Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 21:02 UTC

dandi / dandi-archive

DANDI API server and Web app

Python · VueApache-2.0★ 25 stars⑂ 20 forkssince Sep 2020View on GitHub ↗

dandi/dandi-archive holds a health index of 76 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on Community & Adoption (50/100). It was last updated today. 3 contributors account for most of its recent work.

76
overall / 100
Good

Software health index

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

76
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

72 followers74 public repossince Jul 2019

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?

94Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 668 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year668
human_commit_share0.86
days_since_last_push0
active_weeks_last_year47
How it's scored
27/27Ships releases — 100 releases published
27/36Release recency — latest release 110 days ago
27/27Release cadence — a release every ~7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv0.23.0
releases_from_tagsno
days_since_latest_release110
mean_days_between_releases7
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?

50Moderate · 18% of overall
How it's scored
22.4/60Stars — 25 stars
10.7/25Forks — 20 forks
2.7/15Watchers — 4 watchers
Inputs used
forks20
stars25
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
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?

75Good · 24% of overall
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
16.9/22.5Commit distribution — top contributor authored 25% of commits
13.5/13.5Contributor breadth — 33 contributors
10/10OpenSSF Scorecard: Contributors — project has 63 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled33
top_contributor_share0.251
How it's scored
31.6/46.8Issue resolution — 68% of issues closed
34.4/38.3PR acceptance — 1,384/1,540 decided PRs merged
13.5/15OpenSSF Scorecard: Code-Review — Found 10/11 approved changesets -- score normalized to 9
Inputs used
merged_prs1,384
open_issues398
closed_issues835
issue_closed_ratio0.677
closed_unmerged_prs156
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
13.4/25Owner reach — 72 followers of dandi
25/25Track record — 74 public repos, account ~7 yr old
Inputs used
followers72
owner_typeOrganization
is_verified
owner_logindandi
public_repos74
account_age_days2,561

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, tox.ini
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://dandiarchive.org
10/10Repository description
10/10Topics — 3 topics
0/10Wiki
Inputs used
topicspython, django-rest-framework, hacktoberfest
has_wikino
homepagehttps://dandiarchive.org
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

56Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 11 out of 11 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
6.8/7.5Code-Review — Found 10/11 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 63 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
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
0/7.5Vulnerabilities — 158 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5.6
Excluded from scoring (no data or not applicable): branch_protection, 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.

63Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 71 of 86 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.826
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.js, tox.ini
11/11Static type checking — web/tsconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, Nix, lockfile
10/10Demonstrated agent practice — 18 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 14 of the last 100 commits are automated dependency updates
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixyes
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontaineryes
has_linter_configyes
typecheck_configsweb/tsconfig.json
agent_commit_share0.18
toolchain_manifests
dependency_bot_commit_share0.14
How it's scored
27/45Type-checkable code — Python with type-check config (web/tsconfig.json)
54.5/55Manageable file sizes — 2/239 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes74,743
source_files_sampled239
oversized_source_files2

Key facts

25GitHub stars
33contributors
668commits, last 12 months
0days since last push
100releases
3bus factor
398open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'dandiapi' from its registry
  • Could not fetch npm package 'dandi-playwright-test' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 20 ⇿
0Stars
20Forks
100Releases

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.

0481216202022020-092023-062026-04
Major 0Minor 19Patch 81

Each point covers 6 days.

