Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 23:43 UTC

shaharia-lab / goai

AI SDK for building AI-powered applications in Go

GoMIT★ 9 stars⑂ 2 forkssince Jan 2025View on GitHub ↗

shaharia-lab/goai holds a health index of 60 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (77/100) and lowest on Community & Adoption (41/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.

60
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.

60
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

Shaharia Lab OÜOrganization
12 followers40 public repossince Apr 2023Shaharia Lab OÜ

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/shaharia-lab/goaiv0.20.0-305 days ago

Metrics by category

Vitality

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

69Moderate · 22% of overall
How it's scored
36/36Push recency — last push 5 days ago
1.4/36Commit cadence — 2/52 weeks with commits
8.1/18Commit volume — 7 commits in the last year
8/10OpenSSF Scorecard: Maintained — 6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8
Inputs used
commits_last_year7
human_commit_share
days_since_last_push5
active_weeks_last_year2
How it's scored
27/27Ships releases — 30 releases published
36/36Release recency — latest release 5 days ago
19.8/27Release cadence — a release every ~50.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count30
latest_release_tagv0.20.0
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases50.5
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

41At risk · 18% of overall
How it's scored
14.6/60Stars — 9 stars
0/25Forks — 2 forks
0/15Watchers — 0 watchers
Inputs used
forks2
stars9
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
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?

60Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.7/22.5Commit distribution — top contributor authored 92% 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_share0.925
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
33.6/38.3PR acceptance — 50/57 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Inputs used
merged_prs50
open_issues0
closed_issues19
issue_closed_ratio1
closed_unmerged_prs7
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
8/25Owner reach — 12 followers of shaharia-lab
18.3/25Track record — 40 public repos, account ~3 yr old
Inputs used
followers12
owner_typeOrganization
is_verified
owner_loginshaharia-lab
public_repos40
account_age_days1,189
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 5 days ago
20/20Version history — 30 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/shaharia-lab/goai
ecosystemsgo
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

77Good · 20% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
4/20OpenSSF Scorecard: CI-Tests — 7 out of 29 merged PRs checked by a CI test -- score normalized to 2
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 10 topics
0/10Wiki
Inputs used
topicsai, ai-sdk, goai, library, open-source, sdk, generative-ai, llm, mcp, model-context-protocol
has_wikino
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

46At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0.5/2.5CI-Tests — 7 out of 29 merged PRs checked by a CI test -- score normalized to 2
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 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
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
6/7.5Maintained — 6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8
0/5Packaging — no data
5/5Pinned-Dependencies — all dependencies are pinned
1/5SAST — SAST tool is not run on all commits -- score normalized to 2
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 35 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.6
Excluded from scoring (no data or not applicable): packaging, signed_releases. 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.

72Good · 0% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes4,624
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileno
typed_languageyes
bootstrap_files
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)
55/55Manageable file sizes — 0/88 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes25,929
source_files_sampled88
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_files

Key facts

9GitHub stars
2contributors
7commits, last 12 months
5days since last push
30releases
1bus factor
0open issues
Gopackage ecosystems

More detail

OpenSSF Scorecard 4.6 / 10
4.6aggregate

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 23:42 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
2CI-Tests7 out of 29 merged PRs checked by a CI test -- score normalized to 2
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 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
0Fuzzingproject is not fuzzed
10Licenselicense file detected
8Maintained6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8
n/aPackagingpackaging workflow not detected
10Pinned-Dependenciesall dependencies are pinned
2SASTSAST tool is not run on all commits -- score normalized to 2
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities35 existing vulnerabilities detected
Direct dependencies 19
RegistryPackageVersion constraintManifest
Gogithub.com/DATA-DOG/go-sqlmockv1.5.2go.mod
Gogithub.com/anthropics/anthropic-sdk-gov0.2.0-alpha.13go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.36.3go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.29.0go.mod
Gogithub.com/google/generative-ai-gov0.19.0go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/lib/pqv1.10.9go.mod
Gogithub.com/mattn/go-sqlite3v1.14.28go.mod
Gogithub.com/openai/openai-gov0.1.0-alpha.61go.mod
Gogithub.com/pgvector/pgvector-gov0.2.2go.mod
Gogithub.com/sirupsen/logrusv1.9.3go.mod
Gogithub.com/stretchr/testifyv1.10.0go.mod
Gogithub.com/xeipuuv/gojsonschemav1.2.0go.mod
Gogo.opentelemetry.io/otelv1.29.0go.mod
Gogo.opentelemetry.io/otel/tracev1.29.0go.mod
Gogo.uber.org/zapv1.27.0go.mod
Gogolang.org/x/syncv0.10.0go.mod
Gogolang.org/x/timev0.8.0go.mod
Gogoogle.golang.org/apiv0.211.0go.mod
All dependencies 64

