公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 20:49 UTC

github / gh-aw-mcpg

Github Agentic Workflows MCP Gateway

Go · RustMIT★ 152 星标⑂ 33 复刻始于 2025年12月在 GitHub 上查看 ↗

github/gh-aw-mcpg 的健康指数为 100 分中的 74 分,处于「良好」区间。 其得分最高的类别是Vitality(88/100),最低的是Community & Adoption(65/100)。 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。

74
总分 / 100
良好

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。

74
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

GitHub组织
80,903 关注者556 个公开仓库始于 2008年5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
Gogithub.com/github/gh-aw-mcpgv0.4.6-2140 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?

88优秀 · 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
22.8/36提交节奏 — 52 周中有 33 周有提交
18/18提交量 — 最近一年 6,653 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year6,653
human_commit_share0.4
days_since_last_push0
active_weeks_last_year33

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 100 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 3.2 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_count100
latest_release_tagv0.4.6
releases_from_tags
days_since_latest_release0
mean_days_between_releases3.2

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

65中等 · 占总体的 18%

流行度与采用

48存在风险
评分方式
35.3/60星标 — 152 个星标
12.5/25复刻 — 33 个复刻
0/15关注者 — 2 位关注者
所用输入
forks33
stars152
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
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
13.5/13.5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

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?

69中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0.7/22.5提交分布 — 头号贡献者编写了 97% 的提交
10.8/13.5贡献者广度 — 8 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled8
top_contributor_share0.969
评分方式
46.7/46.8议题解决 — 100% 的议题已关闭
31.9/38.3PR 接受 — 已裁定的 PR 中 1,958/2,348 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/1 approved changesets -- score normalized to 0
所用输入
merged_prs1,958
open_issues9
closed_issues7,611
issue_closed_ratio0.999
closed_unmerged_prs390
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — github 有 80,903 位关注者
25/25既往记录 — 556 个公开仓库,账户约 18 年
所用输入
followers80,903
owner_typeOrganization
is_verified
owner_logingithub
public_repos556
account_age_days6,651
评分方式
25/25已发布且可解析 — go 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 — 214 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
packagesgithub.com/github/gh-aw-mcpg
ecosystemsgo
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

76良好 · 占总体的 20%

工程实践

84良好
评分方式
24/24CI 工作流 — 45 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yml
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 9 out of 9 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

65中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10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?

69中等 · 占总体的 16%

安全态势

64中等
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 — 9 out of 9 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
0/7.5Code-Review — Found 0/1 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — 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 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file 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
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.5
评分方式
26.6/35直接依赖不含已知公告 — 1 个受影响:golang.org/x/text v0.37.0 (unknown)
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
40/40没有长期未处理的公告 — 没有公告公开超过 90 天
所用输入
sourceosv
advisories2
affected_packages2
assessed_packages51
unassessed_packages0
affected_by_severityunknown 2
direct_affected_packages1
已排除计分(无数据或不适用):间接依赖不含已知公告。 其余权重已重新归一化。 已将 51 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

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

86优秀 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 40 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_share0.9
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes30,309
评分方式
18/18一条命令的引导启动 — Makefile, guards/github-guard/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — devcontainer, Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 19 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
9/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
所用输入
has_nix
has_tests
lockfilesCargo.lock, go.sum
has_dockerfile
typed_language
bootstrap_filesMakefile, guards/github-guard/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.19
toolchain_manifestsgo.mod, guards/github-guard/rust-guard/Cargo.toml, test/serena-mcp-tests/samples/go_project/go.mod
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — Go(静态类型)
54.3/55可控的文件大小 — 采样的 473 个源文件中有 6 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes223,744
source_files_sampled473
oversized_source_files6
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — samples
所用输入
example_dirssamples
has_mcp_signal
api_schema_files

关键数据

152GitHub 星标
8贡献者
6,653最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数(bus factor)
9开放议题
Go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

更多细节

Star 与 Fork 历史 0 ★ / 33 ⇿
0Star
33Fork
100发布

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

01325383322026-012026-042026-07
主版本 0次版本 4修订 96
OpenSSF Scorecard 6.5 / 10
6.5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 · 2026-07-27 20:49 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/1 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
直接依赖 13
注册表软件包版本约束清单文件
Gogithub.com/BurntSushi/tomlv1.6.0go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogolang.org/x/termv0.43.0go.mod
Gogithub.com/itchyny/gojqv0.12.19go.mod
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/tetratelabs/wazerov1.12.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0go.mod
Gogolang.org/x/textv0.37.0go.mod
全部依赖 51

