Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-30 08:25 UTC
holoviz / lumen
Illuminate your data. Agent framework turning natural language into SQL, charts, dashboards and reports.
holoviz/lumen holds a health index of 80 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (57/100). It was last updated today. 2 contributors account for most of its recent work.
80
overall / 100Software 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.
80
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)
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
HoloVizOrganization
447 followers15 public repossince Jun 2019
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 | lumen | 1.3.0 | - | 205 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
89
Development activity
93Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 29.1/36 | Commit cadence — 42/52 weeks with commits |
| 18/18 | Commit volume — 395 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 395 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 42 |
Release discipline
83Good
How it's scored
| 27/27 | Ships releases — 18 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 19.8/27 | Release cadence — a release every ~111.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 18 |
| latest_release_tag | v1.3.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 111.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
67
Popularity & adoption
58Moderate
How it's scored
| 40.2/60 | Stars — 300 stars |
| 12.9/25 | Forks — 36 forks |
| 5/15 | Watchers — 9 watchers |
Inputs used
| forks | 36 |
| stars | 300 |
| watchers | 9 |
| 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 (BSD-3-Clause) |
| 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 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
75
Maintainer resilience (bus factor)
60Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 11.8/22.5 | Commit distribution — top contributor authored 48% of commits |
| 13.5/13.5 | Contributor breadth — 25 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 25 |
| top_contributor_share | 0.477 |
How it's scored
| 29.6/46.8 | Issue resolution — 63% of issues closed |
| 35.3/38.3 | PR acceptance — 1,397/1,515 decided PRs merged |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
Inputs used
| merged_prs | 1,397 |
| open_issues | 163 |
| closed_issues | 281 |
| issue_closed_ratio | 0.633 |
| closed_unmerged_prs | 118 |
Ownership & stewardship
70Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 19.1/25 | Owner reach — 447 followers of holoviz |
| 20.8/25 | Track record — 15 public repos, account ~7 yr old |
Inputs used
| followers | 447 |
| owner_type | Organization |
| is_verified | — |
| owner_login | holoviz |
| public_repos | 15 |
| account_age_days | 2,606 |
Package maintenance
100Excellent
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 — 205 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | lumen |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 7 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 — 30 out of 30 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
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://lumen.holoviz.org |
| 10/10 | Repository description |
| 10/10 | Topics — 12 topics |
| 10/10 | Wiki |
Inputs used
| topics | ai-agents, conversational-ai, data-exploration, data-visualization, duckdb, holoviz, llm, panel, python, text-to-sql, xarray, rag |
| has_wiki | yes |
| homepage | https://lumen.holoviz.org |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
71
Security posture
71Good
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 — 30 out of 30 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 |
| 6.8/7.5 | Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 17 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 7.1 |
Excluded from scoring (no data or not applicable): branch_protection. 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.
57
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — docs/configuration/agents.md, docs/reference/api/ai/agents.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 95 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.95 |
| agent_instruction_files | docs/configuration/agents.md, docs/reference/api/ai/agents.md |
| agent_instruction_max_bytes | 15,454 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.2/55 | Manageable file sizes — 7/212 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 119,713 |
| source_files_sampled | 212 |
| oversized_source_files | 7 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
300GitHub stars
25contributors
395commits, last 12 months
0days since last push
18releases
2bus factor
163open 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:lumen@1.3.0; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 0 ★ / 36 ⇿
0Stars
36Forks
16Releases
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 1Minor 10Patch 5
Each point covers 6 days.
