Public recordExcellent
Software health reportschema 0.30.0 · metrics 2.5.0 · 2026-08-04 14:25 UTC
wandb / wandb-workspaces
Programatically edit the W&B UI
wandb/wandb-workspaces holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (89/100) and lowest on AI Readiness (57/100). It was last updated today. 3 contributors account for most of its recent work.
89
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
89
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02).
Ownership
Weights & BiasesOrganization
1,411 followers158 public repossince Mar 2017
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | wandb-workspaces | 0.4.5 | 335,812 | 35 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
89
Development activity
88Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 24.2/36 | Commit cadence — 35/52 weeks with commits |
| 18/18 | Commit volume — 178 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 178 |
| human_commit_share | 0.93 |
| days_since_last_push | 0 |
| active_weeks_last_year | 35 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 35 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~15.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 35 |
| latest_release_tag | v0.4.5 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 15.4 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
62
Popularity & adoption
29At Risk
How it's scored
| 23.2/60 | Stars — 28 stars |
| 2.5/25 | Forks — 3 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 3 |
| stars | 28 |
| watchers | 5 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
77Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 3 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | shields.io |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
92Excellent
How it's scored
| 73.7/80 | Monthly downloads — 335,812 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | wandb-workspaces |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 335,812 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
79
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 16.2/22.5 | Commit distribution — top contributor authored 28% of commits |
| 13.5/13.5 | Contributor breadth — 22 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 22 |
| top_contributor_share | 0.278 |
How it's scored
| 22.6/42 | Issue resolution — 54% of issues closed |
| 24/30 | PR acceptance — 135/169 decided PRs merged |
| 10.4/13 | Newcomer PR acceptance — 4/5 first-time contributors' PRs merged in 30d |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 135 |
| open_issues | 6 |
| closed_issues | 7 |
| prs_merged_7d | 1 |
| prs_decided_7d | 2 |
| prs_merged_30d | 5 |
| prs_decided_30d | 6 |
| issue_closed_ratio | 0.538 |
| closed_unmerged_prs | 34 |
| first_time_authors_30d | 3 |
| first_time_prs_merged_30d | 4 |
| first_time_prs_decided_30d | 5 |
Ownership & stewardship
78Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.6/25 | Owner reach — 1,411 followers of wandb |
| 25/25 | Track record — 158 public repos, account ~9 yr old |
Inputs used
| followers | 1,411 |
| owner_type | Organization |
| is_verified | — |
| owner_login | wandb |
| public_repos | 158 |
| account_age_days | 3,430 |
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 35 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | wandb-workspaces |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
76
Engineering practices
94Exceptional
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
50Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
69
Security posture
61Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 2.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.1 |
Excluded from scoring (no data or not applicable): branch_protection. Remaining weights renormalized.
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 36 |
| affected_packages | 8 |
| assessed_packages | 54 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1, high 3, moderate 4 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 54 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
57
Agent context & guidance
40Weak
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 81 of 93 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.871 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — wandb_workspaces/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 8/10 | Demonstrated agent practice — 4 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 5/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | wandb_workspaces/py.typed |
| agent_commit_share | 0.04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
80Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (wandb_workspaces/py.typed) |
| 53/55 | Manageable file sizes — 2/56 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 179,859 |
| source_files_sampled | 56 |
| oversized_source_files | 2 |
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
28GitHub stars
22contributors
178commits, last 12 months
0days since last push
35releases
3bus factor
6open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 3 ⇿
0Stars
3Forks
19Releases
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.
Major 0Minor 2Patch 17
Each point covers 2 days.