来自 GitHub 依赖图的完整解析依赖集合:13 个直接依赖与 38 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
Gogithub.com/burntsushi/tomlv1.6.0直接
Gogithub.com/itchyny/gojqv0.12.19直接
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1直接
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2直接
Gogithub.com/spf13/cobrav1.10.2直接
Gogithub.com/stretchr/testifyv1.11.1直接
Gogithub.com/tetratelabs/wazerov1.12.0直接
Gogo.opentelemetry.io/otelv1.44.0直接
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0直接
Gogo.opentelemetry.io/otel/sdkv1.44.0直接
Gogo.opentelemetry.io/otel/tracev1.44.0直接
Gogolang.org/x/termv0.43.0直接
Gogolang.org/x/textv0.37.0直接
crates.ioitoa1.0.17间接
crates.iomemchr2.7.6间接
crates.ioproc-macro21.0.106间接
crates.ioquote1.0.44间接
crates.ioserde1.0.228间接
crates.ioserde_core1.0.228间接
crates.ioserde_derive1.0.228间接
crates.ioserde_json1.0.149间接
crates.iosyn2.0.114间接
crates.iounicode-ident1.0.22间接
crates.iozmij1.0.17间接
Gogithub.com/cenkalti/backoff/v5v5.0.3间接
Gogithub.com/cespare/xxhash/v2v2.3.0间接
Gogithub.com/davecgh/go-spewv1.1.1间接
Gogithub.com/go-logr/logrv1.4.3间接
Gogithub.com/go-logr/stdrv1.2.2间接
Gogithub.com/google/jsonschema-gov0.4.3间接
Gogithub.com/google/uuidv1.6.0间接
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0间接
Gogithub.com/inconshreveable/mousetrapv1.1.0间接
Gogithub.com/itchyny/timefmt-gov0.1.8间接
Gogithub.com/pmezard/go-difflibv1.0.0间接
Gogithub.com/segmentio/asmv1.1.3间接
Gogithub.com/segmentio/encodingv0.5.4间接
Gogithub.com/spf13/pflagv1.0.9间接
Gogithub.com/yosida95/uritemplate/v3v3.0.2间接
Gogo.opentelemetry.io/auto/sdkv1.2.1间接
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0间接
Gogo.opentelemetry.io/otel/metricv1.44.0间接
Gogo.opentelemetry.io/proto/otlpv1.10.0间接
Gogolang.org/x/netv0.55.0间接
Gogolang.org/x/oauth2v0.36.0间接
Gogolang.org/x/sysv0.45.0间接
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260526163538-3dc84a4a5aaa间接
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaa间接
Gogoogle.golang.org/grpcv1.82.1间接
Gogoogle.golang.org/protobufv1.36.11间接
Gogopkg.in/yaml.v3v3.0.1间接
依赖安全公告 2

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 51 个包,其中也包含从不交付的开发与测试版本固定:2 个存在已知公告,1 个为直接依赖。

软件包版本关系严重程度公告数修复版本
golang.org/x/textv0.37.0直接未知10.39.0
golang.org/x/netv0.55.0间接未知10.56.0

