Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 19:33 UTC

tidyverse / vroom

Fast reading of delimited files

C++ · RCustom license★ 642 stars⑂ 74 forkssince Dec 2018View on GitHub ↗

tidyverse/vroom holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (67/100) and lowest on Security (28/100). It was last updated 47 days ago. A single contributor accounts for most of its recent work.

57
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

57
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

tidyverseOrganization
1,851 followers46 public repossince Sep 2016

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?

60Moderate · 22% of overall
How it's scored
18/36Push recency — last push 47 days ago
9.7/36Commit cadence — 14/52 weeks with commits
17.7/18Commit volume — 93 commits in the last year
5/10OpenSSF Scorecard: Maintained — 5 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5
Inputs used
commits_last_year93
human_commit_share1
days_since_last_push47
active_weeks_last_year14
How it's scored
27/27Ships releases — 26 releases published
27/36Release recency — latest release 117 days ago
12.6/27Release cadence — a release every ~175.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count26
latest_release_tagv1.7.1
releases_from_tagsno
days_since_latest_release117
mean_days_between_releases175.8
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 · 18% of overall
How it's scored
45.5/60Stars — 642 stars
15.5/25Forks — 74 forks
6.4/15Watchers — 15 watchers
Inputs used
forks74
stars642
watchers15
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno

Sustainability & Governance

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

60Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4.4/22.5Commit distribution — top contributor authored 80% of commits
13.5/13.5Contributor breadth — 27 contributors
10/10OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled27
top_contributor_share0.803
How it's scored
41.2/46.8Issue resolution — 88% of issues closed
28.2/38.3PR acceptance — 95/129 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Inputs used
merged_prs95
open_issues59
closed_issues442
issue_closed_ratio0.882
closed_unmerged_prs34
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
23.5/25Owner reach — 1,851 followers of tidyverse
24.2/25Track record — 46 public repos, account ~9 yr old
Inputs used
followers1,851
owner_typeOrganization
is_verified
owner_logintidyverse
public_repos46
account_age_days3,610

Engineering Quality

Are baseline engineering and documentation practices in place?

67Moderate · 20% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Moderate
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://vroom.tidyverse.org
10/10Repository description
10/10Topics — 6 topics
0/10Wiki
Inputs used
topicsr, csv, csv-parser, tsv, tsv-parser, fixed-width-text
has_wikino
homepagehttps://vroom.tidyverse.org
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

28Critical · 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
2.5/2.5CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 14 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
3.8/7.5Maintained — 5 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate2.8
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

61Moderate · 0% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
19.7/40Legible commit history — 37 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.37
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes5,532
How it's scored
18/18One-command bootstrap — Makefile, inst/bench/GNUmakefile, standalone/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — C++ (statically typed)
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 — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageyes
bootstrap_filesMakefile, inst/bench/GNUmakefile, standalone/Makefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — C++ (statically typed)
53.6/55Manageable file sizes — 5/201 source files over 60KB
Inputs used
primary_languageC++
largest_source_bytes553,023
source_files_sampled201
oversized_source_files5
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — example
Inputs used
example_dirsexample
has_mcp_signalno
api_schema_files

Key facts

642GitHub stars
27contributors
93commits, last 12 months
47days since last push
26releases
1bus factor
59open issues
package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 74 ⇿
0Stars
74Forks
26Releases

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.

01325385063757372018-122022-102026-07
Major 1Minor 6Patch 19

Each point covers 7 days.

OpenSSF Scorecard 2.8 / 10
2.8aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-26 19:33 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests5 out of 5 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
10Contributorsproject has 14 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
5Maintained5 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
All dependencies 0

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

RegistryPackageVersionRelation
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies to assess