OpenSSF Scorecard 6.1 / 10
6.1aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal 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 |
| 10 | CI-Tests | 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 5 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 5 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
Direct dependencies 2
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | pydantic | >=2.7 | pyproject.toml |
| PyPI | wandb | >=0.13.7 | pyproject.toml |
All dependencies 54
Full resolved dependency set from the GitHub dependency graph: 2 direct and 52 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | pydantic | 2.12.2 | direct |
| PyPI | wandb | 0.22.2 | direct |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | certifi | 2025.10.5 | indirect |
| PyPI | cfgv | 3.4.0 | indirect |
| PyPI | charset-normalizer | 3.4.4 | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | click | 8.3.0 | indirect |
| PyPI | codecov | 2.1.13 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | coverage | 7.11.0 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | eval-type-backport | 0.2.2 | indirect |
| PyPI | exceptiongroup | 1.3.0 | indirect |
| PyPI | faker | 37.11.0 | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | filelock | 3.20.3 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.45 | indirect |
| PyPI | identify | 2.6.15 | indirect |
| PyPI | idna | 3.11 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | mypy | 1.18.2 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | numpy | 1.26.4 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | platformdirs | 4.4.0 | indirect |
| PyPI | platformdirs | 4.5.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polyfactory | 2.22.2 | indirect |
| PyPI | pre-commit | 3.8.0 | indirect |
| PyPI | protobuf | 6.33.5 | indirect |
| PyPI | pydantic-core | 2.41.4 | indirect |
| PyPI | pytest | 8.3.5 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | requests | 2.32.5 | indirect |
| PyPI | ruff | 0.14.1 | indirect |
| PyPI | sentry-sdk | 2.42.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.2 | indirect |
| PyPI | tomli | 2.3.0 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | urllib3 | 2.6.3 | indirect |
| PyPI | virtualenv | 20.36.1 | indirect |
| PyPI | wandb-workspaces | 0.4.5 | indirect |
Dependency advisories 8
This repository publishes no package the index resolves, so its own dependency graph was assessed — 54 packages, which also include development and test pins that never ship: 8 carry known advisories, of which 0 are direct.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| gitpython | 3.1.45 | indirect | critical | 20 | 3.1.57 |
| click | 8.1.8 | indirect | high | 1 | 8.3.3 |
| click | 8.3.0 | indirect | high | 1 | 8.3.3 |
| urllib3 | 2.6.3 | indirect | high | 4 | 2.7.0 |
| filelock | 3.19.1 | indirect | moderate | 4 | 3.20.3 |
| idna | 3.11 | indirect | moderate | 2 | 3.15 |
| pytest | 8.3.5 | indirect | moderate | 2 | 9.0.3 |
| requests | 2.32.5 | indirect | moderate | 2 | 2.33.0 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1037,
"has_wiki": true,
"homepage": null,
"languages": {
"Shell": 1936,
"Python": 727157,
"Jupyter Notebook": 21309
},
"pushed_at": "2026-08-04T14:22:41Z",
"created_at": "2024-06-03T14:03:19Z",
"owner_type": "Organization",
"updated_at": "2026-08-04T14:24:29Z",
"description": "Programatically edit the W&B UI",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://wandb.ai",
"name": "Weights & Biases",
"type": "Organization",
"login": "wandb",
"company": null,
"location": "San Francisco",
"followers": 1411,
"avatar_url": "https://avatars.githubusercontent.com/u/26401354?v=4",
"created_at": "2017-03-14T06:43:52Z",
"is_verified": null,
"public_repos": 158,
"account_age_days": 3430
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.4.5",
"kind": "patch",
"published_at": "2026-08-04T14:22:41Z"
},
{
"tag": "v0.4.4",
"kind": "patch",
"published_at": "2026-06-25T20:17:33Z"
},
{
"tag": "v0.4.3",
"kind": "patch",
"published_at": "2026-06-10T22:27:03Z"
},
{
"tag": "v0.4.2",
"kind": "patch",
"published_at": "2026-06-05T18:50:39Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2026-05-28T21:57:11Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2026-05-28T19:26:17Z"
},
{
"tag": "v0.3.10",
"kind": "patch",
"published_at": "2026-05-27T19:56:44Z"
},
{
"tag": "v0.3.9",
"kind": "patch",
"published_at": "2026-03-31T15:23:07Z"
},
{
"tag": "v0.3.8",
"kind": "patch",
"published_at": "2026-03-25T14:27:05Z"
},
{
"tag": "v0.3.7",
"kind": "patch",
"published_at": "2026-03-18T16:59:29Z"
},
{
"tag": "v0.3.6",
"kind": "patch",
"published_at": "2026-03-16T17:38:12Z"
},
{
"tag": "v0.3.5",
"kind": "patch",
"published_at": "2026-02-26T18:04:54Z"
},
{
"tag": "v0.3.4",
"kind": "patch",
"published_at": "2026-01-22T23:36:01Z"
},
{
"tag": "v0.3.3",
"kind": "patch",
"published_at": "2026-01-07T20:37:34Z"
},
{
"tag": "v0.3.2",
"kind": "patch",
"published_at": "2026-01-07T16:29:33Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2025-12-18T16:43:13Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2025-12-01T18:17:57Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2025-11-05T20:55:52Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2025-11-05T17:44:39Z"
},
{
"tag": "v0.1.19",
"kind": "patch",
"published_at": "2025-10-06T21:33:06Z"
},
{
"tag": "v0.1.18",
"kind": "patch",
"published_at": "2025-09-05T15:18:34Z"
},
{
"tag": "v0.1.17",
"kind": "patch",
"published_at": "2025-08-27T10:54:35Z"
},
{
"tag": "v0.1.16",
"kind": "patch",
"published_at": "2025-06-17T15:02:15Z"
},
{
"tag": "v0.1.15",
"kind": "patch",
"published_at": "2025-06-06T17:58:59Z"
},
{
"tag": "v0.1.14",
"kind": "patch",
"published_at": "2025-04-01T14:23:32Z"
},
{
"tag": "v0.1.13",
"kind": "patch",
"published_at": "2025-03-19T18:29:17Z"
},
{
"tag": "v0.1.12",
"kind": "patch",
"published_at": "2025-02-17T16:11:35Z"
},
{
"tag": "v0.1.11",