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 32026,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Go": 4825724,
        "Java": 1450,
        "Rust": 689593,
        "Shell": 200544,
        "Python": 3024,
        "Makefile": 20585,
        "Dockerfile": 6097,
        "JavaScript": 1324
      },
      "pushed_at": "2026-07-27T17:30:37Z",
      "created_at": "2025-12-10T21:43:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T15:56:39Z",
      "description": "Github Agentic Workflows MCP Gateway",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Go",
      "significant_languages": [
        "Go",
        "Rust"
      ]
    },
    "owner": {
      "blog": "https://github.com/about",
      "name": "GitHub",
      "type": "Organization",
      "login": "github",
      "company": null,
      "location": "United States of America",
      "followers": 80903,
      "avatar_url": "https://avatars.githubusercontent.com/u/9919?v=4",
      "created_at": "2008-05-11T04:37:31Z",
      "is_verified": null,
      "public_repos": 556,
      "account_age_days": 6651
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.6",
          "kind": "patch",
          "published_at": "2026-07-26T23:38:04Z"
        },
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2026-07-24T00:23:48Z"
        },
        {
          "tag": "v0.4.4",
          "kind": "patch",
          "published_at": "2026-07-23T14:48:29Z"
        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2026-07-20T04:11:25Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2026-07-19T22:18:28Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-07-08T18:37:51Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-07-08T02:58:25Z"
        },
        {
          "tag": "v0.3.33",
          "kind": "patch",
          "published_at": "2026-07-03T03:45:54Z"
        },
        {
          "tag": "v0.3.32",
          "kind": "patch",
          "published_at": "2026-06-28T20:09:10Z"
        },
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          "body": "- Upgraded github/gh-aw-actions/setup-cli from v0.83.2 to v0.83.3\n- Upgraded github/gh-aw-actions/setup from v0.83.2 to v0.83.3\n- Upgraded docker/login-action from v4.5.0 to v4.5.1\n- Updated actions-lock.json\n- Recompiled all workflows\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Upgrade gh-aw extension to v0.83.3 pre-release and recompile workflows",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-27T02:48:52Z",
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        {
          "oid": "a049c16219ef5cfe79a33a828804e8e929152241",
          "body": null,
          "is_bot": true,
          "headline": "fix(proxy): fix gofmt formatting in handler_difc_test.go",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-27T02:43:21Z",
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        {
          "oid": "6d20a8e044ca55ddf00f10f895cdda61d5be8cd2",
          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-27T02:37:55Z",
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          "oid": "8a8f0884e8a9551c25f97430c12b0928a4914db8",
          "body": "…d rate limit\n\nAdd two tests to handler_difc_test.go that use the recording tracer\n(newRecordingProxyHandler) to verify the difcSpan.IsRecording() branches:\n\n- TestHandleWithDIFC_AccessDenied_RecordsSpanEvent: verifies that a DIFC\n  coarse-check block emits a 'difc.access_denied' span event with a r\n[…]\nin handleWithDIFC. Coverage for\nhandleWithDIFC improved from 90.0% to 95.0%, and total proxy package\ncoverage from 94.4% to 95.0%.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(proxy): add span event recording tests for DIFC access denied an…",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T00:17:21Z",
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          "is_coding_agent": true
        },
        {
          "oid": "7e7f4c561e40dd74b230e999f949fe537dfa4725",
          "body": "## Test Coverage Improvement: logger fallback init helpers\n\n### Functions Analyzed\n\n- **Package**: `internal/logger`\n- **Functions**:\n  - `logFallbackWarnings`\n  - `fallbackLoggerOnInitError`\n  - `silentFallbackLoggerOnInitError`\n  - `strictLoggerOnInitError`\n- **Previous Coverage**: 0% (no direct t\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30210904844 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
          "is_bot": false,
          "headline": "[test] Add tests for logger fallback init helper functions (#10122)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T23:27:40Z",
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          "oid": "d79500320423bbc6e3e4e28b47a70bcdb9c81dc2",
          "body": null,
          "is_bot": false,
          "headline": "ci: upgrade GitHub Actions to latest versions (#10127)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T22:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e02e9ae061d4840193cceff648064a1c5d4d19f",
          "body": "…_test.go",
          "is_bot": true,
          "headline": "fix: correct indentation on assert.Same line in fallback_init_helpers…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:30:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7806cbbdaca5323993d8869e70dd877b0f2b1176",
          "body": "- actions/checkout: v5 (93cb6ef) → v7.0.1 (3d3c42e5aac5ba805825da76410c181273ba90b1)\n- actions/setup-go: v6 (4dc6199) → v7.0.0 (b7ad1dad31e06c5925ef5d2fc7ad053ef454303e)\n- actions/upload-artifact: v4 (ea165f8) → v7.0.1 (043fb46d1a93c77aae656e7c1c64a875d1fc6a0a)\n- actions-rust-lang/setup-rust-toolchain: v1.15.3 (a0b538f) → v1.17.0 (166cdcfd11aee3cb47222f9ddb555ce30ddb9659)\n\nCloses #10112",
          "is_bot": true,
          "headline": "ci: upgrade GitHub Actions to latest versions",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:19:28Z",
          "body_truncated": false,
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        {
          "oid": "6540287f6935aaf5f85248b7bf0b5850bcdc4d70",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:16:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "653c850ab42d860e1530dabef8585006f4115702",
