Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 01:33 UTC

standardbeagle / devtool-mcp

MCP Server for Development Tooling - Project Detection, Process Management, and Reverse Proxy with Frontend Instrumentation

Go · JavaScriptApache-2.0★ 5 stars⑂ 0 forkssince Dec 2025View on GitHub ↗

standardbeagle/devtool-mcp holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Vitality (88/100) and lowest on Community & Adoption (29/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

57
overall / 100
Moderate

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.

57
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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

Standard BeagleOrganization
3 followers50 public repossince Mar 2016

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
Gogithub.com/standardbeagle/agntpoints to another repo — not scoredv0.13.34-1197 days ago
npm@standardbeagle/devtool-mcppoints to another repo — not scored0.6.03255216 days agomcpdeprecateddevtool-mcpagnt
PyPIdevtool-mcppoints to another repo — not scored0.6.0-5216 days agoaccessibilityaidebuggingdeprecateddevelopmentdevtoolsdiagnosticsfrontendmcpmodel-context-protocolprocess-managementproxy

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

88Excellent · 22% of overall
How it's scored
36/36Push recency — last push 2 days ago
21.5/36Commit cadence — 31/52 weeks with commits
18/18Commit volume — 1,422 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,422
human_commit_share
days_since_last_push2
active_weeks_last_year31
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 8 days ago
27/27Release cadence — a release every ~2.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.13.32
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases2.1

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

29Critical · 18% of overall
How it's scored
9.8/60Stars — 5 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars5
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

41At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.9/22.5Commit distribution — top contributor authored 91% of commits
2.7/13.5Contributor breadth — 2 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.914
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
0/38.3PR acceptance — 0/1 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues1
issue_closed_ratio1
closed_unmerged_prs1
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
4.3/25Owner reach — 3 followers of standardbeagle
24.4/25Track record — 50 public repos, account ~10 yr old
Inputs used
followers3
owner_typeOrganization
is_verified
owner_loginstandardbeagle
public_repos50
account_age_days3,776

Engineering Quality

Are baseline engineering and documentation practices in place?

83Good · 20% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yaml, .golangci.yml
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

38At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — 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
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 57 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.8
Excluded from scoring (no data or not applicable): ci_tests. Remaining weights renormalized.

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.

88Excellent · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, vendor/github.com/coder/acp-go-sdk/AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md, CLAUDE.md, vendor/github.com/coder/acp-go-sdk/AGENTS.md
agent_instruction_max_bytes18,126
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, vendor/github.com/alecthomas/chroma/v2/Makefile, vendor/github.com/charmbracelet/glamour/Taskfile.yml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/coder/acp-go-sdk/Makefile, vendor/github.com/coder/acp-go-sdk/mise.toml, vendor/github.com/felixge/httpsnoop/Makefile, vendor/github.com/gobwas/ws/Makefile, vendor/github.com/pkg/sftp/Makefile, vendor/github.com/spf13/cobra/Makefile, vendor/github.com/standardbeagle/claude-go/Makefile, vendor/github.com/yuin/goldmark/Makefile, vendor/go.opentelemetry.io/otel/Makefile, vendor/go.uber.org/goleak/Makefile, vendor/google.golang.org/grpc/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yaml, .golangci.yml
11/11Static type checking — docs-site/tsconfig.json, e2e/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json, pnpm-lock.yaml
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, vendor/github.com/alecthomas/chroma/v2/Makefile, vendor/github.com/charmbracelet/glamour/Taskfile.yml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/coder/acp-go-sdk/Makefile, vendor/github.com/coder/acp-go-sdk/mise.toml, vendor/github.com/felixge/httpsnoop/Makefile, vendor/github.com/gobwas/ws/Makefile, vendor/github.com/pkg/sftp/Makefile, vendor/github.com/spf13/cobra/Makefile, vendor/github.com/standardbeagle/claude-go/Makefile, vendor/github.com/yuin/goldmark/Makefile, vendor/go.opentelemetry.io/otel/Makefile, vendor/go.uber.org/goleak/Makefile, vendor/google.golang.org/grpc/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsdocs-site/tsconfig.json, e2e/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Go (statically typed)
54.4/55Manageable file sizes — 10/927 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes564,211
source_files_sampled927
oversized_source_files10
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/custom_error.proto, vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_filesvendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/custom_error.proto, vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto

Key facts

5GitHub stars
2contributors
1,422commits, last 12 months
2days since last push
100releases
1bus factor
0open issues
Go, npm, PyPIpackage ecosystems

Data collection warnings

  • go package 'github.com/standardbeagle/agnt' points at a different repository (https://github.com/standardbeagle/agnt); excluded from ecosystem scoring
  • npm package '@standardbeagle/devtool-mcp' points at a different repository (git+https://github.com/standardbeagle/agnt.git); excluded from ecosystem scoring
  • pypi package 'devtool-mcp' points at a different repository (https://github.com/standardbeagle/agnt); excluded from ecosystem scoring
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

OpenSSF Scorecard 3.8 / 10
3.8aggregate

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 · 2026-07-18 01:32 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities57 existing vulnerabilities detected
Direct dependencies 37
RegistryPackageVersion constraintManifest
npm@docusaurus/core3.9.2docs-site/package.json
npm@docusaurus/preset-classic3.9.2docs-site/package.json
npm@mdx-js/react^3.0.0docs-site/package.json
npmclsx^2.0.0docs-site/package.json
npmprism-react-renderer^2.3.0docs-site/package.json
npmreact^19.0.0docs-site/package.json
npmreact-dom^19.0.0docs-site/package.json
Gogithub.com/Microsoft/go-winiov0.6.2go.mod
Gogithub.com/andybalholm/brotliv1.2.0go.mod
Gogithub.com/anthropics/anthropic-sdk-gov1.19.0go.mod
Gogithub.com/aymanbagabas/go-ptyv0.2.2go.mod
Gogithub.com/charmbracelet/glamourv0.10.0go.mod
Gogithub.com/chromedp/cdprotov0.0.0-20250724212937-08a3db8b4327go.mod
Gogithub.com/chromedp/chromedpv0.14.2go.mod
Gogithub.com/coder/acp-go-sdkv0.13.5go.mod
Gogithub.com/creack/ptyv1.1.24go.mod
Gogithub.com/fsnotify/fsnotifyv1.9.0go.mod
Gogithub.com/google/jsonschema-gov0.4.2go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/gorilla/websocketv1.5.3go.mod
Gogithub.com/hyperboloide/lkv0.0.0-20251220053519-b291812e3216go.mod
Gogithub.com/klauspost/compressv1.18.3go.mod
Gogithub.com/pkg/sftpv1.13.10go.mod
Gogithub.com/sblinch/kdl-gov0.0.0-20250930225324-bf4099d4614ago.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogithub.com/standardbeagle/claude-gov1.3.0go.mod
Gogithub.com/standardbeagle/go-cli-serverv0.5.5go.mod
Gogithub.com/standardbeagle/go-sdkv1.5.0-agnt.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/tmc/langchaingov0.1.14go.mod
Gogo.uber.org/goleakv1.3.0go.mod
Gogolang.org/x/cryptov0.51.0go.mod
Gogolang.org/x/syncv0.20.0go.mod
Gogolang.org/x/sysv0.45.0go.mod
Gogolang.org/x/termv0.43.0go.mod
Golukechampine.com/blake3v1.4.1go.mod
PyPIagnt>=0.13.34python/pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
{
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        "CSS": 22073,
        "HTML": 59031,
        "Shell": 12101,
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        "Makefile": 15246,
        "Batchfile": 1255,
        "JavaScript": 1523332,
        "PowerShell": 31442,
        "TypeScript": 170919
      },
      "pushed_at": "2026-07-15T03:06:18Z",
      "created_at": "2025-12-06T14:34:46Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T03:06:23Z",
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      "commits_last_year": 1422,
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          "latest_published_at": "2026-07-10T01:39:53Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        },
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          "name": "@standardbeagle/devtool-mcp",
          "exists": true,
          "license": "MIT",
          "keywords": [
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          ],
          "ecosystem": "npm",
          "matches_repo": false,
          "registry_url": "https://www.npmjs.com/package/@standardbeagle/devtool-mcp",
          "is_deprecated": false,
          "latest_version": "0.6.0",
          "repository_url": "git+https://github.com/standardbeagle/agnt.git",
          "versions_count": 5,
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          "first_published_at": "2025-12-08T06:53:19.722000Z",
          "latest_published_at": "2025-12-13T06:51:16.723000Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 216
        },
        {
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          "keywords": [
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            "model-context-protocol",
            "process-management",
            "proxy",
            "Development Status :: 7 - Inactive",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Topic :: Internet :: Proxy Servers",
            "Topic :: Software Development :: Debuggers",
            "Topic :: Software Development :: Testing"
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/devtool-mcp/",
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          "latest_version": "0.6.0",
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          "versions_count": 5,
