Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-14 22:07 UTC

ladybugdb / ladybug

LadybugDB a graph database

C++ · CypherMIT★ 1,423 stars⑂ 113 forkssince Oct 2025View on GitHub ↗

ladybugdb/ladybug holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Security (54/100). It was last updated today. 3 contributors account for most of its recent work.

74
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.

74
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

LadybugDBOrganization
52 followers35 public repossince Oct 2025

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

Metrics by category

Vitality

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

96Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,056 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,056
human_commit_share
days_since_last_push0
active_weeks_last_year52
How it's scored
27/27Ships releases — 17 releases published
36/36Release recency — latest release 4 days ago
27/27Release cadence — a release every ~14.4 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count17
latest_release_tagv0.18.1
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases14.4

Community & Adoption

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

72Good · 18% of overall
How it's scored
51.1/60Stars — 1,423 stars
17.1/25Forks — 113 forks
5/15Watchers — 9 watchers
Inputs used
forks113
stars1,423
watchers9
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?

68Moderate · 24% of overall
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
17.8/22.5Commit distribution — top contributor authored 21% of commits
13.5/13.5Contributor breadth — 78 contributors
10/10OpenSSF Scorecard: Contributors — project has 20 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled78
top_contributor_share0.207
How it's scored
32.6/46.8Issue resolution — 70% of issues closed
33.7/38.3PR acceptance — 354/402 decided PRs merged
4.5/15OpenSSF Scorecard: Code-Review — Found 7/18 approved changesets -- score normalized to 3
Inputs used
merged_prs354
open_issues71
closed_issues164
issue_closed_ratio0.698
closed_unmerged_prs48
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.4/25Owner reach — 52 followers of LadybugDB
12.9/25Track record — 35 public repos, account ~0 yr old
Inputs used
followers52
owner_typeOrganization
is_verified
owner_loginLadybugDB
public_repos35
account_age_days280

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 19 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 16 out of 17 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://ladybugdb.com/
10/10Repository description
10/10Topics — 2 topics
0/10Wiki
Inputs used
topicsdatabase, graph
has_wikino
homepagehttps://ladybugdb.com/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

54Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 16 out of 17 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
2.2/7.5Code-Review — Found 7/18 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 20 contributing companies or organizations
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
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.4

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.

74Good · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes2,660
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, third_party/ports/lz4/Makefile, third_party/ports/mbedtls/Makefile, third_party/ports/roaring_bitmap/Makefile, third_party/ports/spdlog/Makefile, third_party/ports/zstd/Makefile, tools/shell/test/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — C++ (statically typed)
10/10Reproducible environment — Dockerfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, third_party/ports/lz4/Makefile, third_party/ports/mbedtls/Makefile, third_party/ports/roaring_bitmap/Makefile, third_party/ports/spdlog/Makefile, third_party/ports/zstd/Makefile, tools/shell/test/Makefile
has_devcontainerno
has_linter_configno
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 — C++ (statically typed)
54.8/55Manageable file sizes — 6/1,821 source files over 60KB
Inputs used
primary_languageC++
largest_source_bytes129,579
source_files_sampled1,821
oversized_source_files6
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — example, examples
Inputs used
example_dirsexample, examples
has_mcp_signalno
api_schema_files

Key facts

1,423GitHub stars
78contributors
1,056commits, last 12 months
0days since last push
17releases
3bus factor
71open issues
package ecosystems

More detail

OpenSSF Scorecard 5.4 / 10
5.4aggregate

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 · 2026-07-14 22:06 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests16 out of 17 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 7/18 approved changesets -- score normalized to 3
10Contributorsproject has 20 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
All dependencies 181

