Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 21:05 UTC

sammcj / mcp-devtools

A modular MCP server that provides commonly used developer tools for AI coding agents

GoApache-2.0★ 157 stars⑂ 24 forkssince Apr 2025View on GitHub ↗

sammcj/mcp-devtools holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Vitality (93/100) and lowest on Community & Adoption (54/100). It was last updated today. A single contributor accounts for most of its recent work.

73
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.

73
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

SamPersonal account
447 followers334 public repossince Jun 2011@DigIO

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/sammcj/mcp-devtoolsv0.59.79-2782 days ago

Metrics by category

Vitality

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

93Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
31.2/36Commit cadence — 45/52 weeks with commits
18/18Commit volume — 250 commits in the last year
10/10OpenSSF Scorecard: Maintained — 28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year250
human_commit_share
days_since_last_push0
active_weeks_last_year45
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~2.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.59.79
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases2.2

Community & Adoption

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

54Moderate · 18% of overall
How it's scored
35.6/60Stars — 157 stars
11.3/25Forks — 24 forks
4.3/15Watchers — 7 watchers
Inputs used
forks24
stars157
watchers7
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
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Sustainability & Governance

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

68Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.3/22.5Commit distribution — top contributor authored 72% of commits
9.5/13.5Contributor breadth — 7 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.721
How it's scored
41.4/46.8Issue resolution — 89% of issues closed
30.9/38.3PR acceptance — 202/250 decided PRs merged
9/15OpenSSF Scorecard: Code-Review — Found 2/3 approved changesets -- score normalized to 6
Inputs used
merged_prs202
open_issues4
closed_issues31
issue_closed_ratio0.886
closed_unmerged_prs48
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
19.1/25Owner reach — 447 followers of sammcj
25/25Track record — 334 public repos, account ~15 yr old
Inputs used
followers447
owner_typeUser
is_verified
owner_loginsammcj
public_repos334
account_age_days5,505
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 2 days ago
20/20Version history — 278 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/sammcj/mcp-devtools
ecosystemsgo
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://smcleod.net
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsagentic, ai, cline, coding, devtools, llm, mcp, sammcj
has_wikino
homepagehttps://smcleod.net
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5Code-Review — Found 2/3 approved changesets -- score normalized to 6
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3/7.5Vulnerabilities — 6 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.9

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
How it's scored
45/45Agent instructions — .clinerules, .github/copilot-instructions.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files.clinerules, .github/copilot-instructions.md, CLAUDE.md
agent_instruction_max_bytes20,599
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
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)
54.8/55Manageable file sizes — 1/303 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes131,623
source_files_sampled303
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

157GitHub stars
7contributors
250commits, last 12 months
0days since last push
100releases
1bus factor
4open issues
Gopackage ecosystems

More detail

OpenSSF Scorecard 5.9 / 10
5.9aggregate

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 · 2026-07-17 21:05 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 2/3 approved changesets -- score normalized to 6
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
4Vulnerabilities6 existing vulnerabilities detected
Direct dependencies 45
RegistryPackageVersion constraintManifest
Gogithub.com/JohannesKaufmann/html-to-markdown/v2v2.5.2go.mod
Gogithub.com/PuerkitoBio/goqueryv1.12.0go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.42.1go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.30go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/pricingv1.42.9go.mod
Gogithub.com/bmatcuk/doublestar/v4v4.10.0go.mod
Gogithub.com/fatih/colorv1.19.0go.mod
Gogithub.com/fsnotify/fsnotifyv1.10.1go.mod
Gogithub.com/gofrs/flockv0.13.0go.mod
Gogithub.com/golang-jwt/jwt/v5v5.3.1go.mod
Gogithub.com/google/go-github/v76v76.0.0go.mod
Gogithub.com/google/shlexv0.0.0-20191202100458-e7afc7fbc510go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/knights-analytics/hugotv0.7.5go.mod
Gogithub.com/mark3labs/mcp-gov0.54.1go.mod
Gogithub.com/openai/openai-go/v3v3.39.0go.mod
Gogithub.com/pdfcpu/pdfcpuv0.12.1go.mod
Gogithub.com/philippgille/chromem-gov0.7.0go.mod
Gogithub.com/pkoukk/tiktoken-gov0.1.8go.mod
Gogithub.com/sahilm/fuzzyv0.1.3go.mod
Gogithub.com/sammcj/m2ev0.0.27go.mod
Gogithub.com/sirupsen/logrusv1.9.4go.mod
Gogithub.com/smacker/go-tree-sitterv0.0.0-20240827094217-dd81d9e9be82go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/urfave/cli/v3v3.9.1go.mod
Gogithub.com/xuri/excelize/v2v2.10.1go.mod
Gogo.lsp.dev/jsonrpc2v0.10.0go.mod
Gogo.lsp.dev/protocolv0.12.0go.mod
Gogo.lsp.dev/uriv0.3.0go.mod
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.69.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpcv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/metricv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdk/metricv1.44.0go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0go.mod
Gogolang.org/x/oauth2v0.36.0go.mod
Gogolang.org/x/textv0.37.0go.mod
Gogolang.org/x/timev0.15.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
All dependencies 127

