Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-08-01 12:19 UTC

broadinstitute / ichorCNA

Estimating tumor fraction in cell-free DNA from ultra-low-pass whole genome sequencing.

RGPL-3.0★ 214 stars⑂ 103 forkssince Jan 2017View on GitHub ↗

broadinstitute/ichorCNA holds a health index of 16 out of 100, placing it in the Critical band. It scores highest on Community & Adoption (63/100) and lowest on AI Readiness (5/100). It was last updated 863 days ago. A single contributor accounts for most of its recent work.

16
overall / 100
Critical

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

16
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 33 is calibrated to 27 on the published index scale (record calibration 2026-08-02).

Ownership

Broad InstituteOrganization
1,290 followers1,515 public repossince Sep 2010

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?

15Critical · 21% of overall
How it's scored
0/36Push recency — last push 863 days ago
0/36Commit cadence — 0/52 weeks with commits
0/18Commit volume — 0 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year0
human_commit_share1
days_since_last_push863
active_weeks_last_year0
How it's scored
27/27Ships releases — 2 releases published
0/36Release recency — latest release 2,637 days ago
5.4/27Release cadence — a release every ~640.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count2
latest_release_tagv0.2.0
releases_from_tagsno
days_since_latest_release2,637
mean_days_between_releases640.3
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?

63Moderate · 17% of overall
How it's scored
37.8/60Stars — 214 stars
16.7/25Forks — 103 forks
6.8/15Watchers — 18 watchers
Inputs used
forks103
stars214
watchers18
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (GPL-3.0)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

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

39Weak · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.5/22.5Commit distribution — top contributor authored 71% of commits
2.7/13.5Contributor breadth — 2 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.709
How it's scored
12.7/42Issue resolution — 30% of issues closed
0/30PR acceptance — 0/6 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues97
closed_issues42
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.302
closed_unmerged_prs6
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.4/25Owner reach — 1,290 followers of broadinstitute
25/25Track record — 1,515 public repos, account ~15 yr old
Inputs used
followers1,290
owner_typeOrganization
is_verified
owner_loginbroadinstitute
public_repos1,515
account_age_days5,804

Engineering Quality

Are baseline engineering and documentation practices in place?

25At Risk · 19% of overall
How it's scored
0/24CI workflows
0/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_cino
has_testsno
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicscopy-number, low-coverage-sequencing, cell-free-dna
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

30At Risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — no data
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — no data
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate3
Excluded from scoring (no data or not applicable): ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

5Critical · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
12.3/40Legible commit history — 23 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.23
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
0/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsno
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — R without a type-check config
0/55Manageable file sizes — no source files detected
Inputs used
primary_languageR
largest_source_bytes
source_files_sampled0
oversized_source_files0
Excluded from scoring (no data or not applicable): Manageable file sizes. Remaining weights renormalized.

Key facts

214GitHub stars
2contributors
0commits, last 12 months
863days since last push
2releases
1bus factor
97open issues
package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 103 ⇿
0Stars
103Forks
1Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0204060801008822017-112022-032026-07
Major 0Minor 1Patch 0

Each point covers 8 days.

OpenSSF Scorecard 3.0 / 10
3.0aggregate

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 · 2026-08-01 12:19 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
n/aPinned-Dependenciesno dependencies found
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
All dependencies not collected