Full resolved dependency set from the GitHub dependency graph: 0 direct and 181 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioahash0.8.12indirect
crates.ioaho-corasick1.1.3indirect
crates.ioandroid_system_properties0.1.5indirect
crates.ioanstyle1.0.11indirect
crates.ioanyhow1.0.99indirect
crates.ioarrayvec0.7.6indirect
crates.ioarrow55.2.0indirect
crates.ioarrow-arith55.2.0indirect
crates.ioarrow-array55.2.0indirect
crates.ioarrow-buffer55.2.0indirect
crates.ioarrow-cast55.2.0indirect
crates.ioarrow-data55.2.0indirect
crates.ioarrow-ord55.2.0indirect
crates.ioarrow-row55.2.0indirect
crates.ioarrow-schema55.2.0indirect
crates.ioarrow-select55.2.0indirect
crates.ioarrow-string55.2.0indirect
crates.ioatoi2.0.0indirect
crates.ioautocfg1.5.0indirect
crates.iobase640.22.1indirect
crates.iobitflags2.9.4indirect
crates.iobumpalo3.19.0indirect
crates.iobytes1.11.1indirect
crates.iocc1.2.36indirect
crates.iocfg-if1.0.3indirect
crates.iochrono0.4.42indirect
crates.ioclap4.5.47indirect
crates.ioclap_builder4.5.47indirect
crates.ioclap_lex0.7.5indirect
crates.iocmake0.1.54indirect
crates.iocodespan-reporting0.11.1indirect
crates.ioconst-random0.1.18indirect
crates.ioconst-random-macro0.1.16indirect
crates.iocore-foundation-sys0.8.7indirect
crates.iocrunchy0.2.4indirect
crates.iocxx1.0.138indirect
crates.iocxx-build1.0.138indirect
crates.iocxxbridge-cmd1.0.138indirect
crates.iocxxbridge-flags1.0.138indirect
crates.iocxxbridge-macro1.0.138indirect
crates.ioderanged0.5.3indirect
crates.ioerrno0.3.13indirect
crates.iofastrand2.3.0indirect
crates.iofind-msvc-tools0.1.1indirect
crates.iofoldhash0.1.5indirect
crates.iogetrandom0.2.16indirect
crates.iogetrandom0.3.3indirect
crates.iohalf2.6.0indirect
crates.iohashbrown0.15.5indirect
crates.ioiana-time-zone0.1.63indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.iojs-sys0.3.78indirect
crates.iolexical-core1.0.5indirect
crates.iolexical-parse-float1.0.5indirect
crates.iolexical-parse-integer1.0.5indirect
crates.iolexical-util1.0.6indirect
crates.iolexical-write-float1.0.5indirect
crates.iolexical-write-integer1.0.5indirect
crates.iolibc0.2.175indirect
crates.iolibm0.2.15indirect
crates.iolink-cplusplus1.0.12indirect
crates.iolinux-raw-sys0.9.4indirect
crates.iolog0.4.28indirect
crates.iomemchr2.7.5indirect
crates.ionum0.4.3indirect
crates.ionum-bigint0.4.6indirect
crates.ionum-complex0.4.6indirect
crates.ionum-conv0.2.0indirect
crates.ionum-integer0.1.46indirect
crates.ionum-iter0.1.45indirect
crates.ionum-rational0.4.2indirect
crates.ionum-traits0.2.19indirect
crates.ioonce_cell1.21.3indirect
crates.iopowerfmt0.2.0indirect
crates.ioproc-macro21.0.101indirect
crates.ioquote1.0.40indirect
crates.ior-efi5.3.0indirect
crates.ioregex1.11.2indirect
crates.ioregex-automata0.4.10indirect
crates.ioregex-syntax0.8.6indirect
crates.iorust_decimal1.37.2indirect
crates.iorust_decimal_macros1.37.1indirect
crates.iorustix1.0.8indirect
crates.iorustversion1.0.22indirect
crates.ioryu1.0.20indirect
crates.ioscratch1.0.9indirect
crates.ioserde_core1.0.228indirect
crates.ioserde_derive1.0.228indirect
crates.ioshlex1.3.0indirect
crates.iostatic_assertions1.1.0indirect
crates.iostrsim0.11.1indirect
crates.iosyn2.0.106indirect
crates.iotempfile3.21.0indirect
crates.iotermcolor1.4.1indirect
crates.iotime0.3.47indirect
crates.iotime-core0.1.8indirect
crates.iotime-macros0.2.27indirect
crates.iotiny-keccak2.0.2indirect
crates.iounicode-ident1.0.18indirect
crates.iounicode-width0.1.14indirect
crates.iouuid1.18.1indirect
crates.ioversion_check0.9.5indirect
crates.iowasi0.14.4+wasi-0.2.4indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iowasm-bindgen0.2.101indirect
crates.iowasm-bindgen-backend0.2.101indirect
crates.iowasm-bindgen-macro0.2.101indirect
crates.iowasm-bindgen-macro-support0.2.101indirect
crates.iowasm-bindgen-shared0.2.101indirect
crates.iowinapi-util0.1.11indirect
crates.iowindows-core0.61.2indirect
crates.iowindows-implement0.60.0indirect
crates.iowindows-interface0.59.1indirect
crates.iowindows-link0.1.3indirect
crates.iowindows-link0.2.0indirect
crates.iowindows-result0.3.4indirect
crates.iowindows-strings0.4.2indirect
crates.iowindows-sys0.61.0indirect
crates.iowindows-sys0.60.2indirect
crates.iowindows-targets0.53.3indirect
crates.iowindows_aarch64_gnullvm0.53.0indirect
crates.iowindows_aarch64_msvc0.53.0indirect
crates.iowindows_i686_gnu0.53.0indirect
crates.iowindows_i686_gnullvm0.53.0indirect
crates.iowindows_i686_msvc0.53.0indirect
crates.iowindows_x86_64_gnu0.53.0indirect
crates.iowindows_x86_64_gnullvm0.53.0indirect
crates.iowindows_x86_64_msvc0.53.0indirect
crates.iowit-bindgen0.45.1indirect
crates.iozerocopy0.8.27indirect
crates.iozerocopy-derive0.8.27indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.13.3indirect