"kind": "patch",
"published_at": "2025-02-10T15:47:58Z"
},
{
"tag": "v0.1.10",
"kind": "patch",
"published_at": "2025-01-29T19:03:21Z"
},
{
"tag": "v0.1.9",
"kind": "patch",
"published_at": "2025-01-29T00:10:41Z"
},
{
"tag": "v0.1.8",
"kind": "patch",
"published_at": "2024-07-08T17:48:08Z"
},
{
"tag": "v0.1.7",
"kind": "patch",
"published_at": "2024-06-21T02:59:29Z"
},
{
"tag": "v0.1.6",
"kind": "patch",
"published_at": "2024-06-07T16:10:25Z"
},
{
"tag": "v0.1.5",
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"headline": "Merge pull request #153 from wandb/feat/v2-filters-read",
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"headline": "Merge pull request #154 from wandb/feat/v2-filters-workspace-write",
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"headline": "Merge pull request #155 from wandb/feat/v2-filters-report-write",
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"headline": "Merge pull request #151 from wandb/feat/v2-filters-or-groups",
"author_name": "Marie Barr-Ramsey",
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"headline": "Merge pull request #170 from wandb/chore/release-notes-server-compat",
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"headline": "Merge pull request #169 from wandb/release/v0.3.10",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
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"body": "Adds a post-release step to auto-release.yml that walks every commit\nbetween the previous tag and HEAD (via the compare API), maps each to\nits originating PR, and prepends a server-compatibility section to the\nrelease notes based on `requires-server/*` labels.\n\nSupported labels:\n - `requires-server\n[…]\n both label options so contributors know which to apply.\n\nVerified end-to-end against the unreleased PRs between v0.3.9 and the\nv0.3.10 release branch.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "chore(release): auto-detect server-compat labels in release notes",
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"body": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
"is_bot": false,
"headline": "Merge pull request #165 from wandb/mbarrramsey/baseline_pinned_sdk",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-05-27T17:14:05Z",
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"headline": "fix: normalize filter value key (#161)",
"author_name": "acasey-wandb",
"author_login": "acasey-wandb",
"committed_at": "2026-05-27T12:47:30Z",
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"body": "Adds `baseline_run` and `pinned_runs` to `RunsetSettings` so the SDK\ncan configure the runset's baseline + pinned runs the same way the\nW&B app does.\n\nUsers pass run slugs (the value of `wandb.Run.id`, e.g. `\"g0dpjzew\"`,\nalso the last segment of a run URL). At the serialization boundary\nthe SDK enco\n[…]\n` invariant: setting only\n`baseline_run` auto-adds it to `pinned_runs`. Warns (but still\nserializes) when `pinned_runs` exceeds the app's 20-entry cap.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
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"body": "Co-authored-by: Sourcegraph <batch-changes@sourcegraph.com>",
"is_bot": false,
"headline": "chore(security): enable Renovate for GitHub Actions SHA pinning (#164)",
"author_name": "shivawandb",
"author_login": "shivawandb",
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"body": "- Remove Group class (no-op wrapper) from expr.py and all references\n- Update type annotations and validators in both interface files\n- Add Or/And and string OR examples to workspace and report filter\n example files\n- Update example comments to reflect OR support in string filters\n\nMade-with: Cursor",
"is_bot": false,
"headline": "feat(sdk): remove Group class, add Or/And examples",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
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"body": "- Change _tree_node_to_v2_items precedence check from <= to < so\n same-op nesting (OR-inside-OR, AND-inside-AND) is flattened instead\n of creating unnecessary v2 groups\n- Simplify Or.to_model: remove legacy AND bucket wrapping, rename\n buckets to children, flatten same-op OR children\n- Add same-op flattening to And.to_model for consistency\n- Remove stale docstrings from Or class\n- Update tests for new flattening behavior\n\nMade-with: Cursor",
"is_bot": false,
"headline": "feat(sdk): flatten same-op nesting and simplify Or/And.to_model",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
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"body": "Made-with: Cursor",
"is_bot": false,
"headline": "chore: remove scratch files and venvs from tracking",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T21:10:15Z",
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{
"oid": "57da4a33d60b3d6b513d6a50d155c8d0111e5638",
"body": "Pick up unified stashed field names and always-v2 write-back\nfor report Runsets. Resolve conflicts in test_filters.py.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T21:09:19Z",
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},
{
"oid": "9d22d812a2e9184534c38d1df55f12462040ab72",
"body": "- Rename _filters_internal/_raw_filters_v2/_original_v2_filter_string\n to unified _stashed_filters_v2/_stashed_filter_string\n- _to_model always produces v2 dict via filters_tree_to_v2\n- _from_model uses copy.deepcopy for v2, converts legacy to v2\n- Unify stashing: always set both stashed fields\n- Update tests for v2 dict output\n\nMade-with: Cursor",
"is_bot": false,
"headline": "feat(sdk): report runset always writes v2 filters",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T21:06:56Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "Merge feat/v2-filters-report-write cleanup",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:59:43Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "a8070621693286d7225a6ea6fd4d9b8ac3607338",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "chore: remove accidentally committed scratch files and venvs",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:56:38Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"body": "Made-with: Cursor",