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

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "copy-number",
        "low-coverage-sequencing",
        "cell-free-dna"
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      "pushed_at": "2024-03-20T13:29:09Z",
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    "activity": {
      "releases": [
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          "published_at": "2019-05-13T00:51:56Z"
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          "kind": "minor",
          "published_at": "2017-08-10T17:30:49Z"
        }
      ],
      "recent_commits": [
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          "oid": "5bfc03ed854f0e93fe5b624c97c1290fa0053837",
          "body": "Fixes #68 where the corrected copy number for each bin is tumor-fraction-corrected even for low tumor fraction samples. correctIntegerCN now makes use of the argument \"minPurityToCorrect\" for bin-level correction (default set to 0.1 tumor fraction). The plotting, which uses the corrected copy number, should now be fixed.",
          "is_bot": false,
          "headline": "correct CN based on min tumor fraction",
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        },
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          "headline": "fix bug when not estimating cell prev",
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          "author_login": "gavinha",
          "committed_at": "2019-08-22T23:11:43Z",
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        },
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          "oid": "6cd47551981c9e6667b0fc35df3dbc6502432a1e",
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          "headline": "update plotting of corrected integer CN",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-08-12T23:03:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "b61ee8f77088486e7fdd553b9ab45e5106cdb267",
          "body": "In  getGenomeWidePositions, chrs arg is converted to character vector to avoid problem when finding chromosome positions\nFixes #58",
          "is_bot": false,
          "headline": "fix error in getGenomeWidePositions",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-07-24T19:05:41Z",
          "body_truncated": false,
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        },
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          "oid": "c9f4378e2749b744719dd3b3fc34fbb7a7bca1dd",
          "body": "Avoid error for genomeWide plot of single chromosome - fixes #57\nModified runIchorCNA.R to not coerce list into GRangesList; require GenomicRanges v1.36.0; might help with #58.\nNew hg38 Panel of Normal files with GRanges version (replaces deprecated RangedData versions)",
          "is_bot": false,
          "headline": "fix plotting errors; update panel of normals",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-07-23T06:16:15Z",
          "body_truncated": false,
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        },
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          "oid": "bc89d52dc5a02e77094e5ca770c691494aca0911",
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          "is_bot": false,
          "headline": "convert to GRanges for PON script",
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          "author_login": "gavinha",
          "committed_at": "2019-07-19T18:25:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "569327b76c8c43ab4984efd96e5f47fe21eb74f5",
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          "is_bot": false,
          "headline": "add getSeqInfo to NAMESPACE; fix #56",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-07-17T17:07:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "5c91f097f5a8d5e313943cc06690c7bda39d035f",
          "body": null,
          "is_bot": false,
          "headline": "bug fix - typo for params",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-07-12T23:11:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "d1725c811deef170c7f35b431f2a33824eae1030",
          "body": "Enhancement (issue #41): High level amplifications are corrected to represent the purity/ploidy correct integer CN. These are provided as 3 additional columns in cna.seg, seg.txt.\n (Corrected_Copy_Number, Corrected_Call, logR_Copy_Number)\nPlotting: Handles seqinfo input to determine the actual lengt\n[…]\ntered_median.rd) is now a GRanges object. Also fixed issue with TargetedSequences object. #50 #55\nSnakemake: included additional user options for how much subclonal fraction to tolerate for solutions.",
          "is_bot": false,
          "headline": "bug fixes, updates, enhancements",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-07-12T22:51:41Z",
          "body_truncated": true,
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          "headline": "typo/bugs #54; add getSeqInfo",
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          "author_login": "gavinha",
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          "body_truncated": false,
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        },
        {
          "oid": "e271b7665a0b83604cbbfe09252d09aab418982e",
          "body": null,
          "is_bot": false,
          "headline": "fix ichorCNA-package.Rd during install #52",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-27T23:19:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "6ff8f0e05509478d03d118998f656d38a849f6d7",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of github.com:broadinstitute/ichorCNA",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-27T20:09:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "03f353f9969573f5066ff632cb3dfbb171afced2",
          "body": null,
          "is_bot": false,
          "headline": "update contacts, version",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-27T20:04:10Z",
          "body_truncated": false,
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        },
        {
          "oid": "d91730cd728dffeee62ea0171189d2fbcb7215e2",
          "body": null,
          "is_bot": false,
          "headline": "move biocViews below depends",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-26T20:07:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00aa1e1055508e83f5183eb43b35910b7e5df3e9",
          "body": null,
          "is_bot": false,
          "headline": "add biocViews",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-26T20:05:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b32b21519c150bd8e09258ad3896cba4550e41cc",
          "body": "include wigToGRanges in list of public functions. Address issue #50",
          "is_bot": false,
          "headline": "expose wigToGRanges",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-06-05T20:02:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ede008f2b2ce15f9dc67ff9cf122c399b5c13ee",
          "body": null,
          "is_bot": false,