Raw JSON report machine-readable
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          "body": null,
          "is_bot": false,
          "headline": "Increment version number to 1.7.0",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-25T17:49:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7e2f8232cfb6c7de46fcfdd84026a67fbe2b16a",
          "body": null,
          "is_bot": false,
          "headline": "Update cran-comments.md",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-24T00:39:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87dbadcebf0cd4aa3e275e97d9096dea4610268c",
          "body": null,
          "is_bot": false,
          "headline": "Update WORDLIST",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T23:28:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "badc0670ad8a4a2ff21d68a74cb984dbdbf9bdeb",
          "body": "impactr currently Suggests a package that is only available from a non-existing drat repo, so I exclude it to avoid the 2+ hour hang it causes\n\nvroom_revdeps <- revdepcheck::cran_revdeps(\"vroom\")\nvroom_revdeps_no_impactr <- setdiff(vroom_revdeps, \"impactr\")",
          "is_bot": false,
          "headline": "revdepcheck::cloud_check(revdep_packages = vroom_revdeps_no_impactr)",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T20:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c896831aeb74fa74286418f26bfaaa23a706234",
          "body": null,
          "is_bot": false,
          "headline": "revdepcheck::cloud_check(extra_revdeps = \"readr\")",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T18:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90a2413fdece4ef39911700dccced4b029bda347",
          "body": null,
          "is_bot": false,
          "headline": "Polish NEWS",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T18:08:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68260bca8b7bccc411e2568ee9979d336cc1e1a3",
          "body": null,
          "is_bot": false,
          "headline": "vroom should run revdep checks for readr!",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T17:03:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8691189377039eea5cbfa360698b3e692de40fa1",
          "body": "A small fix found when investigating troubles around indexing and comment lines. This alone won't *fix* anything, but I think it's more correct.\n\nSee #608 for the general problem of comment lines that collide with chunk boundaries.",
          "is_bot": false,
          "headline": "Tweak bounds check",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T16:42:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e3279cc860af3e1eaab582447c85c6f72b3ac72",
          "body": "Closes https://github.com/tidyverse/readr/issues/1334",
          "is_bot": false,
          "headline": "Prompt user to install archive (#609)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-23T16:20:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1bdc98e48b769adf1bb39041df4e242db38f9c2",
          "body": "* Add failing tests\n\n* Raise the alarm when indexing finishes in QUOTED_FIELD\n\n* Finish renaming this symbol\n\nThis renaming made this part of the codebase easier for me to read/understand, e.g. when we compare to the number of expected columns or add 1 in messages.\n\n* Check for QUOTED_FIELD \"outside\n[…]\nded null byte? But this did alert me to an embedded null type being handled like a mismatched quote, which is weird and undesirable.\n\nOpened #607 also related to these explorations.\n\n* Add NEWS bullet",
          "is_bot": false,
          "headline": "Better handling of mismatched quotes (#604)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-22T00:38:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e2ee27598b64417e4c350b5b775355bc3aa1cd23",
          "body": "Fixes #545",
          "is_bot": false,
          "headline": "Better error for NA in n_max and guess_max (#606)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-20T18:04:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f24c259dd3f39456c5a336d979f9c0525e9e8fb",
          "body": "Fixes #482",
          "is_bot": false,
          "headline": "Add big integer to docs",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-20T17:21:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2104925c70ddfdf9c5903a1c2feebe4864617ba6",
          "body": null,
          "is_bot": false,
          "headline": "Be consistent with the ref",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-16T22:39:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6913e5b55d739f9168ca797c2f4774d0d525e4bd",
          "body": null,
          "is_bot": false,
          "headline": "Oops add more associated issues",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-16T20:09:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c244c9879f06a9e3d91213eec32a49b90fd0214c",
          "body": "* Finesse the presence/abscence of `.` like fs does\n\n* Add another test fixture\n\n* Still working on the test fixture\n\n* Still figuring out the test fixture\n\n* I think this is the test fixture I want\n\n* Download remote compressed files behind the scenes\n\n* Update documentation\n\n* Add NEWS bullet\n\n* N\n[…]\nglobal environment is used and messaging about the deferred cleanup bubbles up to the user.\n\n* More convergent evolution to remove inessential inconsistency\n\n* URL that should work once I merge this 🤞",
          "is_bot": false,
          "headline": "Download remote compressed files (#599)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-16T20:02:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf685c932ac920756068664a0dd0c8368580db78",
          "body": null,
          "is_bot": false,
          "headline": "correct links to blog posts (#600)",
          "author_name": "olivroy",
          "author_login": "olivroy",
          "committed_at": "2026-01-13T19:09:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a08a1f008355c8b1ec7d64ebfd8f34d2c847d425",
          "body": "* We should use vroom_tempfile() here too\n\n* Make vroom_tempfile() a bit more featureful\n\n* vroom_tempfile() feels like a path utility to me\n\n* Use `pattern`\n\nMight be helpful if we ever find out we're not cleaning up when we mean to",
          "is_bot": false,
          "headline": "Lean more into `vroom_tempfile()` (#598)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-10T00:01:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a2908b74fd74f5a64574f608e1e233603c3fc32",
          "body": null,
          "is_bot": false,
          "headline": "Use (and backport) R_altrep_class_name and R_altrep_class_package (#596)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-09T17:09:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "162334a39d359c51d5d72595f3f18208bff2beff",
          "body": "…rt (#595)\n\n* Get rid of HAS_ALTREP. We always have altrep.\n\n* Remove a connection-related arrangement for ancient R\n\n* We always have altrep\n\n* Comment no longer serves a purpose\n\n* Never need to skip these tests\n\n* Don't mention R 3.5 in the README or the benchmark\n\n* Close the chapter re: the connections API\n\n* Whitespace\n\n* `rows` was only needed for the non-altrep branch\n\n* Even more natural use of vctrs for these prototypes",