Full resolved dependency set from the GitHub dependency graph: 19 direct and 45 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/anthropics/anthropic-sdk-gov0.2.0-alpha.13direct
Gogithub.com/aws/aws-sdk-go-v2v1.36.3direct
Gogithub.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.29.0direct
Gogithub.com/data-dog/go-sqlmockv1.5.2direct
Gogithub.com/google/generative-ai-gov0.19.0direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/lib/pqv1.10.9direct
Gogithub.com/mattn/go-sqlite3v1.14.28direct
Gogithub.com/openai/openai-gov0.1.0-alpha.61direct
Gogithub.com/pgvector/pgvector-gov0.2.2direct
Gogithub.com/sirupsen/logrusv1.9.3direct
Gogithub.com/stretchr/testifyv1.10.0direct
Gogithub.com/xeipuuv/gojsonschemav1.2.0direct
Gogo.opentelemetry.io/otelv1.29.0direct
Gogo.opentelemetry.io/otel/tracev1.29.0direct
Gogo.uber.org/zapv1.27.0direct
Gogolang.org/x/syncv0.10.0direct
Gogolang.org/x/timev0.8.0direct
Gogoogle.golang.org/apiv0.211.0direct
Gocloud.google.com/gov0.115.0indirect
Gocloud.google.com/go/aiv0.8.0indirect
Gocloud.google.com/go/authv0.12.1indirect
Gocloud.google.com/go/auth/oauth2adaptv0.2.6indirect
Gocloud.google.com/go/compute/metadatav0.5.2indirect
Gocloud.google.com/go/longrunningv0.5.7indirect
Gogithub.com/aws/aws-sdk-go-v2/aws/protocol/eventstreamv1.6.10indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/configsourcesv1.3.34indirect
Gogithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2v2.6.34indirect
Gogithub.com/aws/smithy-gov1.22.2indirect
Gogithub.com/davecgh/go-spewv1.1.1indirect
Gogithub.com/felixge/httpsnoopv1.0.4indirect
Gogithub.com/go-logr/logrv1.4.2indirect
Gogithub.com/go-logr/stdrv1.2.2indirect
Gogithub.com/golang/groupcachev0.0.0-20210331224755-41bb18bfe9daindirect
Gogithub.com/golang/protobufv1.5.4indirect
Gogithub.com/google/go-github/v60v60.0.0indirect
Gogithub.com/google/go-querystringv1.1.0indirect
Gogithub.com/google/s2a-gov0.1.8indirect
Gogithub.com/googleapis/enterprise-certificate-proxyv0.3.4indirect
Gogithub.com/googleapis/gax-go/v2v2.14.0indirect
Gogithub.com/pmezard/go-difflibv1.0.0indirect
Gogithub.com/shaharia-lab/mcp-toolsv0.1.0indirect
Gogithub.com/stretchr/objxv0.5.2indirect
Gogithub.com/tidwall/gjsonv1.14.4indirect
Gogithub.com/tidwall/matchv1.1.1indirect
Gogithub.com/tidwall/prettyv1.2.1indirect
Gogithub.com/tidwall/sjsonv1.2.5indirect
Gogithub.com/xeipuuv/gojsonpointerv0.0.0-20180127040702-4e3ac2762d5findirect
Gogithub.com/xeipuuv/gojsonreferencev0.0.0-20180127040603-bd5ef7bd5415indirect
Gogo.opencensus.iov0.24.0indirect
Gogo.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpcv0.54.0indirect
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.54.0indirect
Gogo.opentelemetry.io/otel/metricv1.29.0indirect
Gogo.uber.org/multierrv1.10.0indirect
Gogolang.org/x/cryptov0.30.0indirect
Gogolang.org/x/netv0.32.0indirect
Gogolang.org/x/oauth2v0.26.0indirect
Gogolang.org/x/sysv0.28.0indirect
Gogolang.org/x/textv0.21.0indirect
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20241118233622-e639e219e697indirect
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20241206012308-a4fef0638583indirect
Gogoogle.golang.org/grpcv1.67.1indirect
Gogoogle.golang.org/protobufv1.35.2indirect
Gogopkg.in/yaml.v3v3.0.1indirect
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "ai",
        "ai-sdk",
        "goai",
        "library",
        "open-source",
        "sdk",
        "generative-ai",
        "llm",
        "mcp",
        "model-context-protocol"
      ],
      "is_fork": false,
      "size_kb": 493,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Go": 596756
      },
      "pushed_at": "2026-07-12T19:19:34Z",
      "created_at": "2025-01-12T14:52:26Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-12T19:16:43Z",
      "description": "AI SDK for building AI-powered applications in Go",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": "https://shaharialab.com",
      "name": "Shaharia Lab OÜ",
      "type": "Organization",
      "login": "shaharia-lab",
      "company": "Shaharia Lab OÜ",
      "location": "Estonia",
      "followers": 12,
      "avatar_url": "https://avatars.githubusercontent.com/u/130833031?v=4",
      "created_at": "2023-04-15T09:38:09Z",
      "is_verified": null,
      "public_repos": 40,
      "account_age_days": 1189
    },
    "activity": {
      "releases_count": 30,
      "commits_last_year": 7,
      "latest_release_at": "2026-07-12T19:19:34Z",
      "latest_release_tag": "v0.20.0",
      "releases_from_tags": false,
      "days_since_last_push": 5,
      "active_weeks_last_year": 2,
      "days_since_latest_release": 5,
      "mean_days_between_releases": 50.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "github.com/shaharia-lab/goai",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "go",
          "matches_repo": true,
          "registry_url": "https://pkg.go.dev/github.com/shaharia-lab/goai",
          "is_deprecated": false,
          "latest_version": "v0.20.0",
          "repository_url": "https://github.com/shaharia-lab/goai",
          "versions_count": 30,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": null,
          "latest_published_at": "2026-07-12T19:16:38Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 5
        }
      ]
    },
    "popularity": {
      "forks": 2,
      "stars": 9,
      "watchers": 0,
      "open_issues_and_prs": 7
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 25929,
      "source_files_sampled": 88,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 4624
    },
    "dependencies": {
      "manifests": [
        "go.mod"
      ],
      "ecosystems": [
        "go"
      ],
      "dependencies": [
        {
          "name": "github.com/DATA-DOG/go-sqlmock",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.5.2"
        },
        {