OpenSSF Scorecard 7.1 / 10
7.1aggregate
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 | 30 out of 30 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 |
| 9 | Code-Review | Found 29/30 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 28
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | bokeh | — | pyproject.toml |
| PyPI | chardet | — | pyproject.toml |
| PyPI | duckdb | >=1.2.0 | pyproject.toml |
| PyPI | lxml | — | pyproject.toml |
| PyPI | griffe | — | pyproject.toml |
| PyPI | holoviews | >=1.17.0 | pyproject.toml |
| PyPI | hvplot | — | pyproject.toml |
| PyPI | instructor | >=1.14.3 | pyproject.toml |
| PyPI | intake | <2 | pyproject.toml |
| PyPI | jinja2 | >3.0 | pyproject.toml |
| PyPI | markitdown | — | pyproject.toml |
| PyPI | nbformat | — | pyproject.toml |
| PyPI | numpy | — | pyproject.toml |
| PyPI | packaging | — | pyproject.toml |
| PyPI | pandas | — | pyproject.toml |
| PyPI | panel | >=1.7.5 | pyproject.toml |
| PyPI | panel-graphic-walker | >=0.6.4 | pyproject.toml |
| PyPI | panel-material-ui | >=0.14.0 | pyproject.toml |
| PyPI | panel-splitjs | >=0.4.0 | pyproject.toml |
| PyPI | param | >=2.2.1 | pyproject.toml |
| PyPI | pyarrow | — | pyproject.toml |
| PyPI | pydantic | >=2.8.0 | pyproject.toml |
| PyPI | pydantic-extra-types | — | pyproject.toml |
| PyPI | semchunk | — | pyproject.toml |
| PyPI | sqlglot | — | pyproject.toml |
| PyPI | tabulate | — | pyproject.toml |
| PyPI | tiktoken | — | pyproject.toml |
| PyPI | vl-convert-python | — | pyproject.toml |
All dependencies 17
Full resolved dependency set from the GitHub dependency graph: 11 direct and 6 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | duckdb | — | direct |
| PyPI | holoviews | — | direct |
| PyPI | instructor | — | direct |
| PyPI | intake | — | direct |
| PyPI | jinja2 | — | direct |
| PyPI | panel | — | direct |
| PyPI | panel-graphic-walker | — | direct |
| PyPI | panel-material-ui | — | direct |
| PyPI | panel-splitjs | — | direct |
| PyPI | param | — | direct |
| PyPI | pydantic | — | direct |
| PyPI | boto3 | — | indirect |
| PyPI | google-genai | — | indirect |
| PyPI | llama-cpp-python | — | indirect |
| PyPI | sentence-transformers | — | indirect |
| PyPI | transformers | — | indirect |
| PyPI | xarray-sql | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"ai-agents",
"conversational-ai",
"data-exploration",
"data-visualization",
"duckdb",
"holoviz",
"llm",
"panel",
"python",
"text-to-sql",
"xarray",
"rag"
],
"is_fork": false,
"size_kb": 39484,
"has_wiki": true,
"homepage": "https://lumen.holoviz.org",
"languages": {
"Jinja": 91416,
"Shell": 349,
"Python": 2734002,
"JavaScript": 958
},
"pushed_at": "2026-07-29T22:26:24Z",
"created_at": "2020-05-06T17:25:16Z",
"owner_type": "Organization",
"updated_at": "2026-07-29T22:03:28Z",
"description": "Illuminate your data. Agent framework turning natural language into SQL, charts, dashboards and reports.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "main",
"license_spdx_raw": "BSD-3-Clause",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://holoviz.org",
"name": "HoloViz",
"type": "Organization",
"login": "holoviz",
"company": null,
"location": null,
"followers": 447,
"avatar_url": "https://avatars.githubusercontent.com/u/51678735?v=4",
"created_at": "2019-06-10T19:41:02Z",
"is_verified": null,
"public_repos": 15,
"account_age_days": 2606
},
"license": {
"state": "standard",
"spdx_id": "BSD-3-Clause",
"raw_spdx": "BSD-3-Clause",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2026-07-29T19:14:02Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-06-10T16:20:26Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-03-24T16:40:32Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-01-28T14:05:08Z"
},
{
"tag": "v0.10.1",
"kind": "patch",
"published_at": "2025-06-02T16:22:33Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2025-05-15T16:02:48Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2025-04-09T12:53:50Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2025-02-19T12:55:54Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2025-02-19T12:55:37Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2023-11-02T11:02:22Z"
},
{
"tag": "v0.5.1",
"kind": "patch",
"published_at": "2023-01-05T11:54:24Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2022-12-14T14:24:03Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2021-04-23T14:59:56Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2021-04-23T14:59:10Z"
},
{
"tag": "v0.3.2",
"kind": "patch",
"published_at": "2021-04-23T14:53:58Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2021-04-23T14:53:15Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2021-03-17T17:36:05Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2020-10-15T14:04:39Z"
}
],
"recent_commits": [
{
"oid": "90facdf1c448f59eecc994d5907c7d6c24a8edaa",
"body": null,
"is_bot": false,
"headline": "Batch SQL in one call (#1977)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-28T10:34:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79f7f6d338b2b000ffcf889749642c12e7f05132",