Full resolved dependency set from the GitHub dependency graph: 45 direct and 82 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/aws/aws-sdk-go-v2v1.42.1direct
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.30direct
Gogithub.com/aws/aws-sdk-go-v2/service/pricingv1.42.9direct
Gogithub.com/bmatcuk/doublestar/v4v4.10.0direct
Gogithub.com/fatih/colorv1.19.0direct
Gogithub.com/fsnotify/fsnotifyv1.10.1direct
Gogithub.com/gofrs/flockv0.13.0direct
Gogithub.com/golang-jwt/jwt/v5v5.3.1direct
Gogithub.com/google/go-github/v76v76.0.0direct
Gogithub.com/google/shlexv0.0.0-20191202100458-e7afc7fbc510direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/johanneskaufmann/html-to-markdown/v2v2.5.2direct
Gogithub.com/joho/godotenvv1.5.1direct
Gogithub.com/knights-analytics/hugotv0.7.5direct
Gogithub.com/mark3labs/mcp-gov0.54.1direct
Gogithub.com/openai/openai-go/v3v3.39.0direct
Gogithub.com/pdfcpu/pdfcpuv0.12.1direct
Gogithub.com/philippgille/chromem-gov0.7.0direct
Gogithub.com/pkoukk/tiktoken-gov0.1.8direct
Gogithub.com/puerkitobio/goqueryv1.12.0direct
Gogithub.com/sahilm/fuzzyv0.1.3direct
Gogithub.com/sammcj/m2ev0.0.27direct
Gogithub.com/sirupsen/logrusv1.9.4direct
Gogithub.com/smacker/go-tree-sitterv0.0.0-20240827094217-dd81d9e9be82direct
Gogithub.com/stretchr/testifyv1.11.1direct
Gogithub.com/urfave/cli/v3v3.9.1direct
Gogithub.com/xuri/excelize/v2v2.10.1direct
Gogo.lsp.dev/jsonrpc2v0.10.0direct
Gogo.lsp.dev/protocolv0.12.0direct
Gogo.lsp.dev/uriv0.3.0direct
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.69.0direct
Gogo.opentelemetry.io/otelv1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpcv1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.44.0direct
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0direct
Gogo.opentelemetry.io/otel/metricv1.44.0direct
Gogo.opentelemetry.io/otel/sdkv1.44.0direct
Gogo.opentelemetry.io/otel/sdk/metricv1.44.0direct
Gogo.opentelemetry.io/otel/tracev1.44.0direct
Gogolang.org/x/oauth2v0.36.0direct
Gogolang.org/x/textv0.37.0direct
Gogolang.org/x/timev0.15.0direct
Gogopkg.in/yaml.v3v3.0.1direct
Gogithub.com/alecthomas/chroma/v2v2.26.1indirect
Gogithub.com/andybalholm/cascadiav1.3.4indirect
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.29indirect
Gogithub.com/aws/aws-sdk-go-v2/feature/ec2/imdsv1.18.30indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/configsourcesv1.4.30indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2v2.7.30indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/v4av1.4.31indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/accept-encodingv1.13.13indirect
Gogithub.com/aws/aws-sdk-go-v2/service/internal/presigned-urlv1.13.30indirect
Gogithub.com/aws/aws-sdk-go-v2/service/signinv1.4.1indirect
Gogithub.com/aws/aws-sdk-go-v2/service/ssov1.32.1indirect
Gogithub.com/aws/aws-sdk-go-v2/service/ssooidcv1.37.1indirect
Gogithub.com/aws/aws-sdk-go-v2/service/stsv1.44.1indirect
Gogithub.com/aws/smithy-gov1.27.3indirect
Gogithub.com/cenkalti/backoff/v5v5.0.3indirect
Gogithub.com/cespare/xxhash/v2v2.3.0indirect
Gogithub.com/clipperhouse/uax29/v2v2.7.0indirect
Gogithub.com/daulet/tokenizersv1.27.0indirect
Gogithub.com/davecgh/go-spewv1.1.2-0.20180830191138-d8f796af33ccindirect
Gogithub.com/dlclark/regexp2v1.12.0indirect
Gogithub.com/dlclark/regexp2/v2v2.2.1indirect
Gogithub.com/dustin/go-humanizev1.0.1indirect
Gogithub.com/felixge/httpsnoopv1.0.4indirect
Gogithub.com/go-errors/errorsv1.5.1indirect
Gogithub.com/go-logr/logrv1.4.3indirect
Gogithub.com/go-logr/stdrv1.2.2indirect
Gogithub.com/gomlx/exceptionsv0.0.3indirect
Gogithub.com/gomlx/go-huggingfacev0.3.5indirect
Gogithub.com/gomlx/go-xlav0.2.2indirect
Gogithub.com/gomlx/gomlxv0.27.3indirect
Gogithub.com/gomlx/onnx-gomlxv0.4.2indirect
Gogithub.com/google/go-querystringv1.2.0indirect
Gogithub.com/google/jsonschema-gov0.4.3indirect
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0indirect
Gogithub.com/hhrutter/lzwv1.0.0indirect
Gogithub.com/hhrutter/pkcs7v0.2.2indirect
Gogithub.com/hhrutter/tiffv1.0.3indirect
Gogithub.com/johanneskaufmann/domv0.3.1indirect
Gogithub.com/knights-analytics/ortgenaiv0.3.1indirect
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Gogithub.com/mattn/go-colorablev0.1.15indirect
Gogithub.com/mattn/go-isattyv0.0.22indirect
Gogithub.com/mattn/go-runewidthv0.0.24indirect
Gogithub.com/neurosnap/sentencesv1.1.2indirect
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Gogithub.com/richardlehane/msolepsv1.0.6indirect
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Gogithub.com/segmentio/asmv1.2.1indirect
Gogithub.com/segmentio/encodingv0.5.4indirect
Gogithub.com/spf13/castv1.10.0indirect
Gogithub.com/tidwall/gjsonv1.19.0indirect
Gogithub.com/tidwall/matchv1.2.0indirect
Gogithub.com/tidwall/prettyv1.2.1indirect
Gogithub.com/tidwall/sjsonv1.2.5indirect
Gogithub.com/tiendc/go-deepcopyv1.7.2indirect
Gogithub.com/viant/afsv1.30.0indirect
Gogithub.com/x448/float16v0.8.4indirect
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Gogithub.com/yalue/onnxruntime_gov1.31.0indirect
Gogithub.com/yosida95/uritemplate/v3v3.0.2indirect
Gogo.lsp.dev/pkgv0.0.0-20210717090340-384b27a52fb2indirect
Gogo.opentelemetry.io/auto/sdkv1.2.1indirect
Gogo.opentelemetry.io/proto/otlpv1.10.0indirect
Gogo.uber.org/multierrv1.11.0indirect
Gogo.uber.org/zapv1.28.0indirect
Gogolang.org/x/cryptov0.52.0indirect
Gogolang.org/x/expv0.0.0-20260603202125-055de637280bindirect
Gogolang.org/x/imagev0.41.0indirect
Gogolang.org/x/netv0.55.0indirect
Gogolang.org/x/syncv0.20.0indirect
Gogolang.org/x/sysv0.45.0indirect
Gogolang.org/x/termv0.43.0indirect