OpenSSF Scorecard 5.6 / 10
5.6aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-28 21:01 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests11 out of 11 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 10/11 approved changesets -- score normalized to 9
10Contributorsproject has 63 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
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
0Vulnerabilities158 existing vulnerabilities detected
Direct dependencies 52
RegistryPackageVersion constraintManifest
PyPIboto3==1.42.97pyproject.toml
PyPIcelery==5.6.3pyproject.toml
PyPIdandischema==0.12.1pyproject.toml
PyPIdjango==5.2.13pyproject.toml
PyPIdjango-allauth==65.16.1pyproject.toml
PyPIdjango-auth-style==0.15.0pyproject.toml
PyPIdjango-click==2.5.0pyproject.toml
PyPIdjango-cors-headers==4.9.0pyproject.toml
PyPIdjango-environ==0.13.0pyproject.toml
PyPIdjango-extensions==4.1pyproject.toml
PyPIdjango-filter==25.2pyproject.toml
PyPIdjango-guardian==3.3.1pyproject.toml
PyPIdjango-oauth-toolkit==3.2.0pyproject.toml
PyPIdjango-resonant-settings==0.50.4pyproject.toml
PyPIdjango-resonant-utils==0.19.0pyproject.toml
PyPIdjango-stubs-ext==6.0.3pyproject.toml
PyPIdjangorestframework==3.17.1pyproject.toml
PyPIdrf-extensions==0.8.0pyproject.toml
PyPIdrf-yasg==1.21.15pyproject.toml
PyPIjsonschema==4.26.0pyproject.toml
PyPImore_itertools==11.0.2pyproject.toml
PyPIpsycopg==3.3.3pyproject.toml
PyPIpyyaml==6.0.3pyproject.toml
PyPIrequests==2.33.1pyproject.toml
PyPIrich==15.0.0pyproject.toml
PyPIwhitenoise==6.12.0pyproject.toml
PyPIzarr-checksum==0.4.7pyproject.toml
PyPIdjango-s3-file-field==1.1.0pyproject.toml
PyPIdjango-storages==1.14.6pyproject.toml
PyPIsentry-sdk==2.58.0pyproject.toml
PyPIgunicorn==25.3.0pyproject.toml
PyPItqdm==4.67.3pyproject.toml
npm@apidevtools/json-schema-ref-parser15.3.5web/package.json
npm@koumoul/vjsf3.12.0web/package.json
npm@mdi/font7.4.47web/package.json
npm@resonant/oauth-client1.0.3web/package.json
npm@sentry/vue10.44.0web/package.json
npmaxios1.8.1web/package.json
npmcore-js3.41.0web/package.json
npmdompurify3.2.4web/package.json
npmfilesize11.0.14web/package.json
npmjs-yaml4.1.1web/package.json
npmlodash4.17.21web/package.json
npmmarked18.0.2web/package.json
npmmoment2.30.1web/package.json
npmpinia3.0.1web/package.json
npmroboto-fontface0.10.0web/package.json
npmvue3.5.13web/package.json
npmvue-router4.5.0web/package.json
npmvue3-social-sharing1.3.1web/package.json
npmvuedraggable4.1.0web/package.json
npmvuetify3.7.15web/package.json
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": [
        "python",
        "django-rest-framework",
        "hacktoberfest"
      ],
      "is_fork": false,
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      "has_wiki": false,
      "homepage": "https://dandiarchive.org",
      "languages": {
        "Nix": 648,
        "Vue": 228236,
        "HTML": 14213,
        "SCSS": 786,
        "Shell": 1912,
        "Python": 862376,
        "Procfile": 1043,
        "Dockerfile": 896,
        "JavaScript": 1554,
        "TypeScript": 117062
      },
      "pushed_at": "2026-07-28T17:03:08Z",
      "created_at": "2020-09-11T14:46:47Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-28T16:39:03Z",
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      "avatar_url": "https://avatars.githubusercontent.com/u/53260526?v=4",
      "created_at": "2019-07-24T11:02:57Z",
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      "account_age_days": 2561
    },
    "license": {
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      "spdx_id": "Apache-2.0",
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      "profile_has_license": true
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        },
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      "recent_commits": [
        {
          "oid": "c72204035e3840d22d8090beed3be502e764de90",
          "body": "Reduce zarr stuckness",
          "is_bot": false,
          "headline": "Merge pull request #2872 from dandi/reduce-zarr-stuckness",
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          "headline": "Add deadlock retries for ingest_zarr_archive",
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          "body": "This was an accidental overeager locking as a result of the\nselect_related call. The dandiset doesn't need to be locked during\nthis (relatively slow) transaction.",
          "is_bot": false,
          "headline": "Stop locking the dandiset for zarr ingestion",
          "author_name": "Dan LaManna",
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          "is_bot": false,
          "headline": "Merge pull request #2853 from candleindark/fix-encode-pydantic-error-…",
          "author_name": "Yaroslav Halchenko",
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          "body": "Add search operator autocomplete dropdown (#2828)",
          "is_bot": false,
          "headline": "Merge pull request #2843 from dandi/search-operators-autocomplete",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
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          "body": "…tocomplete\n\nResolve conflict in DandisetSearchField.vue performSearch: combine this\nbranch's searchText naming + empty-query navigation + unchanged no-op with\nmaster's myDandisets handling (stay on the current search page).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into search-operators-au…",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