          "body": "…tics (#10086)\n\nSemantic clustering flagged low-effort cleanup opportunities: thin\npersistence wrappers in logger internals and potential confusion between\ntwo env-expansion paths with different failure semantics. This PR\napplies those targeted refactors without changing behavior.\n\n- **Logger intern\n[…]\nSON(...)` directly after\nremoving `writeToFile()`.\n\n```go\n// Before\nreturn tl.writeToFile()\n\n// After\nreturn tl.writeJSON(tl.data, 0644)\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10083",
          "is_bot": false,
          "headline": "Refactor logger persistence wrappers and document env expansion seman…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:15:42Z",
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        {
          "oid": "57a9e20b26ed2446632d3d227bbbffd8b6ffb832",
          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:15:06Z",
          "body_truncated": false,
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        {
          "oid": "fa866725c2acea57af9813d19dda94f79ba587c6",
          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:14:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "58e9557e16ff38e652cb81ed27b1468ded4b93fa",
          "body": "## Summary\n\nImproved test coverage for `internal/launcher` package from **96.8% →\n97.3%**.\n\n## File Analyzed\n\n`internal/launcher/getorlaunchforsession_test.go` and\n`internal/launcher/launcher_runtime_test.go`\n\n## Improvements Made\n\n### New tests in `getorlaunchforsession_test.go`\n\n- **`TestGetOrLaun\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30180448413 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for launcher package (#10089)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T21:14:23Z",
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        },
        {
          "oid": "1863c403c28da848871ed0cf8474fdee3c9914e3",
          "body": "Add direct unit tests for four package-private helpers in\ninternal/logger/global_helpers.go that had no direct test coverage:\n\n- logFallbackWarnings: verify two WARNING lines are printed with the\n  expected error message and fallback description\n- fallbackLoggerOnInitError: verify warnings are emitt\n[…]\nenario-based, use captureStdLog for\nstderr capture, and follow the testify patterns established by the\nrest of the logger package.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for logger fallback init helper functions",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-26T16:57:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9ceea93df2c169be67e8abc136b7f4ff8441acbd",
          "body": null,
          "is_bot": true,
          "headline": "test(launcher): remove invalid double-check lock pool test",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T16:39:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30d3e489ca050b4b08af06e93787eef73d709bd0",
          "body": null,
          "is_bot": true,
          "headline": "Align logger docs and test names with writeJSON refactor",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T16:36:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d8ba00b9e1e7069e96d2f8d31e6277e0b857597",
          "body": "…NTS.md (#10085)",
          "is_bot": false,
          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T16:33:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b7bcc8c484702dc611503aa84ce096e76a2306a",
          "body": "…ctStdioCommand\n\n- Add TestGetOrLaunchForSession_ServerNotFound to cover ErrServerNotFound path\n- Add TestGetOrLaunchForSession_HTTPBackendRecordsStart to cover HTTP backend\n  recordStart path and verify server state tracking\n- Add TestGetOrLaunchForSession_DoubleCheckLockPoolHit to exercise pool ca\n[…]\ntable\n- Add TestNew_RunningInContainer to cover container detection log branch in New()\n\nCoverage: internal/launcher 96.8% → 97.3%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(launcher): improve coverage for GetOrLaunchForSession and isDire…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-26T00:13:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "339923fd3041111fd542355d0a2e6681630d1b67",
          "body": null,
          "is_bot": true,
          "headline": "refactor(logger): inline thin file-write wrappers",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T23:15:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22febe7cb96e957f512ced5f6f14b50800234363",
          "body": "…NTS.md",
          "is_bot": true,
          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T23:14:45Z",
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        {
          "oid": "203c9b944085614d68ff670f8c9e8da85e4a73ed",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T23:13:23Z",
          "body_truncated": false,
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        {
          "oid": "8794efc0e421c143378627230d08f3efd6296722",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T23:13:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e53395eac55c939fee47bc2fc214a503eb7c320e",
          "body": "…ch (#10081)",
          "is_bot": false,
          "headline": "[test] Add tests for util.RandomBigInt zero-result normalization bran…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T23:12:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e224e89ca90d061ffa5466c9d2ea0873d87e37e8",
          "body": "Extract randomBigIntFromRandFunc internal helper to make the\nastronomically-rare zero-result defensive branch testable via\ndependency injection. Add TestRandomBigIntFromRandFunc covering:\n- zero bits error path\n- rand function error wrapping\n- normal positive result passthrough\n- zero result normalized to 1 (previously untestable branch)\n\nCoverage improvement: internal/util 97.8% → 99.3%\nRandomBigInt: 77.8% → 100%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for util.RandomBigInt zero-result normalization branch",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-25T16:47:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "880f8dc35533084ff71daded793413ce142af294",
          "body": "…eport (#10062)\n\nSix doc/code mismatches identified by the nightly reconciliation\nworkflow — operators could misconfigure or misread guarantees based on\nthe existing text.\n\n## README.md\n\n- **`--otlp-sample-rate` has no env-var fallback** — unlike\n`--otlp-endpoint` (`OTEL_EXPORTER_OTLP_ENDPOINT`) and\n[…]\nid\"},\n\"mcpServers\": {\"github\": {\"type\": \"stdio\", \"container\":\n\"ghcr.io/github/github-mcp-server:latest\"}}\n  }' | ./awmg --config-stdin\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10028",
