Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 20:49 UTC
github / gh-aw-mcpg

Github Agentic Workflows MCP Gateway
Go · RustMIT★ 152 stars⑂ 33 forkssince Dec 2025View on GitHub ↗
github/gh-aw-mcpg holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Vitality (88/100) and lowest on Community & Adoption (65/100). It was last updated today. A single contributor accounts for most of its recent work.
overall / 100
Good
Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership

GitHubOrganization
80,903 followers556 public repossince May 2008
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
Go	github.com/github/gh-aw-mcpg	v0.4.6	-	214	0 days ago
Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?
88Excellent · 22% of overall
Development activity

87Excellent
How it's scored
36/36	Push recency — last push 0 days ago
22.8/36	Commit cadence — 33/52 weeks with commits
18/18	Commit volume — 6,653 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	6,653
human_commit_share	0.4
days_since_last_push	0
active_weeks_last_year	33
Release discipline

90Excellent
How it's scored
27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~3.2 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count	100
latest_release_tag	v0.4.6
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	3.2
Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?
65Moderate · 18% of overall
Popularity & adoption

48At risk
How it's scored
35.3/60	Stars — 152 stars
12.5/25	Forks — 33 forks
0/15	Watchers — 2 watchers
Inputs used
forks	33
stars	152
watchers	2
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history
Community health

85Excellent
How it's scored
22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template
Inputs used
has_readme	yes
has_license	yes
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
has_pull_request_template	no
Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
69Moderate · 24% of overall
Maintainer resilience (bus factor)

30At risk
How it's scored
9/54	Bus factor — 1 contributor(s) cover half of all commits
0.7/22.5	Commit distribution — top contributor authored 97% of commits
10.8/13.5	Contributor breadth — 8 contributors
10/10	OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor	1
contributors_sampled	8
top_contributor_share	0.969
Issue & PR responsiveness

79Good
How it's scored
46.7/46.8	Issue resolution — 100% of issues closed
31.9/38.3	PR acceptance — 1,958/2,348 decided PRs merged
0/15	OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0
Inputs used
merged_prs	1,958
open_issues	9
closed_issues	7,611
issue_closed_ratio	0.999
closed_unmerged_prs	390
Ownership & stewardship

80Good
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 80,903 followers of github
25/25	Track record — 556 public repos, account ~18 yr old
Inputs used
followers	80,903
owner_type	Organization
is_verified	—
owner_login	github
public_repos	556
account_age_days	6,651
Package maintenance

100Excellent
How it's scored
25/25	Published & resolvable — 1 package(s) on go
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 214 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	github.com/github/gh-aw-mcpg
ecosystems	go
any_deprecated	no
min_days_since_publish	0
Engineering Quality

Are baseline engineering and documentation practices in place?
76Good · 20% of overall
Engineering practices

84Good
How it's scored
24/24	CI workflows — 45 workflow(s)
24/24	Tests present
16/16	Linter config — .golangci.yml
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	no
Documentation

65Moderate
How it's scored
30/30	README
25/25	Documentation directory
0/15	Documentation / homepage site
10/10	Repository description
0/10	Topics
0/10	Wiki
Inputs used
topics	—
has_wiki	no
homepage	—
has_readme	yes
has_docs_dir	yes
has_description	yes
Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
69Moderate · 16% of overall
Security posture

64Moderate
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
2.2/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/1 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 4 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
4.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5	Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
source	openssf_scorecard
checks_evaluated	18
scorecard_version	v5.5.0
checks_inconclusive	0
scorecard_aggregate	6.5
Dependency advisories

89Excellent
How it's scored
26.6/35	Direct dependencies free of known advisories — 1 affected: golang.org/x/text v0.37.0 (unknown)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40	No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
source	osv
advisories	2
affected_packages	2
assessed_packages	51
unassessed_packages	0
affected_by_severity	unknown 2
direct_affected_packages	1
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.
AI Readiness

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.
86Excellent · 0% of overall
Agent context & guidance

85Excellent
How it's scored
45/45	Agent instructions — AGENTS.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 36 of 40 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	0.9
agent_instruction_files	AGENTS.md
agent_instruction_max_bytes	30,309
Verify loop (build / test / typecheck)

91Excellent
How it's scored
18/18	One-command bootstrap — Makefile, guards/github-guard/Makefile
22/22	Automated tests
11/11	Lint / format config — .golangci.yml
11/11	Static type checking — Go (statically typed)
10/10	Reproducible environment — devcontainer, Dockerfile, lockfile
10/10	Demonstrated agent practice — 19 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
9/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nix	no
has_tests	yes
lockfiles	Cargo.lock, go.sum
has_dockerfile	yes
typed_language	yes
bootstrap_files	Makefile, guards/github-guard/Makefile
has_devcontainer	yes
has_linter_config	yes
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
dependency_bot_commit_share	0
Code legibility for models