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          "body": "Fix search within \"My Dandisets\" to include owned/embargoed dandisets",
          "is_bot": false,
          "headline": "Merge pull request #2841 from dandi/fix-search-my-dandisets-2834",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-07-06T18:14:06Z",
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        {
          "oid": "4b199036f1e2fe800865a3aead8aeda3786c2e1a",
          "body": "`_encode_pydantic_error` accessed `error['loc'][0]`, which raises\n`IndexError` when a Pydantic validation error has an empty `loc` tuple.\nPydantic attaches errors raised by a top-level `@model_validator` to the\nmodel root, so their `loc` is `()`. Because the encoder runs inside the\n`except` handler \n[…]\nmodel validators on `Dandiset`/`Asset`, but it is a correct,\nlow-risk robustness fix independent of that.\n\nCo-Authored-By: Claude Code 2.1.173 / Claude Opus 4.8 claude-opus-4-8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Guard against empty `loc` in `_encode_pydantic_error`",
          "author_name": "Isaac To",
          "author_login": "candleindark",
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          "body": "`performSearch` short-circuited whenever `searchText` equaled the route's\n`search` param (normalized with `|| ''`). On a dandiset landing page or the\nhome page the param is absent, so an empty Enter — which previously navigated\nto the search results page (listing all dandisets) — became a no-op. Thi\n[…]\npage always\nnavigates there (empty query allowed), and only apply the unchanged-query\nno-op guard when already on the search page.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix empty-query Enter not navigating to search results page",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
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          "body": "Vuetify renders role=\"combobox\" on the search field's wrapper element, but the\ninner <input> still exposes the implicit textbox role with the placeholder as\nits accessible name. `getByRole('combobox', { name: 'Search Dandisets' })`\ntherefore never matched (the combobox wrapper has no accessible name), so the\ndandisets-page search test timed out. Revert to matching the textbox, which is\nwhat the field actually exposes.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "E2E: target search field by textbox role, not combobox",
          "author_name": "Ben Dichter",
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          "body": "The Playwright E2E job runs the API via `manage.py runserver`, which spawns a\nthread per request. With the inherited CONN_MAX_AGE of 10 minutes, each thread\nholds its Postgres connection for the whole run, so the connection count grows\nwith the number of requests. Past Postgres's default max_connect\n[…]\nd set DJANGO_CONN_MAX_AGE=0 for the\nE2E job so connections close per-request and the count stays bounded regardless\nof test count.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "E2E CI: bound runserver DB connections to avoid Postgres exhaustion",
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          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into fix-search-my-dandi…",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
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          "body": "Cover the operator dropdown end-to-end on the home page search field:\nfull list on focus, filtering as you type, insertion via Enter/click,\nmid-query insertion on the token under the cursor, Escape-to-dismiss, and\nEnter-submits-while-browsing.\n\nAlso update the existing dandisets-page search test to target the field by\nits combobox role, since the search input now exposes role=\"combobox\".\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add E2E tests for search operator autocomplete",
          "author_name": "Ben Dichter",
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          "body": "…tocomplete",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into search-operators-au…",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-08T19:06:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa378fff5619966b0ad9d303af289843968c4673",
          "body": "Remove `standard:` search operator",
          "is_bot": false,
          "headline": "Merge pull request #2844 from dandi/fix-standard-search-operator",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-08T19:01:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05fda3c2c4a256e36951fd2ec012220168cdec4b",
          "body": "The standard: operator never worked reliably against real data and isn't\nproviding enough value to keep. Remove it from the parser operator set,\nfilter logic, API help text, and frontend examples. Can be re-added later\nonce it's matched against the right metadata source.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove standard: search operator",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-02T22:46:09Z",
          "body_truncated": false,
          "is_coding_agent": true
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          "oid": "94266f2c4c84947c1b563a685f4376bc89097d07",
          "body": "…-operator",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into fix-standard-search…",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-02T22:14:43Z",