          "is_bot": false,
          "headline": "docs: fix 6 documentation discrepancies from nightly reconciliation r…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:04:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e81dde58c57a1eaa8eca49de55b8182b2c97f632",
          "body": "… security policy (#10061)\n\nAddresses 9 of the 16 findings from the semantic function clustering\nanalysis: outlier functions in wrong packages, unnecessary thin\nwrappers, and scattered helpers that violate the import/responsibility\nhierarchy.\n\n## Outlier functions relocated\n\n- **A1** `WriteSimpleHea\n[…]\nh-remapping logic; no clean fit in `logger/fileutil.go` |\n| B5 `generateRandomSpanID` | Already uses `util.RandomBytes` — no\naction needed |\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10019",
          "is_bot": false,
          "headline": "refactor: move outlier functions, eliminate thin wrappers, centralize…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4bb58d17ded1b58958b12bfe1eb3280a664e7d03",
          "body": "…uard boilerplate (#10059)\n\nThe config validation code repeated the same\nnil-check-before-dereference pattern ~5 times across\n`validation_gateway.go` and `validation_server.go`, with no shared\nabstraction — increasing bug risk (forgetting the nil guard on new\nfields) and making the validation functi\n[…]\nrn err\n}\n```\n\nAdding a new optional `*int` field now requires a single\n`validateOptionalInt` call rather than a copy-pasted nil-guard block.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10044",
          "is_bot": false,
          "headline": "refactor(config): add validateOptionalInt to eliminate repeated nil-g…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a8f617407024337b8025ac57ef864386e8467d3e",
          "body": null,
          "is_bot": true,
          "headline": "docs: clarify otlp sample-rate config support",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:51:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "caa5f16630755faa43fa32fc7b02da6f8aefb8cc",
          "body": "The `/health` endpoint was advertising spec version `1.14.0` despite the\nimplementation already being fully compliant with spec 1.15.0 (which\nadded `forcePublicRepos`, Write-Sink Guard Policy, and Cross-Visibility\nOpt-Out — all already shipped).\n\n## Change\n\n- **`internal/server/unified.go`**: bump t\n[…]\nn = \"1.15.0\"\n```\n\nThe existing `health_test.go` assertion references the constant\ndirectly, so it automatically validates the correct value.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10020",
          "is_bot": false,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0 (#10060)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:48:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a3f3d7260869b370007223b01598cc8e037ea82f",
          "body": "…ve duplication",
          "is_bot": true,
          "headline": "refactor: semantic function clustering - move outlier functions, remo…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68464af0e1fa8625c9b78a1b9ab16f59ac22da6f",
          "body": "…rd duplication\n\nAdds a generic `validateOptionalInt(ptr *int, logMsg string, validateFn func(int) *ValidationError) error` helper to `internal/config/validation_rules.go` that consolidates the repeated nil-check-before-dereference pattern for optional `*int` fields in config validation.\n\n- Correctl\n[…]\n is handled inline in the closure, preserving existing semantics.\n- Adds `TestValidateOptionalInt` covering nil pointer, valid value, invalid value, and the zero-sentinel guard pattern.\n\nCloses #10044",
          "is_bot": true,
          "headline": "refactor(config): add validateOptionalInt helper to eliminate nil-gua…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:35:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb290f8a30949c69b69b59f57783eebe25fb7ec1",
          "body": "## Summary\n\nAdds a missing test case to `internal/util/truncate_test.go` that covers\nthe stage-2 early-return branch in `TruncateRunes`.\n\n## File Analyzed\n\n`internal/util/truncate_test.go` / `internal/util/truncate.go`\n\n## Improvement Made\n\n`TruncateRunes` has three stages:\n1. **Fast path**: `len(s)\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30135335670 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for util (TruncateRunes) (#10032)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:33:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "53cf7851fa7a64ba6048b8fb60d847723acbb415",
          "body": "- README.md: clarify `--otlp-sample-rate` has no env-var fallback (#1)\n- README.md: state CLI enforces --config or --config-stdin via MarkFlagsOneRequired (#3)\n- README.md: improve schema-required fields phrasing to be more precise (#4)\n- CONTRIBUTING.md: change 'Go 1.26.4 or later' to 'Go 1.26.4' (#5)\n- CONTRIBUTING.md: qualify container port-mapping validation as conditional (#2)\n- CONTRIBUTING.md: update JSON stdin example to include required gateway fields (#6)\n\nCloses #10028",
          "is_bot": true,
          "headline": "docs: fix 6 documentation discrepancies found in nightly reconciliation",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:29:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ddd0505141d8c82ef7bf64ea583b0e6e01e71b5",
          "body": null,
          "is_bot": true,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:27:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07c062decde6248a6142fc03643d3cfa140b901e",
          "body": null,
          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
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          "headline": "Potential fix for pull request finding",
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          "body": "…registry.go (#10029)\n\nAdds 3 targeted debug logging calls to\n`internal/server/tool_registry.go` using the existing `logUnified`\nlogger:\n\n- **`registerSysTool`**: logs the tool name when each sys tool is\nregistered, making startup traces easier to follow when debugging which\nsys tools were added.\n- \n[…]\n4763, workflow_id:\ngo-logger, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30134314763 -->\n\n<!-- gh-aw-workflow-id: go-logger -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/go-logger -->",