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260526163538-3dc84a4a5aaaindirect
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaaindirect
Gogoogle.golang.org/grpcv1.81.1indirect
Gogoogle.golang.org/protobufv1.36.11indirect
Gogopkg.in/yaml.v2v2.4.0indirect
Gok8s.io/klog/v2v2.140.0indirect
PyPIdoclingindirect
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "agentic",
        "ai",
        "cline",
        "coding",
        "devtools",
        "llm",
        "mcp",
        "sammcj"
      ],
      "is_fork": false,
      "size_kb": 4026,
      "has_wiki": false,
      "homepage": "https://smcleod.net",
      "languages": {
        "Go": 2582649,
        "Shell": 16324,
        "Python": 165244,
        "Makefile": 8291,
        "Dockerfile": 2202
      },
      "pushed_at": "2026-07-17T11:40:33Z",
      "created_at": "2025-04-05T12:39:37Z",
      "owner_type": "User",
      "updated_at": "2026-07-15T00:48:23Z",
      "description": "A modular MCP server that provides commonly used developer tools for AI coding agents",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
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                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~2.2 days",
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                      "gap": 2.2
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                "max_points": 27
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                "key": "openssf_scorecard_signed_releases",
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            ]
          },
          {
            "key": "abandonment",
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        ],
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      {
        "key": "community",
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              {
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                "max_points": 15
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          },
          {
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            "note": null,
            "notes": [],
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                "key": "license",
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                "details": [
                  {
                    "code": "license_standard",
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                  {
                    "code": "license_spdx",
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                      "spdx": "Apache-2.0"
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        "key": "governance",
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                      "count": 1
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                "max_points": 54
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                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                      "share": 72
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "7 contributors",
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                    "code": "contributors_sampled",
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                      "count": 7
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "note": null,
            "notes": [],
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              "merged_prs": 202,
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                "key": "issue_resolution",
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                    "code": "issues_closed_share",
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                      "share": 89
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                  }
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                      "merged": 202,
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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                "points": 9,
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                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 68,
            "inputs": {
              "followers": 447,
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              "is_verified": null,
              "owner_login": "sammcj",
              "public_repos": 334,
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
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                "details": [
                  {
                    "code": "owner_personal",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_applicable_to_user_accounts",
                    "params": {}
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                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "447 followers of sammcj",
                "points": 19.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 447,
                      "login": "sammcj"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "334 public repos, account ~15 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 334
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "github.com/sammcj/mcp-devtools"
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              "ecosystems": "go",
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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",
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                      "count": 1,
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                  }
                ],
                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 2 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