          "body_truncated": false,
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        {
          "oid": "97cb450a53068da56a0c440f785b8f464226a4bc",
          "body": "ci: bump @playwright/test 1.51.1 -> 1.60.0 to fix E2E stall (#2845)",
          "is_bot": false,
          "headline": "Merge pull request #2849 from dandi/bf-playwright-bump",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-06-02T22:02:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "451c872b55bdc4fda4b8ba8190c0b536281099be",
          "body": "When I regenerated e2e/package-lock.json on Linux during the\nplaywright bump, npm omitted the optional macOS-only `fsevents`\nentries entirely. CI then refused with:\n\n  npm error `npm ci` can only install packages when your package.json\n  and package-lock.json or npm-shrinkwrap.json are in sync.\n  np\n[…]\n=x64\n--package-lock-only`, which forces npm to include the platform-\nspecific optional deps in the lockfile.\n\nCo-Authored-By: Claude Code 2.1.160 / Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: include darwin fsevents in e2e lockfile so `npm ci` passes (#2845)",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-06-02T21:46:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a96a93614be02c327e57f972d7c5babbfd0d4111",
          "body": "Frontend E2E jobs have stalled at `npx playwright install --with-deps`\nsince the GitHub-hosted `ubuntu-24.04` runner image moved from\n`20260518.149.1` to `20260525.161.1` (May 28-29 2026). The Chromium zip\ndownload streams to 100% on `cdn.playwright.dev/dbazure/...` and the\nprocess then never procee\n[…]\nl back to the container or\ncurl-prefetch approach.\n\nRefs: https://github.com/dandi/dandi-archive/issues/2845\n\nCo-Authored-By: Claude Code 2.1.160 / Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: bump @playwright/test 1.51.1 -> 1.60.0 to fix E2E stall (#2845)",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-06-02T18:01:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a232b1fdd72e549781db91d28e49cc63f7d5ff93",
          "body": "The `standard:` operator matched `$.dataStandard[*].name` against asset\nmetadata, but `dataStandard` is reported on the Version's assetsSummary,\nnot on individual assets — so it never matched and always returned 0\nresults in production.\n\nMatch `standard:` against the Version metadata\n(`$.assetsSumma\n[…]\nxisting\ntest was rewritten to seed `dataStandard` on the version assetsSummary\n(where it actually lives) rather than on the asset.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix standard: search operator to match version dataStandard",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-01T16:45:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "016db3793a95bf2e4716b62bd334c7ae8dde3b0b",
          "body": "Display the example value (e.g. the 2024-01-01 date format for date\noperators) as a muted hint after each operator key, so users can see the\nexpected value format. Derived from the same operatorHelp examples.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Show example/format hint next to each operator in the dropdown",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-01T16:16:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e082c32f02396ede4ea35fac665b50a40ddad0c6",
          "body": "Surface the available GitHub-style search operators (species:, approach:,\ncreated_after:, etc.) in a dropdown beneath the search field to make them\ndiscoverable, as requested in #2828.\n\n- Suggestions are derived from the existing operatorHelp list, so the help\n  table and the dropdown stay in sync.\n\n[…]\nlist is teleported to <body> and positioned manually so the\n  toolbar's overflow:hidden doesn't clip it; focus stays in the input.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add operator autocomplete dropdown to dandiset search (#2828)",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-01T16:10:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7da3e92b5eddaa6d453e033f47d38225b1f322d5",
          "body": "Searching from the \"My Dandisets\" page silently fell through to the\npublic search, omitting the user's embargoed dandisets (#2834).\n\n- DandisetSearchField: keep the search in context on the myDandisets\n  route instead of always pushing to the public searchDandisets route.\n- DandisetsPage: send the `\n[…]\nsame flag.\n- MyDandisetsView: show a search-aware empty state instead of the\n  misleading \"You haven't created any dandisets yet\".\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix search within \"My Dandisets\" to include owned/embargoed dandisets",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-06-01T15:04:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b4c0367556899d46358082d0fb711b2c025b6563",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #2833 from dandi/display-embargoed-until-date",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-29T16:39:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28790e2157ea0d56c91bdf6ca15944072a4dfc31",
          "body": "Updated the S3 backup documentation to include detailed sections on proposed solutions, requirements, advantages, limitations, and cost analysis for various backup strategies.",
          "is_bot": false,
          "headline": "Revise S3 backup documentation with detailed analysis (#2830)",