          "name": "github.com/anthropics/anthropic-sdk-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.2.0-alpha.13"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.36.3"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/service/bedrockruntime",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.29.0"
        },
        {
          "name": "github.com/google/generative-ai-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.19.0"
        },
        {
          "name": "github.com/google/uuid",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.6.0"
        },
        {
          "name": "github.com/lib/pq",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.10.9"
        },
        {
          "name": "github.com/mattn/go-sqlite3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.14.28"
        },
        {
          "name": "github.com/openai/openai-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.1.0-alpha.61"
        },
        {
          "name": "github.com/pgvector/pgvector-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.2.2"
        },
        {
          "name": "github.com/sirupsen/logrus",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.9.3"
        },
        {
          "name": "github.com/stretchr/testify",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.10.0"
        },
        {
          "name": "github.com/xeipuuv/gojsonschema",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.2.0"
        },
        {
          "name": "go.opentelemetry.io/otel",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.29.0"
        },
        {
          "name": "go.opentelemetry.io/otel/trace",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.29.0"
        },
        {
          "name": "go.uber.org/zap",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.27.0"
        },
        {
          "name": "golang.org/x/sync",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.10.0"
        },
        {
          "name": "golang.org/x/time",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.8.0"
        },
        {
          "name": "google.golang.org/api",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.211.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "github.com/anthropics/anthropic-sdk-go",
            "direct": true,
            "version": "v0.2.0-alpha.13",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2",
            "direct": true,
            "version": "v1.36.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/bedrockruntime",
            "direct": true,
            "version": "v1.29.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/data-dog/go-sqlmock",
            "direct": true,
            "version": "v1.5.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/generative-ai-go",
            "direct": true,
            "version": "v0.19.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/uuid",
            "direct": true,
            "version": "v1.6.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/lib/pq",
            "direct": true,
            "version": "v1.10.9",
            "ecosystem": "go"
          },
          {
            "name": "github.com/mattn/go-sqlite3",
            "direct": true,
            "version": "v1.14.28",
            "ecosystem": "go"
          },
          {
            "name": "github.com/openai/openai-go",
            "direct": true,
            "version": "v0.1.0-alpha.61",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pgvector/pgvector-go",
            "direct": true,
            "version": "v0.2.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/sirupsen/logrus",
            "direct": true,
            "version": "v1.9.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/stretchr/testify",
            "direct": true,
            "version": "v1.10.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/xeipuuv/gojsonschema",
            "direct": true,
            "version": "v1.2.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel",
            "direct": true,
            "version": "v1.29.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/trace",
            "direct": true,
            "version": "v1.29.0",
            "ecosystem": "go"
          },
          {
            "name": "go.uber.org/zap",
            "direct": true,
            "version": "v1.27.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/sync",
            "direct": true,
            "version": "v0.10.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/time",
            "direct": true,
            "version": "v0.8.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/api",
            "direct": true,
            "version": "v0.211.0",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go",
            "direct": false,
            "version": "v0.115.0",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/ai",
            "direct": false,
            "version": "v0.8.0",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/auth",
            "direct": false,
            "version": "v0.12.1",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/auth/oauth2adapt",
            "direct": false,
            "version": "v0.2.6",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/compute/metadata",
            "direct": false,
            "version": "v0.5.2",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/longrunning",
            "direct": false,
            "version": "v0.5.7",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream",
            "direct": false,
            "version": "v1.6.10",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/configsources",
            "direct": false,
            "version": "v1.3.34",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/endpoints/v2",
            "direct": false,
            "version": "v2.6.34",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/smithy-go",
