": "…` tools (both default to enabled).",
          "is_bot": false,
          "headline": "Codex CLI: Add options for enabling/disabling `web_search` and `goals…",
          "author_name": "J.J. Allaire",
          "author_login": "jjallaire",
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          "committed_at": "2026-05-25T14:16:30Z",
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        {
          "oid": "648aaf9670c44ac6c3bc37c4b6b3519adfdf23bd",
          "body": "* support new claude code jsonl format\n\n* reformat",
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          "headline": "support new claude code jsonl format (#60)",
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          "headline": "Claude Code: Improved live event capture (no longer requires injectio…",
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          "headline": "Update changelog for unreleased changes",
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          "headline": "Merge branch 'alex-treebeard-feat/auto-mode-flag'",
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          "committed_at": "2026-05-22T17:56:33Z",
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          "headline": "parameter order + docs for auto_mode",
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          "oid": "d3f72cefe36968f1317448e25fd757f618c9530e",
          "body": "Adds --permission-mode auto as an alternative to --dangerously-skip-permissions,\nenabling the auto-mode monitor (two-stage classifier) for eval red-teaming.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add auto_mode flag to claude_code() agent",
          "author_name": "Alex Remedios",
          "author_login": "alex-remedios",
          "committed_at": "2026-05-22T11:00:47Z",
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          "is_bot": false,
          "headline": "Update CHANGELOG.md",
          "author_name": "jjallaire",
          "author_login": "jjallaire",
          "committed_at": "2026-05-19T22:13:16Z",
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          "headline": "Fix deprecated claude-agent-acp package name (#56)",
          "author_name": "kelvin",
          "author_login": "kakugawa",
          "committed_at": "2026-05-19T22:12:08Z",
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        },
        {
          "oid": "da0f4fc488a7b53c264190f14ebb942957041082",
          "body": "* Fix opencode native skills (#53)\n\n* Fix OpenCode native skill loading\n\nOpenCode discovers global skills under HOME/.config/opencode/skills and uses its native skill tool to load them. The wrapper installed skills project-locally before setting HOME/OPENCODE_CONFIG, which made discovery depend on c\n[…]\n\n* Revert \"refactor: inline ripgrep into agentbinary\"\n\nThis reverts commit 8dd2b6c121d3b4c528c3ec443e24da08ef129dbd.\n\n* changelog and lint\n\n---------\n\nCo-authored-by: Toni Kukurin <tkukurin@gmail.com>",
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          "headline": "opencode skills: install ripgrep (#54)",
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          "headline": "Workaround for `agent_client_protocol` v0.10.0 connection bug",
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          "headline": "Update CHANGELOG.md",
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        {
          "oid": "169fa223e2669f5a3d4e65237b0a51b66b24a79a",
          "body": "The non-ACP claude_code agent and the ACP codex_cli/gemini_cli agents\nall bump a per-sample store() counter and pass port= to\nsandbox_agent_bridge so that re-entering the agent in the same\nsandbox doesn't collide with a stale model_proxy still bound on the\ndefault 13131. The ACP claude_code agent wa\n[…]\n that runs the agent more than once per sample (e.g. petri-dish\non rollback/restart) hits EADDRINUSE if the previous proxy hasn't\nfully exited.\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "claude_code (ACP): allocate per-invocation bridge port (#51)",
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          "body": "…tps://github.com/agentclientprotocol/python-sdk/issues/97) is fixed",
          "is_bot": false,
          "headline": "Pin `agent-client-protocol>=0.9.0,<0.10` until [init ordering bug](ht…",
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          "headline": "update docs and changelog for release",
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          "headline": "Merge branch 'marians-add-opencode-agent'",
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          "headline": "ruff format",
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          "headline": "Merge branch 'main' into add-opencode-agent",
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          "oid": "c998f7cc45cdb41210adef88dd2d7f21889716e7",
          "body": "* Disable codex_cli and gemini_cli telemetry by default\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* Update CHANGELOG.md\n\n* ruff format\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: jjallaire <jj.allaire@gmail.com>",
          "is_bot": false,
          "headline": "Disable codex_cli and gemini_cli telemetry by default (#50)",
          "author_name": "Eric Winsor",
          "author_login": "ericwinsor-aisi",
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          "headline": "Update CHANGELOG for version 0.2.51 release",