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          "headline": "[log] Add debug logging to registerSysTool and callSysServer in tool_…",
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          "oid": "7c23a4d18f18689be5080ae0b88433bcadd24768",
          "body": "Add a table-driven test case that covers the stage-2 early return in\nTruncateRunes: when len(s) > maxRunes (fast-path fails) but\nutf8.RuneCountInString(s) <= maxRunes (actual rune count fits), the\nfunction should return the string unchanged.\n\nExample: \"日本語\" (9 bytes, 3 runes) with maxRunes=4 — byte count\nexceeds the limit so the fast path is skipped, but the rune count (3)\nis within the limit so the string is returned as-is.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "body": "…kage (#9998)\n\n🤖 *This is an automated PR from Repo Assist.*\n\nAddresses the duplication pattern reported in #9966: two callers were\nindependently asserting `m[\"isError\"].(bool)` from raw MCP result maps.\nThis extracts that into a shared `mcpresult.IsErrorResult` helper so the\nkey name `\"isError\"` is\n[…]\nworkflow_id:\nrepo-assist, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30095480391 -->\n\n<!-- gh-aw-workflow-id: repo-assist -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/repo-assist -->",
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          "oid": "2f937bff6e4756cd697aee21fab134efc4fabb68",
          "body": "…ry.go\n\nLog sys tool registration by name and log dispatch of sys tool calls,\nincluding a warning path for unknown tool names. These debug points help\ntrace sys tool lifecycle during startup and request handling.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "body": "main added its own mcpresult.IsErrorResult; remove this branch's\nduplicate function and test file to fix the redeclaration build error.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: fcad8d0a-2218-4fa2-9f67-19f8b2f59dc7",
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          "headline": "Resolve IsErrorResult duplication after merging main",
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          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/main' into repo-assist/improve-i…",
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        {
          "oid": "12eb41cb38931e9f6e14c09f0e47e26d8bf9e7f9",
          "body": "…ases (#9973)\n\nGuard coverage reported unresolved DIFC labeling gaps where newly\nintroduced `*_ff_fields_param` and issue-dependency feature-flag tool\nnames could fall through default labeling instead of inheriting\ncanonical repo/resource-scoped labels. This change aligns those aliases\nwith their ca\n[…]\ndency_write\"\n| \"issue_dependency_write_ff_issue_dependencies\"\n| \"pin_issue\" | \"transfer_issue\" | \"unpin_issue\" => { /* existing body */ }\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9963",
          "is_bot": false,
          "headline": "Close github-guard DIFC labeling gaps for GitHub MCP feature-flag ali…",
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          "committed_at": "2026-07-24T22:35:19Z",
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          "oid": "d11b36bc3782db1cf70b13cae08a4bfe51c01a15",
          "body": "… command overrides (#10003)\n\nThis change removes the hard Docker-daemon assumption for stdio MCP\nserver launches by introducing runtime selection (`docker`/`podman`) and\nruntime-command overrides, while preserving the existing stdio\nparent/child transport model. Default behavior remains Docker-comp\n[…]\n]\n  },\n  \"mcpServers\": {\n    \"github\": {\n      \"type\": \"stdio\",\n      \"container\": \"ghcr.io/github/github-mcp-server:latest\"\n    }\n  }\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10002",
          "is_bot": false,
          "headline": "Add configurable stdio container runtime (Docker/Podman) with runtime…",
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          "committed_at": "2026-07-24T22:34:29Z",
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          "oid": "b780922eb7ed33076f2f724cec17b55a470c38a7",
          "body": "This updates the CLI’s Cobra integration in a few low-risk places called\nout by the module review: completion registration now handles errors\nconsistently, the proxy listen default is named instead of inlined, and\n`awmg proxy --policy` now provides shell ActiveHelp guidance for JSON\ninput.\n\n- **Comp\n[…]\n}}'\"),\n\t\tcobra.ShellCompDirectiveNoFileComp\n}); err != nil {\n\tlogProxyCmd.Printf(\"Failed to register completion for --policy: %v\", err)\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9980",
          "is_bot": false,
          "headline": "Tighten Cobra completion registration and proxy flag UX (#9985)",
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          "oid": "bb52e6c42504096d098b3b764233bd3467999bc4",
          "body": "…tIntegrityLevel, formatSecrecyLevel (#10004)\n\n## Test Coverage Improvement: `difc/violations.go`\n\n### Function Analyzed\n\n- **Package**: `internal/difc`\n- **File**: `violations.go`\n- **Previous Coverage**: 0% (no test file existed)\n- **Functions covered**: `ViolationError.Error`,\n`ViolationError.Det\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30111060325 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
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          "headline": "[test] Add tests for difc.ViolationError, FormatViolationError, forma…",
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          "headline": "Refactor runtime whitespace helper naming",
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          "headline": "Refine runtime command detection and defaulting",
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          "headline": "Fix response-level DIFC alias dispatch parity",
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          "headline": "refactor: use mcpresult.IsErrorResult in tool result conversion",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:32Z",
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        {