"is_bot": false,
"headline": "chore: remove accidentally committed scratch files and venvs",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:55:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "712f6a3c263cb774dad37f3d6e7dacba11f852af",
"body": "Resolve conflicts: remove filters_to_expr/normalize_filters_to_string,\nupdate validators to use v2 path for Or/And/Group objects,\nupdate report _from_model to use v2 string conversion,\nupdate tests for v2-always write behavior.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-report-write into or-groups",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:54:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55e30e0c4517cc039d610ffc4dca428fdc467e57",
"body": "Resolve conflicts: update report _to_model to use v2 path,\nupdate tests to match simplified filter output.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-workspace-write into report-write",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:47:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bdf6ff65d19c02810447b14653ac37575bdbf8b3",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-read: simplify _tree_node_to_v2_items",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:42:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb45173f78252b91d1fd84f721c51894ad628f1c",
"body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
"is_bot": false,
"headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:37:40Z",
"body_truncated": false,
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},
{
"oid": "aa4964890d22cf843c02b09f7b0da9ef7741f1b7",
"body": "Made-with: Cursor\n\n# Conflicts:\n#\twandb_workspaces/expr.py",
"is_bot": false,
"headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:29:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b270ac01ccce348dffa9936051463a26ab3ba442",
"body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
"is_bot": false,
"headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:28:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d275747394ff7fe9aae7e5158a222042b2ab20d8",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "chore(sdk): add legacy filter comments, remove debug prints",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T20:15:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e10a184e0089d3d24c46ab460995b70b7ab9e18b",
"body": "- filterexpr_list_to_string now formats FilterExpr directly to string\n without going through tree/v2 intermediate steps\n- Adds DeprecationWarning guiding users to And(...) syntax\n- Removes dead code: filter_expr_to_filters_tree, normalize_filters_to_string\n- Simplifies workspace and report validators to use filterexpr_list_to_string\n\nMade-with: Cursor",
"is_bot": false,
"headline": "refactor(sdk): simplify list→string path, deprecate plain list filters",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T19:47:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a83fd36a014bdb65fe81d7f59785c82d68d81806",
"body": "All filter-to-string conversions now go through the v2 pipeline\n(filters_tree_to_v2 -> filters_v2_to_string) which correctly handles\nparentheses and mixed AND/OR operators. The legacy filters_to_expr\nfunction has been deleted.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "refactor(sdk): remove legacy filters_to_expr, use v2 path everywhere",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T19:33:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4fbfa53a6d0dc35596477a6c0c2b744b8388ae71",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:15:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c9498b1e137f1002d6e7e4797bfd4ea69e3370d",
"body": "… into feat/v2-filters-report-write",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/feat/v2-filters-workspace-write'…",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:12:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc3339d90f990f64988dd63349b085fa788cfe93",
"body": "…-based ValueError\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:11:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41a523ff1b6f3c0e3308b8907f2b163aa76ba81a",
"body": "…-based ValueError\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:09:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62f2f5241862550400de81986064d51c6169cecd",
"body": null,
"is_bot": false,
"headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:08:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8ad0360175f5dcb21c20066b82895dcfa38342a",
"body": "Resolve conflict in expr.py: keep _format_filter_leaf from our branch,\ntake main's simplified filters_to_expr signature (no is_root param).\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge origin/main into feat/v2-filters-read",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:05:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ce50a9b86e61b36da318d3ccb6ff6b58340340a3",
"body": "…-based ValueError\n\nResolve merge conflict by combining the write branch's is_first_in_parent\nconnector logic with the read branch's depth enforcement. Remove\n_flatten_nested_groups since the depth param on _tree_node_to_v2_items\nnow catches nested groups at conversion time. Update test to expect\nValueError instead of silent flattening.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T18:00:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "685a66b1f616077ff3b90a7a8c4cd7c85c5be44c",