99Excellent
How it's scored
45/45	Type-checkable code — Go (statically typed)
54.3/55	Manageable file sizes — 6/473 source files over 60KB
Inputs used
primary_language	Go
largest_source_bytes	223,744
source_files_sampled	473
oversized_source_files	6
Machine-readable interfaces

60Moderate
How it's scored
0/40	API schema (OpenAPI/GraphQL/proto)
20/20	MCP server
40/40	Runnable examples — samples
Inputs used
example_dirs	samples
has_mcp_signal	yes
api_schema_files	—
Key facts

152GitHub stars
8contributors
6,653commits, last 12 months
0days since last push
100releases
1bus factor
9open issues
Gopackage ecosystems
Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail

Star and fork history 0 ★ / 33 ⇿
0Stars
33Forks
100Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 4Patch 96
OpenSSF Scorecard 6.5 / 10
6.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-27 20:49 UTC
10	Binary-Artifacts	no binaries found in the repo
3	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/1 approved changesets -- score normalized to 0
10	Contributors	project has 4 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
9	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 9
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
8	Vulnerabilities	2 existing vulnerabilities detected
Direct dependencies 13
Registry	Package	Version constraint	Manifest
Go	github.com/BurntSushi/toml	`v1.6.0`	go.mod
Go	github.com/modelcontextprotocol/go-sdk	`v1.6.1`	go.mod
Go	github.com/spf13/cobra	`v1.10.2`	go.mod
Go	golang.org/x/term	`v0.43.0`	go.mod
Go	github.com/itchyny/gojq	`v0.12.19`	go.mod
Go	github.com/santhosh-tekuri/jsonschema/v6	`v6.0.2`	go.mod
Go	github.com/stretchr/testify	`v1.11.1`	go.mod
Go	github.com/tetratelabs/wazero	`v1.12.0`	go.mod
Go	go.opentelemetry.io/otel	`v1.44.0`	go.mod
Go	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp	`v1.44.0`	go.mod
Go	go.opentelemetry.io/otel/sdk	`v1.44.0`	go.mod
Go	go.opentelemetry.io/otel/trace	`v1.44.0`	go.mod
Go	golang.org/x/text	`v0.37.0`	go.mod
All dependencies 51
Full resolved dependency set from the GitHub dependency graph: 13 direct and 38 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
Go	github.com/burntsushi/toml	`v1.6.0`	direct
Go	github.com/itchyny/gojq	`v0.12.19`	direct
Go	github.com/modelcontextprotocol/go-sdk	`v1.6.1`	direct
Go	github.com/santhosh-tekuri/jsonschema/v6	`v6.0.2`	direct
Go	github.com/spf13/cobra	`v1.10.2`	direct
Go	github.com/stretchr/testify	`v1.11.1`	direct
Go	github.com/tetratelabs/wazero	`v1.12.0`	direct
Go	go.opentelemetry.io/otel	`v1.44.0`	direct
Go	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp	`v1.44.0`	direct
Go	go.opentelemetry.io/otel/sdk	`v1.44.0`	direct
Go	go.opentelemetry.io/otel/trace	`v1.44.0`	direct
Go	golang.org/x/term	`v0.43.0`	direct
Go	golang.org/x/text	`v0.37.0`	direct
crates.io	itoa	`1.0.17`	indirect
crates.io	memchr	`2.7.6`	indirect
crates.io	proc-macro2	`1.0.106`	indirect
crates.io	quote	`1.0.44`	indirect
crates.io	serde	`1.0.228`	indirect
crates.io	serde_core	`1.0.228`	indirect
crates.io	serde_derive	`1.0.228`	indirect
crates.io	serde_json	`1.0.149`	indirect
crates.io	syn	`2.0.114`	indirect
crates.io	unicode-ident	`1.0.22`	indirect
crates.io	zmij	`1.0.17`	indirect
Go	github.com/cenkalti/backoff/v5	`v5.0.3`	indirect
Go	github.com/cespare/xxhash/v2	`v2.3.0`	indirect
Go	github.com/davecgh/go-spew	`v1.1.1`	indirect
Go	github.com/go-logr/logr	`v1.4.3`	indirect
Go	github.com/go-logr/stdr	`v1.2.2`	indirect
Go	github.com/google/jsonschema-go	`v0.4.3`	indirect
Go	github.com/google/uuid	`v1.6.0`	indirect
Go	github.com/grpc-ecosystem/grpc-gateway/v2	`v2.29.0`	indirect
Go	github.com/inconshreveable/mousetrap	`v1.1.0`	indirect
Go	github.com/itchyny/timefmt-go	`v0.1.8`	indirect
Go	github.com/pmezard/go-difflib	`v1.0.0`	indirect
Go	github.com/segmentio/asm	`v1.1.3`	indirect
Go	github.com/segmentio/encoding	`v0.5.4`	indirect
Go	github.com/spf13/pflag	`v1.0.9`	indirect
Go	github.com/yosida95/uritemplate/v3	`v3.0.2`	indirect
Go	go.opentelemetry.io/auto/sdk	`v1.2.1`	indirect
Go	go.opentelemetry.io/otel/exporters/otlp/otlptrace	`v1.44.0`	indirect
Go	go.opentelemetry.io/otel/metric	`v1.44.0`	indirect
Go	go.opentelemetry.io/proto/otlp	`v1.10.0`	indirect
Go	golang.org/x/net	`v0.55.0`	indirect
Go	golang.org/x/oauth2	`v0.36.0`	indirect
Go	golang.org/x/sys	`v0.45.0`	indirect
Go	google.golang.org/genproto/googleapis/api	`v0.0.0-20260526163538-3dc84a4a5aaa`	indirect
Go	google.golang.org/genproto/googleapis/rpc	`v0.0.0-20260526163538-3dc84a4a5aaa`	indirect
Go	google.golang.org/grpc	`v1.82.1`	indirect
Go	google.golang.org/protobuf	`v1.36.11`	indirect
Go	gopkg.in/yaml.v3	`v3.0.1`	indirect
Dependency advisories 2
This repository publishes no package the index resolves, so its own dependency graph was assessed — 51 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 1 are direct.
Package	Version	Relation	Severity	Advisories	Fixed in
golang.org/x/text	`v0.37.0`	direct	unknown	1	`0.39.0`
golang.org/x/net	`v0.55.0`	indirect	unknown	1	`0.56.0`
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
  "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"
        },
        {
          "tag": "v0.3.31",
          "kind": "patch",
          "published_at": "2026-06-27T19:24:23Z"
        },
        {
          "tag": "v0.3.30",
          "kind": "patch",
          "published_at": "2026-06-24T15:37:27Z"
        },
        {
          "tag": "v0.3.29",
          "kind": "patch",
          "published_at": "2026-06-24T00:09:41Z"
        },
        {
          "tag": "v0.3.28",
          "kind": "patch",
          "published_at": "2026-06-22T21:26:52Z"
        },
        {
          "tag": "v0.3.27",
          "kind": "patch",
          "published_at": "2026-06-18T18:42:37Z"
        },
        {
          "tag": "v0.3.26",
          "kind": "patch",
          "published_at": "2026-06-15T17:40:04Z"
        },
        {
          "tag": "v0.3.25",
          "kind": "patch",
          "published_at": "2026-06-08T17:45:07Z"
        },
        {
          "tag": "v0.3.24",
          "kind": "patch",
          "published_at": "2026-06-08T03:47:14Z"
        },
        {
          "tag": "v0.3.23",
          "kind": "patch",
          "published_at": "2026-06-05T19:48:18Z"
        },
        {
          "tag": "v0.3.22",
          "kind": "patch",
          "published_at": "2026-05-30T15:15:42Z"
        },
        {
          "tag": "v0.3.21",
          "kind": "patch",
          "published_at": "2026-05-29T19:12:08Z"
        },
        {
          "tag": "v0.3.20",
          "kind": "patch",
          "published_at": "2026-05-27T04:11:18Z"
        },
        {
          "tag": "v0.3.19",
          "kind": "patch",
          "published_at": "2026-05-25T19:15:27Z"
        },
        {
          "tag": "v0.3.18",
          "kind": "patch",
          "published_at": "2026-05-22T17:35:10Z"
        },
        {
          "tag": "v0.3.17",
          "kind": "patch",
          "published_at": "2026-05-21T21:51:54Z"