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                      "days": 2
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                ],
                "max_points": 35
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                "key": "version_history",
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                "detail": "278 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                      "count": 278
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                  }
                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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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",
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        "weight": 0.2,
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          {
            "key": "engineering_practices",
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              "has_ci": true,
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            "components": [
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                "key": "ci_workflows",
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                "points": 24,
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                  {
                    "code": "ci_workflows",
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "max_points": 16
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              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 0,
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              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "status": "missed",
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              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
            "key": "documentation",
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            "notes": [],
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              {
                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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              {
                "key": "topics",
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                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "weight": 0.16,
        "metrics": [
          {
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                "key": "binary_artifacts",
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                "key": "branch_protection",
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                "key": "ci_tests",
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                "key": "cii_best_practices",
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              {
                "key": "code_review",
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              {
                "key": "contributors",
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                "detail": "project has 4 contributing companies or organizations",
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
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                "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": "28 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 8",
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                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
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                "status": "missed",
                "details": [],
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              },
              {
                "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",
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                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "6 existing vulnerabilities detected",
                "points": 3,
                "status": "partial",
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                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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,
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              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "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": "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": [
                ".clinerules",
                ".github/copilot-instructions.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 20599
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".clinerules, .github/copilot-instructions.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".clinerules, .github/copilot-instructions.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "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": 98,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "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"
                    }
                  }
                ],
                "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 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 131623,
              "source_files_sampled": 303,
              "oversized_source_files": 1
            },
            "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": "1/303 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 303,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T21:05:30.354423Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sammcj/mcp-devtools.svg",
  "full_name": "sammcj/mcp-devtools",
  "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.