"body": null,
"is_bot": false,
"headline": "Prevent repeating table (#1975)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T19:40:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "471c51556595273b811457f6a9759b2d88ccd54c",
"body": null,
"is_bot": false,
"headline": "Default title (#1973)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T15:19:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b892d87810cb716c0e767c026b71442dd96660a6",
"body": null,
"is_bot": false,
"headline": "Fix llm label (#1961)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T14:58:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "659a72a08e1f39e2b2973ee66a7be2e7051206b2",
"body": null,
"is_bot": false,
"headline": "Fix conflicting sizing definitions in AI UI (#1972)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-07-27T13:47:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc3b417eaf5fa6b23e38a46e2c253072b85c0fb3",
"body": null,
"is_bot": false,
"headline": "Collapse repeated column names (#1962)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T11:38:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08c826f10744ae2af4c578ff50d347442da5e8ee",
"body": "Co-authored-by: ghostiee-11 <aman0611kumar@gmail.com>",
"is_bot": false,
"headline": "Do not crash on validation (#1963)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T11:36:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f09a1bb010afbbdb9da2f48355b9ce6b899ed8ae",
"body": null,
"is_bot": false,
"headline": "Resolve source automatically if only one (#1964)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-27T11:35:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed9c41300b56928999bbcca04ad9f528e431b919",
"body": null,
"is_bot": false,
"headline": "Add single-chart export formats to the multichart \"All\" tab (#1967)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-27T11:35:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c37392f4d0066d3563bfba886dc503b9da7d306f",
"body": null,
"is_bot": false,
"headline": "docs: remove stale extra.js reference (#1969)",
"author_name": "w3lld1",
"author_login": "w3lld1",
"committed_at": "2026-07-27T11:24:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "562936a925cfab12db0a6792be86df7390aba359",
"body": null,
"is_bot": false,
"headline": "Fix broken link to views documentation in analyses.md (#1951)",
"author_name": "Coderambling",
"author_login": "Coderambling",
"committed_at": "2026-07-24T17:10:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3feec3859e7703c33c28dc99461fd61e79c47bbb",
"body": "Co-authored-by: Andrew <15331990+ahuang11@users.noreply.github.com>\nCo-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Fix VegaLite specs without schemas (#1959)",
"author_name": "Sanjay Santhanam",
"author_login": "Sanjays2402",
"committed_at": "2026-07-24T17:05:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "566548df156919743032bca780f1b1bf530372dc",
"body": "Co-authored-by: ghostiee-11 <aman0611kumar@gmail.com>",
"is_bot": false,
"headline": "Fix/fix subquery error (#1874)",
"author_name": "Caio Grasso",
"author_login": "ciaograsso06",
"committed_at": "2026-07-24T16:42:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "733acbb3bd6de96b29e4f6496387bc47a9ebb1b4",
"body": null,
"is_bot": false,
"headline": "Update contributing header emoji (#1954)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-24T15:53:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "993b98b6fbf00d8c54cdbc7a3d7ec1b7352e65cc",
"body": null,
"is_bot": false,
"headline": "Restore gallery and README images dropped in docs migration (#1955)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-24T09:42:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae4becb7f81d9e8e2f63487527e98cc178701224",
"body": null,
"is_bot": false,
"headline": "zindex (#1947)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-24T09:38:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b54b9db796a12720916a10c79ff61d3f14de4cc9",
"body": null,
"is_bot": false,
"headline": "Fix link to Building Lumen Apps documentation (#1952)",
"author_name": "Coderambling",
"author_login": "Coderambling",
"committed_at": "2026-07-24T09:35:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21f8e0f507d372c94ac1202064a17d784189271e",
"body": "Co-authored-by: hp <hupeng@shuoyao.tech>",
"is_bot": false,
"headline": "Fix: specify encoding=\"utf-8\" in test_optional_imports.py (#1957)",
"author_name": "Ni",
"author_login": "Hillindigo",
"committed_at": "2026-07-24T09:07:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f718d0ce9dffbf14dd6cfb2f6cec65c88cb595f7",
"body": null,
"is_bot": false,
"headline": "Fix broken link to Views configuration in tutorial (#1950)",
"author_name": "Coderambling",
"author_login": "Coderambling",
"committed_at": "2026-07-24T08:00:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c18b8c882055a871b38c8b6db67230e47635030a",
"body": null,