            "direct": false,
            "version": "v1.22.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/davecgh/go-spew",
            "direct": false,
            "version": "v1.1.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/felixge/httpsnoop",
            "direct": false,
            "version": "v1.0.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-logr/logr",
            "direct": false,
            "version": "v1.4.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-logr/stdr",
            "direct": false,
            "version": "v1.2.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/golang/groupcache",
            "direct": false,
            "version": "v0.0.0-20210331224755-41bb18bfe9da",
            "ecosystem": "go"
          },
          {
            "name": "github.com/golang/protobuf",
            "direct": false,
            "version": "v1.5.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/go-github/v60",
            "direct": false,
            "version": "v60.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/go-querystring",
            "direct": false,
            "version": "v1.1.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/s2a-go",
            "direct": false,
            "version": "v0.1.8",
            "ecosystem": "go"
          },
          {
            "name": "github.com/googleapis/enterprise-certificate-proxy",
            "direct": false,
            "version": "v0.3.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/googleapis/gax-go/v2",
            "direct": false,
            "version": "v2.14.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pmezard/go-difflib",
            "direct": false,
            "version": "v1.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/shaharia-lab/mcp-tools",
            "direct": false,
            "version": "v0.1.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/stretchr/objx",
            "direct": false,
            "version": "v0.5.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/tidwall/gjson",
            "direct": false,
            "version": "v1.14.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/tidwall/match",
            "direct": false,
            "version": "v1.1.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/tidwall/pretty",
            "direct": false,
            "version": "v1.2.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/tidwall/sjson",
            "direct": false,
            "version": "v1.2.5",
            "ecosystem": "go"
          },
          {
            "name": "github.com/xeipuuv/gojsonpointer",
            "direct": false,
            "version": "v0.0.0-20180127040702-4e3ac2762d5f",
            "ecosystem": "go"
          },
          {
            "name": "github.com/xeipuuv/gojsonreference",
            "direct": false,
            "version": "v0.0.0-20180127040603-bd5ef7bd5415",
            "ecosystem": "go"
          },
          {
            "name": "go.opencensus.io",
            "direct": false,
            "version": "v0.24.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc",
            "direct": false,
            "version": "v0.54.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp",
            "direct": false,
            "version": "v0.54.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/metric",
            "direct": false,
            "version": "v1.29.0",
            "ecosystem": "go"
          },
          {
            "name": "go.uber.org/multierr",
            "direct": false,
            "version": "v1.10.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/crypto",
            "direct": false,
            "version": "v0.30.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/net",
            "direct": false,
            "version": "v0.32.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/oauth2",
            "direct": false,
            "version": "v0.26.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/sys",
            "direct": false,
            "version": "v0.28.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/text",
            "direct": false,
            "version": "v0.21.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/genproto/googleapis/api",
            "direct": false,
            "version": "v0.0.0-20241118233622-e639e219e697",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/genproto/googleapis/rpc",
            "direct": false,
            "version": "v0.0.0-20241206012308-a4fef0638583",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/grpc",
            "direct": false,
            "version": "v1.67.1",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/protobuf",
            "direct": false,
            "version": "v1.35.2",
            "ecosystem": "go"
          },
          {
            "name": "gopkg.in/yaml.v3",
            "direct": false,
            "version": "v3.0.1",
            "ecosystem": "go"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 64,
        "direct_count": 19,
        "indirect_count": 45
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 7,
        "merged_prs": 50,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 19,
        "closed_unmerged_prs": 7
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "shahariaazam",
          "commits": 49,
          "avatar_url": "https://avatars.githubusercontent.com/u/1095008?u=bb6ce79f8375fdb2a3b3b45991a25c64a07ccb08&v=4"
        },
        {
          "type": "User",
          "login": "hello-shaharia-lab",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/151466781?v=4"
        }
      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.925