          "author_name": "Cody Baker",
          "author_login": "CodyCBakerPhD",
          "committed_at": "2026-05-27T19:08:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "667dfd156d374f14c65e5b565e55b7c206b825f8",
          "body": "…ppet\n\nUpdate code snippet to show correct instance",
          "is_bot": false,
          "headline": "Merge pull request #2689 from aplbrain/add-dandi-instance-to-code-sni…",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-05-21T16:34:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0aaad46fbc390dbe8388fe8c4e93e843a13ecf3f",
          "body": "Show the embargo end date next to the access status in the\nlanding page's Access Information section, so owners, curators,\nand reviewers can see when an embargo lifts without querying the\nAPI. Falls back to the plain status when embargoedUntil is absent.\n\nCloses #2832\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Display embargoedUntil date on the dandiset landing page",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-20T18:11:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "62e131f9686dbb039a775d755d9a91192b1bf913",
          "body": "Display total data size on the homepage with one decimal place",
          "is_bot": false,
          "headline": "Merge pull request #2802 from kabilar/filesize",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-05-18T19:03:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd57e5524e780af010758ac4ca14aa399acd3673",
          "body": "* Design doc for S3 backup\n\n* Fix outdated info\n\nWe are no longer considering the use of a bucket in a different region.\n\n* Update cost analysis with accurate inputs\n\nWe are expecting a bulk of 6PB over the next 5 years, not 30PB.\n\n* Fix typo in bulk retrieval cost\n\n* Add worst-case disaster recover\n[…]\nd-by: Roni Choudhury <roni.choudhury@kitware.com>\nCo-authored-by: Roni Choudhury <2903332+waxlamp@users.noreply.github.com>\nCo-authored-by: Cody Baker <51133164+CodyCBakerPhD@users.noreply.github.com>",
          "is_bot": false,
          "headline": "S3 Backup design doc (#2627)",
          "author_name": "Mike VanDenburgh",
          "author_login": "mvandenburgh",
          "committed_at": "2026-05-18T19:02:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f3d55fc58d271e2d5276bb0a08ad3d1bc6fc53f9",
          "body": "Add support to open NIfTI assets in Neurosift",
          "is_bot": false,
          "headline": "Merge pull request #2700 from kabilar/neurosift",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-05-18T18:54:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eecb54c0c52b170283c10ea960d087e1399ab3c1",
          "body": "…/add-to-project-2.0.0\n\n[gh-actions](deps): Bump actions/add-to-project from 1.0.2 to 2.0.0",
          "is_bot": false,
          "headline": "Merge pull request #2813 from dandi/dependabot/github_actions/actions…",
          "author_name": "Kabilar Gunalan",
          "author_login": "kabilar",
          "committed_at": "2026-05-18T18:47:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a77b4dc52e6f82f36f1dce4de9563a561ede0979",
          "body": "…-4.3\n\nFix native Celery instructions for RabbitMQ 4.3",
          "is_bot": false,
          "headline": "Merge pull request #2815 from candleindark/fix-native-celery-rabbitmq…",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-05-18T18:46:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7aa46103eb3c745b562c03a95cc5c4b1fefeb23a",
          "body": "Fix documentation link in email template",
          "is_bot": false,
          "headline": "Merge pull request #2803 from kabilar/email2",
          "author_name": "Yaroslav Halchenko",
          "author_login": "yarikoptic",
          "committed_at": "2026-05-18T18:45:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb07de2741a64478572aec2f2b976518bf30a4c5",
          "body": "[codex] Fix citation author filtering",
          "is_bot": false,
          "headline": "Merge pull request #2794 from dandi/codex/fix-citation-author-filter",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-14T12:47:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b29fd936d3317dd3c77176259973a6acb3024a24",
          "body": "Each citation formatter now early-returns when there are no authors,\nwith a dedicated template per format. The previous approach stuffed\nthe title into authorString and then blanked out the title slot\ndownstream, which conflated two variables (authorString held the\ntitle) and forced six near-identic\n[…]\nng quote (\"Title.\")\n- IEEE: comma inside the closing quote (\"Title,\")\n- authorString is now typed as string and only holds authors\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Refactor no-author citation handling per-format",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-14T01:26:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "48d4f8cf037e08785325cc308d799c2d033b254a",
          "body": "Wider, responsive advanced-search help popover (closes #2818)",
          "is_bot": false,
          "headline": "Merge pull request #2820 from bendichter/advanced-search-wider-popover",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-07T15:15:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69f0886293dec58e2d8157380ff659bd08d2b315",