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          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-12-08T04:51:11.776610Z",
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          "latest_version_yanked": null,
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        }
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    "popularity": {
      "forks": 0,
      "stars": 5,
      "watchers": 0,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Makefile",
        "vendor/github.com/alecthomas/chroma/v2/Makefile",
        "vendor/github.com/charmbracelet/glamour/Taskfile.yml",
        "vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml",
        "vendor/github.com/coder/acp-go-sdk/Makefile",
        "vendor/github.com/coder/acp-go-sdk/mise.toml",
        "vendor/github.com/felixge/httpsnoop/Makefile",
        "vendor/github.com/gobwas/ws/Makefile",
        "vendor/github.com/pkg/sftp/Makefile",
        "vendor/github.com/spf13/cobra/Makefile",
        "vendor/github.com/standardbeagle/claude-go/Makefile",
        "vendor/github.com/yuin/goldmark/Makefile",
        "vendor/go.opentelemetry.io/otel/Makefile",
        "vendor/go.uber.org/goleak/Makefile",
        "vendor/google.golang.org/grpc/Makefile"
      ],
      "api_schema_files": [
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        "vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [
        "docs-site/tsconfig.json",
        "e2e/tsconfig.json"
      ],
      "largest_source_bytes": 564211,
      "source_files_sampled": 927,
      "oversized_source_files": 10,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md",
        "vendor/github.com/coder/acp-go-sdk/AGENTS.md"
      ],
      "agent_instruction_max_bytes": 18126
    },
    "dependencies": {
      "manifests": [
        "docs-site/package.json",
        "e2e/package.json",
        "go.mod",
        "package.json",
        "python/pyproject.toml"
      ],
      "ecosystems": [
        "go",
        "npm",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "@docusaurus/core",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "3.9.2"
        },
        {
          "name": "@docusaurus/preset-classic",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "3.9.2"
        },
        {
          "name": "@mdx-js/react",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "^3.0.0"
        },
        {
          "name": "clsx",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "^2.0.0"
        },
        {
          "name": "prism-react-renderer",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "^2.3.0"
        },
        {
          "name": "react",
          "manifest": "docs-site/package.json",
          "ecosystem": "npm",
          "version_constraint": "^19.0.0"
        },
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        {
          "name": "github.com/Microsoft/go-winio",
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          "name": "github.com/andybalholm/brotli",
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        {
          "name": "github.com/chromedp/cdproto",
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        {
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        {
          "name": "github.com/creack/pty",
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          "name": "github.com/gorilla/websocket",
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        {
          "name": "github.com/hyperboloide/lk",
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        {
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        {
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        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Vulnerabilities",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 91% of commits",
                "points": 1.9,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 91
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 1,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 1
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "0/1 decided PRs merged",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 0,
                      "decided": 1
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "followers": 3,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "standardbeagle",
              "public_repos": 50,
              "account_age_days": 3776
            },
            "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": "3 followers of standardbeagle",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "standardbeagle"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "50 public repos, account ~10 yr old",
                "points": 24.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 50