        },
        {
          "tag": "v0.3.16",
          "kind": "patch",
          "published_at": "2026-05-21T01:47:42Z"
        },
        {
          "tag": "v0.3.15",
          "kind": "patch",
          "published_at": "2026-05-20T20:59:07Z"
        },
        {
          "tag": "v0.3.14",
          "kind": "patch",
          "published_at": "2026-05-20T18:54:05Z"
        },
        {
          "tag": "v0.3.13",
          "kind": "patch",
          "published_at": "2026-05-20T17:53:10Z"
        },
        {
          "tag": "v0.3.12",
          "kind": "patch",
          "published_at": "2026-05-18T03:34:52Z"
        },
        {
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          "kind": "patch",
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          "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",
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          "committed_at": "2026-07-26T23:27:40Z",
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          "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",
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          "committed_at": "2026-07-26T21:19:28Z",
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          "headline": "Initial plan",
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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",
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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 -->",
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          "headline": "[test-improver] Improve tests for launcher package (#10089)",
          "author_name": "Landon Cox",
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          "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",
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          "body": null,
          "is_bot": true,
          "headline": "test(launcher): remove invalid double-check lock pool test",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-26T16:39:02Z",
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        {
          "oid": "30d3e489ca050b4b08af06e93787eef73d709bd0",
          "body": null,
          "is_bot": true,
          "headline": "Align logger docs and test names with writeJSON refactor",
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          "oid": "2d8ba00b9e1e7069e96d2f8d31e6277e0b857597",
          "body": "…NTS.md (#10085)",
          "is_bot": false,
          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
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          "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…",
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          "headline": "refactor(logger): inline thin file-write wrappers",
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          "oid": "e53395eac55c939fee47bc2fc214a503eb7c320e",
          "body": "…ch (#10081)",
          "is_bot": false,
          "headline": "[test] Add tests for util.RandomBigInt zero-result normalization bran…",
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        },
        {
          "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",
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          "committed_at": "2026-07-25T16:47:54Z",
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        },
        {
          "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…",
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          "committed_at": "2026-07-25T15:04:04Z",
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        {
          "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",
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        },
        {
          "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…",
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          "committed_at": "2026-07-25T15:03:40Z",
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        {
          "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,
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        },
        {
          "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",
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        {
          "oid": "a3f3d7260869b370007223b01598cc8e037ea82f",
          "body": "…ve duplication",
          "is_bot": true,
          "headline": "refactor: semantic function clustering - move outlier functions, remo…",
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          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:43:10Z",
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        },
        {
          "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",
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          "headline": "refactor(config): add validateOptionalInt helper to eliminate nil-gua…",
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          "committed_at": "2026-07-25T14:35:32Z",
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        {
          "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",
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        {
          "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",
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          "body": null,
          "is_bot": true,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0",
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          "headline": "Initial plan",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
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          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
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          "oid": "db16ff3b7d6526a39abdec5d01d7172385eace67",
          "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 -->",
          "is_bot": false,
          "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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          "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",
          "is_bot": false,
          "headline": "Resolve IsErrorResult duplication after merging main",
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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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          "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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          "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": "Refine runtime command detection and defaulting",
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          "headline": "Fix response-level DIFC alias dispatch parity",
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          "headline": "Fix runtime validation and launcher containerized detection",
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          "committed_at": "2026-07-24T19:32:16Z",