"body": "Replace silent flattening with precedence-aware depth tracking in\n_tree_node_to_v2_items. AND-inside-OR is inlined (implicit precedence),\nwhile OR-inside-AND creates a real group. Raises ValueError if groups\nnest deeper than 1 level, matching the UI's rendering limit.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "feat(sdk): enforce 1-level group depth limit in v2 filter conversion",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-30T17:52:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c4b898760f265f5eca21055507edf6b88a207de",
"body": "Match legacy behavior where disabled filters are included in the\nstring. This avoids losing OR connectors when a disabled item starts\na new OR segment, and is consistent with how legacy filters have\nalways worked.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "fix(sdk): include disabled v2 filters in string representation",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-29T22:58:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1572038276fd46809c3d1b1e1b7b7e19be5ff992",
"body": "fix(sdk): legacy filters adding nesting",
"is_bot": false,
"headline": "Merge pull request #157 from wandb/fix/legacy-filter-nesting",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-29T22:26:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "562be43534078e5be72faa753399f5f3c5acc3d3",
"body": "…tion\n\nfilters_to_expr incorrectly wrapped non-root AND nodes in parentheses,\ne.g. producing \"(a and b)\" instead of \"a and b\". When users appended\nto that string and saved, the parens caused a nested AND tree that\nlegacy filters can't handle, with nesting growing on each save cycle.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "fix(sdk): remove unnecessary parentheses from legacy filter serializa…",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-29T22:05:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "065ddc3b54b5e85ff54c7c6c1a500cde141da98c",
"body": "Stash the v2 filter dict (with disabled flags intact) at load time in\nboth Workspace and Report Runset. On write, if the filter string hasn't\nbeen modified, use the stashed v2 directly. Otherwise fall through to\nthe string → tree → v2 conversion (disabled state lost, acceptable\nsince the user explicitly changed filters).\n\nAlso updates tests to verify disabled preservation and adapts\nuser-constructed/modified runset tests for the always-write-v2 path.\n\nMade-with: Cursor",
"is_bot": false,
"headline": "fix: preserve disabled filter state through load/save roundtrip",
"author_name": "Marie Barr-Ramsey",
"author_login": "mbarrramsey",
"committed_at": "2026-04-29T00:42:47Z",
"body_truncated": false,
"is_coding_agent": false
},
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},
{
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{
"name": "CII-Best-Practices",
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{
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{
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{
"name": "Dangerous-Workflow",
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{
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{
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{
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},
{
"name": "Maintained",
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{
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{
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{
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{
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{
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"components": [
{
"key": "published_resolvable",
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"points": 25,
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{
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{
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{
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],
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}
],
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},
{
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"weight": 0.19,
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"key": "engineering_practices",
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"note": null,
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"details": [
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"code": "ci_workflows",
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],
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{
"key": "tests_present",
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{
"key": "linter_config",
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{
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{
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{
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}
]
},
{
"key": "documentation",
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{
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},
{
"key": "documentation_homepage_site",
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},
{
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{
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{
"key": "wiki",
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"detail": null,
"points": 10,
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"details": [],
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}
]
}
],
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},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 69,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
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"components": [
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]
}
},
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"code": "weights_renormalized",
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}
],
"value": 61,
"inputs": {
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.1
},
"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal 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",
"points": 0,
"status": "excluded",
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],
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},