          "is_bot": false,
          "headline": "Remove arrangements for older versions of R that vroom does not suppo…",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-09T15:40:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3bf07d68e5f0f68240b62020951f0aabd48dac8",
          "body": "* Let's have a maintenance/ folder\n\nAnd move the existing maintenance notes\n\n* Pull grisu3.{h,c} from upstream\n\n* Patch the header file\n\n* Patch the c file\n\n* Use #pragma once\n\n* Document this process\n\n* Remove the working copies",
          "is_bot": false,
          "headline": "Re-vendor and re-patch grisu (#597)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2026-01-07T22:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d56888edeff033e234df54a89da34f89ef56133d",
          "body": "* Better docs and tests for fixed-width specification\n\nCloses https://github.com/tidyverse/readr/issues/1544, morally. For now, would need to be repeated in readr as well.\n\n* Style",
          "is_bot": false,
          "headline": "Better docs and tests for fixed-width specification (#592)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-18T21:41:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "272baf7bf800282feae0e743ad901c0cf847ec13",
          "body": "* Add failing test\n\n* No need to read the file if n_max = 0\n\n* Add NEWS bullet",
          "is_bot": false,
          "headline": "Exit very early when `n_max = 0` for fixed width files (#591)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-17T22:10:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c55270ca1f3dc4e8a83cff99e00c8b978660238",
          "body": "…ided (#589)\n\n* Add tests\n\n* Use same guard as for indexing non-connections (local files)\n\n* Add NEWS bullet",
          "is_bot": false,
          "headline": "Fix reading from connection when `n_max = 0` and `col_names` are prov…",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-17T20:01:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "349a972fc9425c9e3a1504e93e5c93d42763a239",
          "body": "* Check for write errors when memory mapping from a connection\n\n* Apply same solution to fixed width side\n\n* Opt in to pkgload's compilation database feature\n\n* Add NEWS bullet\n\n* Existing `total_read` already has this info\n\n* Update WORDLIST\n\n* Full stop",
          "is_bot": false,
          "headline": "Check for write errors when buffering connections to temp files (#588)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-16T20:40:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1748d1826a46ac9cc2f80bb752cc9a5e47ba95ff",
          "body": "Also move _pkgdown.yml into the pkgdown folder, since we've got one",
          "is_bot": false,
          "headline": "Make some of vroom's example files available in the website",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-16T18:30:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b71045941e948c569d39d4edb2d3006e81204b6",
          "body": "* Phase in the new resizable vector API\n\n* Build the result + names with cpp11::sexp; move the backports\n\n* Whitespace\n\n* Add NEWS bullet\n\n* More accurate for the changes in vroom",
          "is_bot": false,
          "headline": "Phase in the new resizable vector API (#582)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-11T21:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3b166f3e3ced955e0dd0873dd6c8a6fa4c1a9ee",
          "body": "* usethis::use_standalone(\"r-lib/rlang\", \"types-check\")\n\n* Tell the user more about their bad input\n\n* stopifnot() replacement\n\n* Add missing word\n\n* Little tweaks\n\n* Snapshot tests and tweaks inspired by them",
          "is_bot": false,
          "headline": "Modernize input checking (#587)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-11T21:23:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfc7954de4b543f47800107b196e13bd3022163b",
          "body": "* Rename standardise_one_path() to connection_or_filepath()\n\nFrom its name, I expect `standardise_path()` to be (approximately) `map(several_inputs, standardise_one_path)` and that is just really not the case.\n\nI'm renaming standardise_one_path() to better reflect what it does.\n\n* Give ourselves a safe version of base::open() to call from C++\n\n* If I want to suppress the call, I must provide a string\n\n* Use the second test to tickle vroom_fwf()\n\n* Add NEWS bullet",
          "is_bot": false,
          "headline": "Don't leak a connection when opening fails (#586)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-10T19:28:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2034bfb49c89e7b321f633b7ca19024da931a4c",
          "body": "Closes #515\n\nThis motivated lots of tweaks, both in docs I copied over and in docs that were already here in vroom.",
          "is_bot": false,
          "headline": "Stop inheriting docs from readr (#584)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-08T22:15:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "889b7075738f7536d446e88ccefdfc91cef921bb",
          "body": "We register these methods conditionally if readr is not loaded. I'm tired of seeing this all the time:\n\n> devtools::document()\nℹ Updating vroom documentation\nℹ Loading vroom\n✖ utils.R:50: S3 method `compare.spec_tbl_df` needs @export or @exportS3Method tag.\n✖ utils.R:85: S3 method `all.equal.spec_tb\n[…]\ns @export or @exportS3Method tag.\n✖ col_types.R:321: S3 method `str.col_spec` needs @export or @exportS3Method tag.\n✖ col_types.R:205: S3 method `format.col_spec` needs @export or @exportS3Method tag.",
          "is_bot": false,
          "headline": "Add `@noRd` to prevent the warning",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-08T21:18:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2c31563bf67fa4007d949bd97632996ec82a3024",
          "body": null,
          "is_bot": false,
          "headline": "Re-document() straggler re: updated URL",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-05T23:14:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf222c834bc1eadeed10f478e0f63d78d9e3db33",
          "body": "* Absorb the warning\n\n* Absorb the printed output\n\n* Close connection",
          "is_bot": false,
          "headline": "Handle warning in test (#580)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-04T07:04:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7829f4d6906aaddaa630b2b633e0488e11d9cd7f",
          "body": "* Update to snapshot tests (with a few other upgrades)\n\n* Windows bullshit",
          "is_bot": false,
          "headline": "Update to snapshot tests (with a few other upgrades) (#578)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-04T00:42:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7b9e2d0b07cc6d3559f20670f1c9de606e82d87",
          "body": null,
          "is_bot": false,