          "oid": "a42172c439e8dc8699be9585de62adf0cc8c9038",
          "body": "… (#9984)\n\nThe Rust guard had no direct unit coverage for three security-sensitive\n`apply_tool_labels` policy arms: private user metadata, public\nGitHub-controlled metadata, and repository security advisories. This\nalso trims an internal backend helper that was exposed more broadly than\nits call sit\n[…]\n], String::new(),\n&ctx);\n\n      assert_eq!(secrecy, private_user_label());\n      assert_eq!(integrity, project_github_label(&ctx));\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9981",
          "is_bot": false,
          "headline": "Add Rust guard coverage for GitHub-controlled/advisory label policies…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:17Z",
          "body_truncated": true,
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        {
          "oid": "fbd2e99d93037d503c6322be9513d9296af063be",
          "body": "Visibility-related code paths were normalizing strings inline in\nmultiple packages using the same trim+lowercase pattern. This refactor\ncentralizes that logic so sink visibility and related policy fields\nnormalize consistently from one helper.\n\n- **What changed**\n  - Added a shared helper:\n    ```go\n[…]\nrmalizeStringCI(configuredVisibility)\n  if actual == RepoVisibilityPublic && configured != \"public\" {\n  \treturn \"public\", true, nil\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9965",
          "is_bot": false,
          "headline": "Extract shared case-insensitive visibility normalizer (#9972)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:24:37Z",
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          "headline": "test: resolve difc lint failures from duplicate test names",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-24T18:33:58Z",
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          "oid": "0462d70c7dfe37dc4dec5313cd87bc9a387e83f9",
          "body": "… (#9971)\n\nThe raw MCP tool-result `isError` bool assertion was duplicated in tool\nresult conversion and rate-limit detection. This change centralizes that\ncheck in `internal/mcpresult` so raw-result handling has a single source\nof truth.\n\n- **Shared raw-result helper**\n- Add `mcpresult.IsErrorResul\n[…]\n maps\n\nExample:\n\n```go\nfunc IsErrorResult(result map[string]interface{}) bool {\n\tisError, _ := result[\"isError\"].(bool)\n\treturn isError\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9966",
          "is_bot": false,
          "headline": "Refactor raw MCP tool-result `isError` detection into a shared helper…",
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          "oid": "fb1001e2a0fee69cf18ae5d979535347029fe083",
          "body": "## Schema URL Update\n\nUpdates the MCP Gateway JSON schema validation URL from the previous\nversion to `v0.83.1`.\n\n### Files Changed\n\n- `internal/config/validation_errors.go` — `SchemaURL` constant updated\nto `v0.83.1`\n- `internal/config/validation_schema_test.go` — hardcoded schema URL\nupdated to `v\n[…]\npg/actions/runs/30065166553 -->\n\n<!-- gh-aw-expires-type: pull-request -->\n\n<!-- gh-aw-workflow-id: nightly-schema-updater -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/nightly-schema-updater\n-->",
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          "headline": "🔄 chore: update gh-aw schema URL to v0.83.1 (#9967)",
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          "headline": "Refine runtime validation and detection logic",
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          "headline": "Add configurable stdio container runtime support",
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          "oid": "3cde72fb823311001a30fb7bfa4c9a44f0a8d7c6",
          "body": "…formatIntegrityLevel, formatSecrecyLevel)\n\nAdd comprehensive unit tests for violations.go, which had no test coverage:\n\n- TestViolationError_Error_Secrecy: all secrecy violation message paths\n- TestViolationError_Error_Integrity: write/read violation paths with/without missing tags\n- TestViolationE\n[…]\nix, unknown tags\n- TestFormatSecrecyLevel: private:scope, plain private, longest scope wins,\n  empty scope edge case, unknown tags\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for difc.violations (ViolationError, FormatViolationError, …",
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          "oid": "1db5803cbc0fbf9710e7226b8b9709cd00eb4021",
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          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T17:04:34Z",
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          "oid": "ca7f0b9441e3f68ae141aeab110932192a557451",
          "body": "Addresses the duplication reported in #9966: two callers independently\nasserted m[\"isError\"].(bool) from raw MCP result maps. Extract this\ninto mcpresult.IsErrorResult so the key name 'isError' is defined in\na single location.\n\n- Add mcpresult.IsErrorResult(map[string]interface{}) bool\n- Use it in s\n[…]\nresult.go already uses the\n  typed SDK struct path, so it does not need the helper)\n- Add table-driven unit test for IsErrorResult\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "headline": "refactor: extract IsErrorResult helper to mcpresult package",
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          "headline": "Polish cobra policy completion tests",
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          "headline": "Improve cobra command completions",
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                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 8,
              "top_contributor_share": 0.969
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 97% of commits",
                "points": 0.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 97
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "8 contributors",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 1958,
              "open_issues": 9,
              "closed_issues": 7611,
              "issue_closed_ratio": 0.999,
              "closed_unmerged_prs": 390
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1958/2348 decided PRs merged",
                "points": 31.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1958,
                      "decided": 2348