{
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"points": 2.5,
"status": "met",
"details": [],
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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",
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"points": 7.5,
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},
{
"key": "contributors",
"name": "Contributors",
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"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"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 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 5",
"points": 2.5,
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "24 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 54 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
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"code": "excluded_no_data",
"params": {
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
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}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
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}
],
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"inputs": {
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"advisories": 36,
"affected_packages": 8,
"assessed_packages": 54,
"unassessed_packages": 0,
"affected_by_severity": "critical 1, high 3, moderate 4",
"direct_affected_packages": 0
},
"components": [
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"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
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"points": 0,
"status": "excluded",
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}
],
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},
{
"key": "no_advisories_left_outstanding",
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"points": 0,
"status": "excluded",
"details": [
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"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
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"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
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"assessed_packages": 54,
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
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"components": [
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],
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
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"components": [
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}
],
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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": 57,
"weight": 0.04,
"metrics": [
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"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
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"inputs": {
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],
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
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},
{
"key": "legible_commit_history",
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"points": 40,
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"code": "legible_history",
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],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 67,
"inputs": {
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{
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{
"key": "lint_format_config",
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"detail": null,
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{
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],
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},
{
"key": "reproducible_environment",
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"code": "file_list",
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"files": "lockfile"
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}
],
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},
{
"key": "demonstrated_agent_practice",
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],
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{
"key": "automated_maintenance",
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"points": 0,
"status": "missed",
"details": [
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"code": "no_dependency_automation",
"params": {}
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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 5",
"points": 5,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
"value": 80,
"inputs": {
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"largest_source_bytes": 179859,
"source_files_sampled": 56,
"oversized_source_files": 2
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (wandb_workspaces/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "wandb_workspaces/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/56 source files over 60KB",
"points": 53,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 56,
"oversized": 2
}
}
],
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}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library"
],
"labels": [
"library"
],
"scores": {
"library": 12,
"notebook": 3
},
"primary": "library",
"evidence": [
{
"tier": "declared",
"label": "library",
"source": "pypi.classifier:Topic :: Software Development :: Libraries",
"weight": 6
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "notebook",
"source": "tree.notebook",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"library"
],
"ecosystem": "pypi"
}
],
"confidence": "high",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-04T14:25:58.112282Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/wandb/wandb-workspaces.svg",
"full_name": "wandb/wandb-workspaces",
"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 v2.5.0, schema v0.30.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.