          "body": "The popover was hard-capped at max-width: 420px, which forced the\ndescription column to wrap awkwardly even when there was plenty of\nviewport room.\n\nUse a responsive cap (min-width: 420px; max-width: min(80vw, 720px))\nso the popover comfortably fits the longest operator example on\nordinary monitors and shrinks gracefully on small screens. Also pin\nthe example column with white-space: nowrap so operator strings stay\nreadable as code.",
          "is_bot": false,
          "headline": "Make advanced-search help popover responsive (closes #2818)",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-07T14:45:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2692ef6c96e237303df04c0763476f1e29392339",
          "body": "Gmail-style advanced search for dandiset listing",
          "is_bot": false,
          "headline": "Merge pull request #2814 from bendichter/advanced-search",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-07T12:06:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "334938c9ec6ac80723027f362fb0f08711b48704",
          "body": "Per @yarikoptic: it's a one-time-use helper that returns None just so\nthe caller can raise. Drop the indirection — strptime + try/except in\nplace, raise SearchSyntaxError directly from the except.",
          "is_bot": false,
          "headline": "Inline _parse_date into apply_search_filters",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-06T23:56:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65659e23e3ecf4301588cab5083958ae7d707e79",
          "body": "Co-authored-by: Yaroslav Halchenko <debian@onerussian.com>",
          "is_bot": false,
          "headline": "Update web/src/components/DandisetSearchField.vue",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-06T20:45:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7dc3afb6ddef3766fd4a75a0cdf0bc17e4d544fe",
          "body": "Fix \"This Version\" header style on DLP",
          "is_bot": false,
          "headline": "Merge pull request #2816 from dandi/fix-this-version-header",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-06T19:46:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cf78efd63defd2a8052f5d2fb16fa522d647ef4",
          "body": "Replace the v-row + v-list-subheader with a v-card-title so the\nheading matches the \"Owners\" and \"Dandiset Actions\" cards on the\ndandiset landing page.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix \"This Version\" header style on DLP",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-06T13:53:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ca7f283794c38c9d67ba3969f27be0ecf57ebc04",
          "body": "- Drop the `\\\"` claim from the unbalanced-quote message; the parser\n  doesn't support that escape (no_R2#2).\n- Empty operator value (e.g. `species:\" \"`) now raises 400 instead of\n  being silently dropped (no_R2#6).\n- Override OpenAPI help text on the `search` parameter to document the\n  operator voc\n[…]\niously generated\"\n  comment in views/dandiset.py; trim __all__ in services.search to\n  the public surface (parse_search, SearchSyntaxError); add a clarifying\n  comment to the cross-key intersect test.",
          "is_bot": false,
          "headline": "Address round-2 review feedback",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T20:55:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f39473d5924594a76acfba40b36e6846eacc8b10",
          "body": "`species:` was still using the AssetSearch.species denormalized column,\nwhich the materialized view defines as `wasAttributedTo[0].species.name`\n(only the first attributed subject). That diverged from how the other\nasset operators (approach/technique/standard) now match — they scan the\nfull array vi\n[…]\n_apply_asset_filter` and unifies the four NAME_PATH operators behind a\nsingle jsonpath dispatch.\n\nAdds a regression test that asserts a multi-subject asset matches\n`species:Human` AND `species:mouse`.",
          "is_bot": false,
          "headline": "species: scan all attributed subjects, not just the first",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T20:50:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4dd19c180d43e3f5a2586349307c84e2bd2cc668",
          "body": "Per @yarikoptic's review: GitHub, Jira, Linear, Notion, etc. all use\nbare operators like `label:bug` for multi-valued filters; Gmail reserves\n`has:` for boolean checks (`has:attachment`), not for valued ones. The\n`has_` prefix here was a redundant disambiguator that the broader\necosystem doesn't nee\n[…]\nys comparison direction, not is/has semantics.\n\nAlso surface backend SearchSyntaxError 400s inline in DandisetsPage.vue\ninstead of letting them bubble up to the global \"something went wrong\"\nsnackbar.",
          "is_bot": false,
          "headline": "Drop has_ prefix from asset operators",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T20:43:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2a9f13e7f23e1af008b9c635bbec6701980ba5ad",
          "body": "Match the syntax used in the Dev Containers section and\ndocker-compose.override.yml (--queues instead of -Q, --beat\ninstead of -B) so all three invocations read identically.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Use long-form Celery options in native instructions",
          "author_name": "Isaac To",
          "author_login": "candleindark",
          "committed_at": "2026-05-05T20:21:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6a007789bcc389d4951a65a3a8af33f08a15bf31",