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "CI.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        ".golangci.yml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "go.sum"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 2,
            "reason": "7 out of 29 merged PRs checked by a CI test -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 1/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 8,
            "reason": "6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 10,
            "reason": "all dependencies are pinned",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 2,
            "reason": "SAST tool is not run on all commits -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "35 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "fd68c46edf5f04ff1e386c1dd0f9c1f23f3a30e6",
        "ran_at": "2026-07-17T23:42:57Z",
        "aggregate_score": 4.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/shaharia-lab/goai",
    "host": "github.com",
    "name": "goai",
    "owner": "shaharia-lab"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 60,
      "inputs": {
        "security": 46,
        "vitality": 69,
        "community": 41,
        "governance": 60,
        "engineering": 77
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 69,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "commits_last_year": 7,
              "human_commit_share": null,
              "days_since_last_push": 5,
              "active_weeks_last_year": 2
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 5 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "2/52 weeks with commits",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "7 commits in the last year",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "releases_count": 30,
              "latest_release_tag": "v0.20.0",
              "releases_from_tags": false,
              "days_since_latest_release": 5,
              "mean_days_between_releases": 50.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "30 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 5 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~50.5 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 50.5
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 41,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "forks": 2,
              "stars": 9,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "9 stars",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.925
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 92% of commits",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 92
                    }
                  }
                ],
                "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": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 50,
              "open_issues": 0,
              "closed_issues": 19,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 7
            },
            "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": "50/57 decided PRs merged",
                "points": 33.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 50,
                      "decided": 57
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/30 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": 56,
            "inputs": {
              "followers": 12,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "shaharia-lab",
              "public_repos": 40,
              "account_age_days": 1189
            },
            "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": "12 followers of shaharia-lab",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 12,
                      "login": "shaharia-lab"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "40 public repos, account ~3 yr old",
                "points": 18.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 40
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/shaharia-lab/goai"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "30 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "7 out of 29 merged PRs checked by a CI test -- score normalized to 2",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai",
                "ai-sdk",
                "goai",
                "library",
                "open-source",
                "sdk",
                "generative-ai",
                "llm",
                "mcp",
                "model-context-protocol"
              ],
              "has_wiki": false,
              "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": "10 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 29 merged PRs checked by a CI test -- score normalized to 2",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/30 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 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": "6 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 2",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "35 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": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 72,
        "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": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 4624
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "good",
            "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": 78,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "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": 25929,
              "source_files_sampled": 88,
              "oversized_source_files": 0
            },
            "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": "0/88 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 88,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "2026-07-17T23:43:11.848608Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shaharia-lab/goai.svg",
  "full_name": "shaharia-lab/goai",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.

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