          "author_name": "jjallaire",
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          "committed_at": "2026-05-07T15:27:57Z",
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          "oid": "883bd8da11f5537c7c0d62db12a05dc072f1a742",
          "body": "gemini_cli: fix MCP registration via GEMINI_CLI_TRUST_WORKSPACE",
          "is_bot": false,
          "headline": "Merge pull request #49 from kaifronsdal/gemini-acp-fixes",
          "author_name": "Kai Fronsdal",
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          "oid": "22065324846dd551dca7cdf70b9f46d0220081e0",
          "body": "… list\n\nThe explicit GEMINI_UTILITY_MODEL_NAMES alias loop is redundant once a\nfallback is set: model_aliases is checked first, then any unmatched name\nfalls through to the bridge `model=` param. The previous fallback value\n`f\"inspect/{model.api.model_name}\"` was also subtly wrong — after\nremovepref\n[…]\n for the primary name, all five known utility\nnames, gemini-3.1-flash-lite-preview (new in 0.41.1), and an arbitrary\nunknown name.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "gemini_cli (ACP): use bridge fallback model instead of explicit alias…",
          "author_name": "Kai Fronsdal",
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          "oid": "f6a8f270f72d64204a678799975125093f65aa95",
          "body": "gemini-cli's settings schema defaults security.folderTrust.enabled to\ntrue. With no trustedFolders.json entry for the sandbox cwd and no IDE\nworkspace trust signal, Config.isTrustedFolder() returns false, and\nMcpClientManager.startConfiguredMcpServers() returns immediately\nwithout connecting to any \n[…]\ncher redirects console.* away from stderr. Switch the debug\nparam to set GEMINI_DEBUG_LOG_FILE, which debugLogger honors directly.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "gemini_cli: set GEMINI_CLI_TRUST_WORKSPACE so MCP servers register",
          "author_name": "Kai Fronsdal",
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          "oid": "9d3205480b4c87dbb391a046ed96569ba351b50a",
          "body": "Gemini CLI makes internal model calls under hardcoded names\n(gemini-3-flash-preview, gemini-2.5-flash, etc.) for loop-detection,\nweb-search/web-fetch, edit-fixer, next-speaker-checker, subagent\ndefinitions, summarizers, and compaction. There is no env var to\noverride them.\n\nPreviously the ACP wrappe\n[…]\nnot in the alias list still falls back to the target\n  (mirrors the non-ACP gemini_cli wrapper).\n- Add a debug=False param that runs gemini-cli with --debug / DEBUG=1\n  for MCP-connection diagnostics.",
          "is_bot": false,
          "headline": "gemini_cli (ACP): alias hardcoded utility-model names to target (#48)",
          "author_name": "Kai Fronsdal",
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          "headline": "Adapt examples",
          "author_name": "Marian Steinbach",
          "author_login": "marians",
          "committed_at": "2026-05-05T06:48:40Z",
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        },
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          "headline": "Adapt tests",
          "author_name": "Marian Steinbach",
          "author_login": "marians",
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          "headline": "Merge branch 'main' into add-opencode-agent",
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          "headline": "Merge branch 'Scott-Simmons-fix/ensurepip-wheel-download'",
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                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://meridianlabs-ai.github.io/inspect_swe/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 42,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 6/21 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": {}
                  }
                ],
                "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": "130 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 15
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.367,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 775
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "36 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/inspect_swe/py.typed"
              ],
              "agent_commit_share": 0.2,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/inspect_swe/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/inspect_swe/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "20 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 20,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 40132,
              "source_files_sampled": 118,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/inspect_swe/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/inspect_swe/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/118 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 118,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "mcp-server": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "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:inspect_swe@0.2.67; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T15:25:34.774988Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/meridianlabs-ai/inspect_swe.svg",
  "full_name": "meridianlabs-ai/inspect_swe",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v2.3.1、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.