PyPIaiosignal1.4.0indirect
PyPIattrs25.4.0indirect
PyPIcertifi2026.1.4indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcolorama0.4.6indirect
PyPIfilelock3.24.3indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.2.0indirect
PyPIidna3.11indirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPImarkupsafe3.0.3indirect
PyPImpmath1.3.0indirect
PyPImultidict6.7.1indirect
PyPImypy1.16.0indirect
PyPImypy-extensions1.1.0indirect
PyPInetworkx3.6.1indirect
PyPInumpy2.4.2indirect
PyPIpackaging26.0indirect
PyPIpandas2.3.3indirect
PyPIpathspec1.0.4indirect
PyPIpluggy1.6.0indirect
PyPIpolars1.38.1indirect
PyPIpolars-runtime-321.38.1indirect
PyPIpropcache0.4.1indirect
PyPIpsutil7.2.2indirect
PyPIpyarrow20.0.0indirect
PyPIpybind112.13.6indirect
PyPIpygments2.19.2indirect
PyPIpyparsing3.3.2indirect
PyPIpytest9.0.2indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpytz2025.2indirect
PyPIrequests2.32.5indirect
PyPIruff0.11.12indirect
PyPIsetuptools80.10.2indirect
PyPIsix1.17.0indirect
PyPIsympy1.14.0indirect
PyPItorch2.10.0+cpuindirect
PyPItorch2.10.0indirect
PyPItorch-geometric2.7.0indirect
PyPItqdm4.67.3indirect
PyPItyping-extensions4.15.0indirect
PyPItzdata2025.3indirect
PyPIurllib32.6.3indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.22.0indirect
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "database",
        "graph"
      ],
      "is_fork": false,
      "size_kb": 65965,
      "has_wiki": false,
      "homepage": "https://ladybugdb.com/",
      "languages": {
        "C": 89124,
        "C++": 8382635,
        "ANTLR": 60183,
        "CMake": 83144,
        "Jinja": 20140,
        "Shell": 10787,
        "Cypher": 2129701,
        "Python": 237784,
        "Makefile": 12997,
        "TypeSpec": 7749,
        "Dockerfile": 250
      },
      "pushed_at": "2026-07-14T21:22:48Z",
      "created_at": "2025-10-07T18:33:08Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-14T21:22:50Z",
      "description": "LadybugDB a graph database",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "C++",
      "significant_languages": [
        "C++",
        "Cypher"
      ]
    },
    "owner": {
      "blog": null,
      "name": "LadybugDB",
      "type": "Organization",
      "login": "LadybugDB",
      "company": null,
      "location": "United States of America",
      "followers": 52,
      "avatar_url": "https://avatars.githubusercontent.com/u/236667260?v=4",
      "created_at": "2025-10-07T18:31:27Z",
      "is_verified": null,
      "public_repos": 35,
      "account_age_days": 280
    },
    "activity": {
      "releases_count": 17,
      "commits_last_year": 1056,
      "latest_release_at": "2026-07-10T02:28:19Z",
      "latest_release_tag": "v0.18.1",
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 4,
      "mean_days_between_releases": 14.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 113,
      "stars": 1423,
      "watchers": 9,
      "open_issues_and_prs": 75
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "example",
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "third_party/ports/lz4/Makefile",
        "third_party/ports/mbedtls/Makefile",
        "third_party/ports/roaring_bitmap/Makefile",
        "third_party/ports/spdlog/Makefile",
        "third_party/ports/zstd/Makefile",
        "tools/shell/test/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 129579,
      "source_files_sampled": 1821,
      "oversized_source_files": 6,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 2660
    },
    "dependencies": {
      "manifests": [],
      "ecosystems": [],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "ahash",
            "direct": false,
            "version": "0.8.12",
            "ecosystem": "crates"
          },
          {
            "name": "aho-corasick",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "crates"
          },
          {
            "name": "android_system_properties",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "crates"
          },
          {
            "name": "anstyle",
            "direct": false,
            "version": "1.0.11",
            "ecosystem": "crates"
          },
          {
            "name": "anyhow",
            "direct": false,
            "version": "1.0.99",
            "ecosystem": "crates"
          },
          {
            "name": "arrayvec",
            "direct": false,
            "version": "0.7.6",
            "ecosystem": "crates"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-arith",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-array",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-buffer",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-cast",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-data",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-ord",