          "body": "The \"Develop Natively\" section was missed by c10a585c. Without\n--without-mingle and --without-gossip, the worker tries to declare\nnon-exclusive, non-durable pidbox and celeryev queues, which\nRabbitMQ 4.3 rejects.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix native Celery command for RabbitMQ 4.3",
          "author_name": "Isaac To",
          "author_login": "candleindark",
          "committed_at": "2026-05-05T20:17:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e087cdf492b137c9a579bdb4d80627123c1c24fc",
          "body": "Per @yarikoptic's review of #2814:\n\n- Drop the create_search_test_data management command. It was a dev-only\n  seeder, never exercised by the test suite, and posed a risk of bit-rot\n  and accidental destructive use against a real DB.\n\n- Tighten the parser's error handling: unbalanced quotes and unkn\n[…]\ns as two parametrized tests (10 happy-path\n  cases, 6 error cases) instead of 13 individual tests.\n\nTest count: 35 (16 parametrized parser cases + 19 integration). All\npass; ruff check + format clean.",
          "is_bot": false,
          "headline": "Address review: strict parser, AI-marked tests, cleanup",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T19:05:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "65752ed31690a43efa88bcacb31585be2c20e138",
          "body": "fix: use datePublished for citation year on published versions",
          "is_bot": false,
          "headline": "Merge pull request #2771 from dandi/fix-citation-missing-year",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T16:51:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2857c57262dcbac4ff1291075ddd6984cb00d0b3",
          "body": "The Playwright test located the search field by accessibility name\n\"Search Dandisets by name,\", which was the original full placeholder.\nThe advanced-search PR shortened that placeholder to surface operator\nhints, breaking the locator. Switch to the shorter substring \"Search\nDandisets\" so the test survives future copy tweaks.",
          "is_bot": false,
          "headline": "e2e: match search placeholder by stable substring",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T01:47:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "185b36b8a09930b9087073ef5d11a3212928f970",
          "body": "The seeder used to call delete_dandiset(user=owner, ...) but switched to\nraw ORM .delete() to bypass the published-version guard. The parameter\nwas left behind with a noqa: ARG001 comment, but the project's ruff\nconfig doesn't enable ARG001, so the noqa itself failed RUF100 in CI.\nJust drop the parameter and the comment.",
          "is_bot": false,
          "headline": "Drop unused owner parameter from _delete_existing",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T01:34:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2047c6cf33edc585bd2b613657b7bf3cb76e3565",
          "body": "Recognize key:value operators inside the existing /api/dandisets/?search=\nparameter so users can filter by structured properties without leaving the\nlisting's search box. Same syntax works from the dandi CLI, curl, or any\nHTTP client.\n\nv1 operators (AND-combined; quoted multi-word values supported):\n[…]\nach\n  operator, multi-element JSON array matching, repeated operators\n  (intersection / annotation reuse), free text + operator combinations,\n  embargoed-asset visibility, and fail-closed date parsing",
          "is_bot": false,
          "headline": "Add Gmail-style advanced search to dandiset listing",
          "author_name": "Ben Dichter",
          "author_login": "bendichter",
          "committed_at": "2026-05-05T01:20:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "98bfd3886df8a5b93defead2f5f1d6d5872f1419",
          "body": "Bumps [actions/add-to-project](https://github.com/actions/add-to-project) from 1.0.2 to 2.0.0.\n- [Release notes](https://github.com/actions/add-to-project/releases)\n- [Commits](https://github.com/actions/add-to-project/compare/v1.0.2...v2.0.0)\n\n---\nupdated-dependencies:\n- dependency-name: actions/add-to-project\n  dependency-version: 2.0.0\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "[gh-actions](deps): Bump actions/add-to-project from 1.0.2 to 2.0.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-05T00:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40d5a1411618e32248e509507a32fd46d167bade",
          "body": "Get `fsspec` from `dandi[extras]`",
          "is_bot": false,
          "headline": "Merge pull request #2809 from dandi/fsspec",
          "author_name": "Jacob Nesbitt",
          "author_login": "jjnesbitt",
          "committed_at": "2026-05-01T21:54:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dad78a306ac0c8196a1094ec1b4a075d1b045b78",
          "body": "`fsspec[http]` was added by #1545 as a transitive\ndependency of the CLI. Enabling the `[extras]` extra\ncauses `dandi` to depend on it automatically.",
          "is_bot": false,
          "headline": "Get `fsspec` from `dandi[extras]`",
          "author_name": "Brian Helba",
          "author_login": "brianhelba",
          "committed_at": "2026-05-01T19:26:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8bbc167be5a03ab8355f9d00eb1ea18fcc21d4d",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #2792 from dandi/celery-fix",