          "headline": "Add alt text to benchmark vignette",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-03T23:15:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "100aae3b9ad6095df7207bafcbe58e7a89bab7bc",
          "body": null,
          "is_bot": false,
          "headline": "Convert chunk options to in-body style used by Quarto",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-03T22:45:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d78ac4f48bc8a38c421416902821e966aead777",
          "body": null,
          "is_bot": false,
          "headline": "Add alt text to README",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-03T22:41:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74f98ab08b209282099b6967b8413d877b4482fc",
          "body": "* Update reencode_file()\n\n* Update standardise_one_path()\n\n* Update check_path()\n\n* Maybe `reporter = \"check\"` is not what I want?\n\n* Fix indenting\n\n* Update errors for bad col type inputs\n\n* Update error for unrecognized language\n\n* Update error for un-guessable delimiter\n\n* Update error when gen_tbl() doesn't know how many columns\n\n* Update errors (and update/add tests) around locale()\n\n* Update errors, tests, docs (and some LOGIC!) around fwf",
          "is_bot": false,
          "headline": "Switch from `stop()` to `cli::cli_abort()` (#576)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-03T22:31:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb75d8f25629d7d210e2a76c68043943e48dcec5",
          "body": null,
          "is_bot": false,
          "headline": "Add NEWS bullet re: URL change for the website",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-03T01:12:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bb0d7d005b4a7cdbc6373799079a1b1f673b1b8",
          "body": null,
          "is_bot": false,
          "headline": "Switch to vroom.tidyverse.org, not vroom.r-lib.org",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-02T17:36:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3eb06e89d55aa31f110f69ce01171205d42cd4af",
          "body": "* Remove vroom_altrep_opts() and vroom(altrep_opts =)\n\nHave been deprecated since v1.2.0 (2020-01-13).\n\n* Remove vroom_write(path =)\n\n* Upgrade literal data without `I()` to a deprecate_warn()\n\n* revdepcheck::cloud_check()\n\n* Actually the deprecation really does date back for 1.5.0\n\n1.7.0 is just when we advanced it",
          "is_bot": false,
          "headline": "Advance deprecations (#574)",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-01T23:34:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf3269740ab9275b02e3b81888697867cb3fd325",
          "body": null,
          "is_bot": false,
          "headline": "Update WORDLIST",
          "author_name": "Jenny Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-01T19:58:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2b34a3d7d2b9fc1db786261b1aa4039adec2c47",
          "body": "…#573)\n\n* Fix weirdness with collector_value methods for number and skip cols\n\n* Add NEWS bullet",
          "is_bot": false,
          "headline": "Fix weirdness with collector_value methods for number and skip cols (…",
          "author_name": "Jennifer (Jenny) Bryan",
          "author_login": "jennybc",
          "committed_at": "2025-12-01T19:37:45Z",
          "body_truncated": false,
          "is_coding_agent": false
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            "key": "abandonment",
            "band": "excellent",
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              "cap": null,
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              {
                "key": "project_is_still_maintained",
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                "details": [
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                    "code": "abandonment_maintained",
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                "max_points": 100
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          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "642 stars",
                "points": 45.5,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 642
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "status": "partial",
                "details": [
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                    "code": "forks",
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                      "count": 74
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                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
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            "notes": [],
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              "has_contributing": false,
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                "key": "readme",
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              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
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              {
                "key": "issue_template",
                "name": "Issue template",
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                "points": 0,
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                "key": "pr_template",
                "name": "PR template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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              "bus_factor": 1,
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              "top_contributor_share": 0.803
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 80% of commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "27 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 27
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 14 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 95,
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              "closed_issues": 442,
              "issue_closed_ratio": 0.882,
              "closed_unmerged_prs": 34
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 41.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 88
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "95/129 decided PRs merged",
                "points": 28.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 95,
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
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              "followers": 1851,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "tidyverse",
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              "account_age_days": 3610
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,851 followers of tidyverse",
                "points": 23.5,
                "status": "partial",
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                    "code": "owner_followers",
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                      "login": "tidyverse"
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                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "46 public repos, account ~9 yr old",