            "direct": false,
            "version": "55.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "arrow-row",
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        "build-and-deploy.yml",
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        "ci-workflow.yml",
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        "lsqb-benchmark-workflow.yml",
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                "key": "pr_acceptance",
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                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 354,
                      "decided": 402
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 7/18 approved changesets -- score normalized to 3",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "followers": 52,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "LadybugDB",
              "public_repos": 35,
              "account_age_days": 280
            },
            "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": "52 followers of LadybugDB",
                "points": 12.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 52,
                      "login": "LadybugDB"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "35 public repos, account ~0 yr old",
                "points": 12.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 35
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "19 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "16 out of 17 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "database",
                "graph"
              ],
              "has_wiki": false,
              "homepage": "https://ladybugdb.com/",
              "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": "https://ladybugdb.com/",
                "points": 15,
                "status": "met",
                "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": "2 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "16 out of 17 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "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 7/18 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "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": "30 commit(s) and 1 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 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "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": 7
            },
            "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": 74,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 2660
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "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": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "third_party/ports/lz4/Makefile",
                "third_party/ports/mbedtls/Makefile",
                "third_party/ports/roaring_bitmap/Makefile",
                "third_party/ports/spdlog/Makefile",
                "third_party/ports/zstd/Makefile",
                "tools/shell/test/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, third_party/ports/lz4/Makefile, third_party/ports/mbedtls/Makefile, third_party/ports/roaring_bitmap/Makefile, third_party/ports/spdlog/Makefile, third_party/ports/zstd/Makefile, tools/shell/test/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, third_party/ports/lz4/Makefile, third_party/ports/mbedtls/Makefile, third_party/ports/roaring_bitmap/Makefile, third_party/ports/spdlog/Makefile, third_party/ports/zstd/Makefile, tools/shell/test/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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "C++ (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "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 1",
                "points": 1,
                "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": "C++",
              "largest_source_bytes": 129579,
              "source_files_sampled": 1821,
              "oversized_source_files": 6
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "6/1821 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1821,
                      "oversized": 6
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example",
                "examples"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, 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": "2026-07-14T22:07:20.051196Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/ladybugdb/ladybug.svg",
  "full_name": "ladybugdb/ladybug",
  "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 v0.11.0 — full methodology · metrics wiki.

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