          "author_name": "Brian Helba",
          "author_login": "brianhelba",
          "committed_at": "2026-05-01T14:58:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c10a585c90a6b6ed66801ee19be47a94006083e0",
          "body": "RabbitMQ 4.3 disallows a queue configuration (non-exclusive,\nnon-durable) that Celery is still using by default. Celery\ncreates such queues for:\n* remote control (`pidbox`)\n* events (`celeryev`)\n\nTo disable the (remote) control queue:\n* `--without-mingle`\n* `worker_enable_remote_control = False`\n\nTo\n[…]\n(already the default)\n\nNote, gossip, mingle, and heartbeat features provide no\nvalue. They generate extra traffic and are only used for\ntask revocation (which DANDI doesn't use) and worker\nmonitoring.",
          "is_bot": false,
          "headline": "Fix incompatibility with RabbitMQ 4.3",
          "author_name": "Brian Helba",
          "author_login": "brianhelba",
          "committed_at": "2026-05-01T14:04:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7691821db6591d89c4ca908d4366729819901f5d",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #2807 from dandi/renovate/fsspec-2026.x",
          "author_name": "Brian Helba",
          "author_login": "brianhelba",
          "committed_at": "2026-05-01T02:31:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d74e292a5d0a7534a37c0f468d3cbda23bf5df0",
          "body": null,
          "is_bot": true,
          "headline": "Update dependency fsspec to v2026",
          "author_name": "renovate[bot]",
          "author_login": "renovate[bot]",
          "committed_at": "2026-05-01T02:16:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b87448e2b3f06064106d4b9eac27f7f6b41eae90",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #2808 from dandi/renovate/marked-18.x",
          "author_name": "Brian Helba",
          "author_login": "brianhelba",
          "committed_at": "2026-05-01T02:15:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b242ed6a55d41bc176e9b557f7750900bff467f3",
          "body": null,
          "is_bot": true,
          "headline": "Update dependency marked to v18",
          "author_name": "renovate[bot]",
          "author_login": "renovate[bot]",
          "committed_at": "2026-05-01T02:04:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61e177f3b0d2f561181a1f7d6521ba304a19a06f",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #2795 from dandi/renovate/all-minor-patch",
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        "key": "governance",
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                "key": "bus_factor",
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                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
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                "key": "openssf_scorecard_contributors",
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            "notes": [],
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              {
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        "weight": 0.2,
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                "key": "contributors",
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                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 2",
                "points": 1,
                "status": "partial",
                "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": {}
                  }
                ],
                "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": "158 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 22
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 63,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.826,
              "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": "71 of 86 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 86
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_nix": true,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "web/tsconfig.json"
              ],
              "agent_commit_share": 0.18,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.14
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "eslint.config.js, tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, Nix, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, Nix, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "18 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 18,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "14 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 14,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 74743,
              "source_files_sampled": 239,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (web/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "web/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/239 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 239,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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",
    "Could not fetch pypi package 'dandiapi' from its registry",
    "Could not fetch npm package 'dandi-playwright-test' from its registry",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T21:02:17.352954Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dandi/dandi-archive.svg",
  "full_name": "dandi/dandi-archive",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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