                "points": 24.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 46
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                  },
                  {
                    "code": "account_age_years",
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                      "years": 9
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                  }
                ],
                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 67,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "7 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                      "count": 7
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
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                "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",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
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                "status": "missed",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "5 out of 5 merged PRs checked by a CI test -- score normalized to 10",
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                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "r",
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                "csv-parser",
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                "tsv-parser",
                "fixed-width-text"
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              "homepage": "https://vroom.tidyverse.org",
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                "key": "readme",
                "name": "README",
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              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
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                "status": "missed",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://vroom.tidyverse.org",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "6 topics",
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                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                      "count": 6
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 28,
            "inputs": {
              "source": "openssf_scorecard",
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              "scorecard_version": "v5.5.0",
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            "components": [
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                "key": "binary_artifacts",
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                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
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              },
              {
                "key": "ci_tests",
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              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 14 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
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              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "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": {}
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                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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            ]
          },
          {
            "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": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 12
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            "components": [
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                "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": {}
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 61,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.37,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 5532
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                      "files": "CLAUDE.md"
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "37 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 19.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 37,
                      "sampled": 100
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "has_nix": false,
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              "lockfiles": [],
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              "has_devcontainer": false,
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
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                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "static_type_checking",
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                "detail": "C++ (statically typed)",
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                "status": "met",
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                  {
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                ],
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              },
              {
                "key": "reproducible_environment",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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",
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                      "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",
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                  }
                ],
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              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              }
            ]
          },
          {
            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
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            "notes": [],
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              "oversized_source_files": 5
            },
            "components": [
              {
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                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
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                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/201 source files over 60KB",
                "points": 53.6,
                "status": "partial",
                "details": [
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                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
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            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "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": [],
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              },
              {
                "key": "runnable_examples",
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                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T19:33:50.334721Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tidyverse/vroom.svg",
  "full_name": "tidyverse/vroom",
  "license_state": "custom",
  "license_spdx": null
}

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 v0.27.0 — full methodology · metrics wiki.

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