          "headline": "user specify chrY coverage cutoff in snakemake",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-05-30T00:57:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "414f3c1a8c32fbe4236293b339710186513aa03d",
          "body": "The deprecation of RangedData, which was the main data structure used by HMMcopy, required the transition of the code to use GRanges (GenomicRanges package). A new function \"wigToGRanges\" has been added and other changes have been made throughout the code to support GRanges instead of RangedData. Addresses #50\nAlso, added the ability for users to specify in the snakemake pipeline the fraction of chrY coverage cutoff to determine male vs female.",
          "is_bot": false,
          "headline": "switched to GRanges",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-05-30T00:57:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99801a51fa2580c3b5ca38a4e9f41b94b364a641",
          "body": null,
          "is_bot": false,
          "headline": "add ichorCNA_genomeStyle to snakemake config.yaml",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-02-13T18:28:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d7e1563dfe8bbb62de4e2a848a6d458ae0e3b05",
          "body": "For slurm:\nsnakemake -s ichorCNA.snakefile --cluster-config config/cluster_slurm.yaml --cluster \"sbatch -p {cluster.partition} --mem={cluster.mem} -t {cluster.time} -c {cluster.ncpus} -n {cluster.ntasks} -o {cluster.output}\" -j 50\n\nFor qsub:\nsnakemake -s ichorCNA.snakefile --jobscript config/cluster_qsub.sh --cluster-config config/cluster_qsub.yaml --cluster-sync \"qsub -l h_vmem={cluster.h_vmem},h_rt={cluster.h_rt} -pe {cluster.pe} -binding {cluster.binding}\" -j 50",
          "is_bot": false,
          "headline": "updated cluster usage",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-02-06T18:50:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c79efe39dc75734517adbc673576bf5d980b6e5b",
          "body": "Fixes #43 where chrX is not properly normalize for samples with UCSC chromosome names",
          "is_bot": false,
          "headline": "fix bug that doesn't properly normalize chrX to relative log ratios",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-01-18T20:47:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0c2192577e81b68918baa7411562a433e694ce7",
          "body": "Address an error in later versions of snakemake that complains about multiple output paths being a child of another output.",
          "is_bot": false,
          "headline": "update for compatibility with snakemake v5+",
          "author_name": "Gavin Ha",
          "author_login": "gavinha",
          "committed_at": "2019-01-15T23:29:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          {
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            "reason": "No tokens found",
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          },
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            "name": "Vulnerabilities",
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            "reason": "0 existing vulnerabilities detected",
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        ],
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        "aggregate_score": 3,
        "scorecard_version": "v5.5.0"
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          "created_at": "2024-02-25T14:05:32Z",
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          "number": 11,
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          "number": 15,
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          "last_comment_at": "2018-05-18T12:55:15Z",
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          "last_comment_author": "thestarocean"
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          "number": 24,
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          "last_comment_at": "2018-05-11T18:59:31Z",
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          "number": 25,
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          "last_comment_at": "2018-06-15T00:11:35Z",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "followers": 1290,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "broadinstitute",
              "public_repos": 1515,
              "account_age_days": 5804
            },
            "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": "1,290 followers of broadinstitute",
                "points": 22.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1290,
                      "login": "broadinstitute"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1515 public repos, account ~15 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1515
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 25,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "critical",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_ci": false,
              "has_tests": false,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "copy-number",
                "low-coverage-sequencing",
                "cell-free-dna"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "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": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 30,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 30,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 3
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 2
            },
            "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": "critical",
        "name": "AI Readiness",
        "value": 5,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.23,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "23 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 12.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 23,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "critical",
            "name": "Code legibility for models",
            "note": "Excluded from scoring (no data or not applicable): Manageable file sizes. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "manageable_file_sizes"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "primary_language": "R",
              "largest_source_bytes": null,
              "source_files_sampled": 0,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "R without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "R"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "no source files detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_source_files",
                    "params": {}
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [],
      "scores": {},
      "primary": null,
      "evidence": [],
      "artifacts": [],
      "confidence": "none",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": false
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T12:19:46.628283Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/broadinstitute/ichorCNA.svg",
  "full_name": "broadinstitute/ichorCNA",
  "license_state": "standard",
  "license_spdx": "GPL-3.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

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