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 80903,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "github",
              "public_repos": 556,
              "account_age_days": 6651
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "80,903 followers of github",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 80903,
                      "login": "github"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "556 public repos, account ~18 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 556
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 18
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/github/gh-aw-mcpg"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "214 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 214
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "45 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6.5
            },
            "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": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 0 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 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 51 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 51
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
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              "affected_packages": 2,
              "assessed_packages": 51,
              "unassessed_packages": 0,
              "affected_by_severity": "unknown 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "golang.org/x/text v0.37.0 (unknown)"
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
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                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 51,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 10
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.9,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 30309
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
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                  }
                ],
                "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 40 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 40
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "go.sum"
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "guards/github-guard/Makefile"
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [
                "go.mod",
                "guards/github-guard/rust-guard/Cargo.toml",
                "test/serena-mcp-tests/samples/go_project/go.mod"
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              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, guards/github-guard/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
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                      "files": "Makefile, guards/github-guard/Makefile"
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                ],
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              },
              {
                "key": "automated_tests",
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                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
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              },
              {
                "key": "lint_format_config",
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                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
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                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
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                    }
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                "max_points": 11
              },
              {
                "key": "reproducible_environment",
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                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
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                ],
                "max_points": 10
              },
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                "status": "met",
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                    }
                  }
                ],
                "max_points": 10
              },
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                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                  {
                    "code": "no_dependency_automation",
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                ],
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              },
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                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
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                "status": "partial",
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          },
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                "detail": "6/473 source files over 60KB",
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                "status": "partial",
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                  {
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                    }
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                ],
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              }
            ]
          },
          {
            "key": "ai_interfaces",
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            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
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                "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": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
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                    "params": {
                      "files": "samples"
                    }
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                ],
                "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T20:49:49.333490Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/github/gh-aw-mcpg.svg",
  "full_name": "github/gh-aw-mcpg",
  "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 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Go.