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 83,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "7 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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.yaml, .golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "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": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 38,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.8
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "57 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 1
            },
            "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": 88,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "vendor/github.com/coder/acp-go-sdk/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 18126
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, vendor/github.com/coder/acp-go-sdk/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, vendor/github.com/coder/acp-go-sdk/AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json",
                "pnpm-lock.yaml"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "vendor/github.com/alecthomas/chroma/v2/Makefile",
                "vendor/github.com/charmbracelet/glamour/Taskfile.yml",
                "vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml",
                "vendor/github.com/coder/acp-go-sdk/Makefile",
                "vendor/github.com/coder/acp-go-sdk/mise.toml",
                "vendor/github.com/felixge/httpsnoop/Makefile",
                "vendor/github.com/gobwas/ws/Makefile",
                "vendor/github.com/pkg/sftp/Makefile",
                "vendor/github.com/spf13/cobra/Makefile",
                "vendor/github.com/standardbeagle/claude-go/Makefile",
                "vendor/github.com/yuin/goldmark/Makefile",
                "vendor/go.opentelemetry.io/otel/Makefile",
                "vendor/go.uber.org/goleak/Makefile",
                "vendor/google.golang.org/grpc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "docs-site/tsconfig.json",
                "e2e/tsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, vendor/github.com/alecthomas/chroma/v2/Makefile, vendor/github.com/charmbracelet/glamour/Taskfile.yml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/coder/acp-go-sdk/Makefile, vendor/github.com/coder/acp-go-sdk/mise.toml, vendor/github.com/felixge/httpsnoop/Makefile, vendor/github.com/gobwas/ws/Makefile, vendor/github.com/pkg/sftp/Makefile, vendor/github.com/spf13/cobra/Makefile, vendor/github.com/standardbeagle/claude-go/Makefile, vendor/github.com/yuin/goldmark/Makefile, vendor/go.opentelemetry.io/otel/Makefile, vendor/go.uber.org/goleak/Makefile, vendor/google.golang.org/grpc/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, vendor/github.com/alecthomas/chroma/v2/Makefile, vendor/github.com/charmbracelet/glamour/Taskfile.yml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/coder/acp-go-sdk/Makefile, vendor/github.com/coder/acp-go-sdk/mise.toml, vendor/github.com/felixge/httpsnoop/Makefile, vendor/github.com/gobwas/ws/Makefile, vendor/github.com/pkg/sftp/Makefile, vendor/github.com/spf13/cobra/Makefile, vendor/github.com/standardbeagle/claude-go/Makefile, vendor/github.com/yuin/goldmark/Makefile, vendor/go.opentelemetry.io/otel/Makefile, vendor/go.uber.org/goleak/Makefile, vendor/google.golang.org/grpc/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yaml, .golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "docs-site/tsconfig.json, e2e/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs-site/tsconfig.json, e2e/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 564211,
              "source_files_sampled": 927,
              "oversized_source_files": 10
            },
            "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": "10/927 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 927,
                      "oversized": 10
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/custom_error.proto",
                "vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/custom_error.proto, vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/custom_error.proto, vendor/github.com/googleapis/gax-go/v2/apierror/internal/proto/error.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "go package 'github.com/standardbeagle/agnt' points at a different repository (https://github.com/standardbeagle/agnt); excluded from ecosystem scoring",
    "npm package '@standardbeagle/devtool-mcp' points at a different repository (git+https://github.com/standardbeagle/agnt.git); excluded from ecosystem scoring",
    "pypi package 'devtool-mcp' points at a different repository (https://github.com/standardbeagle/agnt); excluded from ecosystem scoring",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-18T01:33:08.958363Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/standardbeagle/devtool-mcp.svg",
  "full_name": "standardbeagle/devtool-mcp",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.12.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo, npm, PyPI.