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          "oid": "6c592bcedbe764bc2f2e36b0c2df66e4e30dacc5",
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          "is_bot": true,
          "headline": "refactor: use mcpresult.IsErrorResult in tool result conversion",
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          "committed_at": "2026-07-24T19:28:44Z",
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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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          "oid": "2283933559fc891dc80d35e4a341464c9c51be2f",
          "body": null,
          "is_bot": true,
          "headline": "test: resolve difc lint failures from duplicate test names",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "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…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T18:27:17Z",
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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-->",
          "is_bot": false,
          "headline": "🔄 chore: update gh-aw schema URL to v0.83.1 (#9967)",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-24T18:27:04Z",
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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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          "committed_at": "2026-07-24T17:12:45Z",
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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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          "headline": "Initial plan",
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          "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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          "headline": "test: add rust guard label policy coverage",
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          "oid": "6a9bbf2165c617ee6796d8ce871cb0791c430aa1",
          "body": "…ort (#9947)",
          "is_bot": false,
          "headline": "docs: fix documentation discrepancies from nightly reconciliation rep…",
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          "committed_at": "2026-07-24T12:22:37Z",
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          "headline": "[test-improver] Improve tests for WrapWithSessionAutoInit (#9952)",
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          "headline": "[log] Add debug logging to difc/tagset batch operations (#9951)",
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          "oid": "2465944748bb7c086ecc5ccf1d011097f223c6c3",
          "body": "…s (#9982)",
          "is_bot": false,
          "headline": "Upgrade gh-aw extension to v0.83.2 pre-release and recompile workflow…",
          "author_name": "Landon Cox",
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              "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
                    }
                  }
                ],
                "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,
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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"
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                  }
                ],
                "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
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            "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
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                  }
                ],
                "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": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "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,
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              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "45 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 45
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                ],
                "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",
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                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                      "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",
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            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6.5
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            "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": [],
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              },
              {
                "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",
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              {
                "code": "advisories_scope_repository",
                "params": {
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              },
              {
                "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": {
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                      "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": {
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              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 30309
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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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",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 40
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "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": [
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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                "guards/github-guard/Makefile"
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [
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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": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, guards/github-guard/Makefile"
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                  }
                ],
                "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": ".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",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "19 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 19,
                      "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 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 223744,
              "source_files_sampled": 473,
              "oversized_source_files": 6
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "6/473 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 473,
                      "oversized": 6
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "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": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "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"
}
Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.
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