"is_bot": false,
"headline": "Fix broken link to Contributing guide on homepage (#1949)",
"author_name": "Coderambling",
"author_login": "Coderambling",
"committed_at": "2026-07-24T07:42:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e32943971e5518cdcf7285ea75ebfecbed1505c",
"body": null,
"is_bot": false,
"headline": "fix: gridded VegaLite subset corrupts aggregating charts (#1944)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-23T21:23:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e6d05cff3413e44daa38a7d112839fe3b02830d",
"body": null,
"is_bot": false,
"headline": "fix: gridded plotting on real climate netCDF (cftime + bounds) (#1943)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-23T19:39:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6afee117b08dbd9cf522278a5007cd3b5e1a13e9",
"body": null,
"is_bot": false,
"headline": "Support plotting xarray grids (hvPlot + VegaLite + DeckGL) (#1823)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-23T17:32:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c09f34c872e75edb487a6d6e95bee22f273551ff",
"body": null,
"is_bot": false,
"headline": "feat: generate multiple charts per query in VegaLiteAgent (#1927)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-23T16:30:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a410b358852e6ceee1568727b1895b869a908c88",
"body": null,
"is_bot": false,
"headline": "Scope the revise prompt's schema context to the current table (#1928)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-22T23:03:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08a58d33f84c3729d16f82df9d81dd0ca1cc7833",
"body": null,
"is_bot": false,
"headline": "feat: give generated charts a shared categorical palette (#1936)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-22T22:57:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "70b0dfd11c94df5f1492c535897a3a53146b01de",
"body": null,
"is_bot": false,
"headline": "Add generic try_import helper and adopt it for optional deps (#1926)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-21T22:54:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74c6923e1f0bdc8bec303db61a86f915d414bcef",
"body": null,
"is_bot": false,
"headline": "Fix the view yaml auto-retry so it can actually recover (#1929)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-21T22:47:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3706950fed95e0f9eba215daac7cca855d7cfc18",
"body": null,
"is_bot": false,
"headline": "fix: correct the PyPI package description (#1938)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-21T22:40:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97fba10df0c08d957eda9aa42e7e66627e4d5b57",
"body": null,
"is_bot": false,
"headline": "fix: allow polygons and paths kinds on hvPlot views (#1934)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-20T19:33:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20356fc53562b845068af2bd0c718901069252b0",
"body": null,
"is_bot": false,
"headline": "fix: guide VegaLiteAgent toward diverging schemes with domainMid (#1933)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-20T19:33:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59695a6cb50b52eb15088d8ab657183f7d83783f",
"body": "…#1903)",
"is_bot": false,
"headline": "Support geometry columns end-to-end so GeoDataFrames render as maps (…",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-17T17:14:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77536c1a332a671b88991247c92cfc4e92450678",
"body": null,
"is_bot": false,
"headline": "Allow selecting which report sections to keep on export (#1922)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-17T16:30:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd0b20811426f02c5dcf123a52820bae8b2a0932",
"body": null,
"is_bot": false,
"headline": "Use hsplit for Navigation (#1917)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-17T16:30:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea77463c7790df0af89f8043330b19bb99dcc0d9",
"body": null,
"is_bot": false,
"headline": "Allow Analysis to provide context dynamically (#1925)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-13T09:42:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "889038c32aa48cc6cff33a21963a7d20c589ba4c",
"body": null,
"is_bot": false,
"headline": "Fix validation (#1921)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-13T07:58:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55be2dbc9ebb30a0f955a802cd8c6d0d8ef8f36b",
"body": null,
"is_bot": false,
"headline": "Fix describe data (#1919)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-09T21:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a98753677d2ef1be5c5941d063e74b108a76524",
"body": null,
"is_bot": false,
"headline": "Fix editor layout and filters (#1918)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-09T21:56:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d4a1cba214c95e1cf0111f5a8763733047f08a3",
"body": null,
"is_bot": false,
"headline": "Fixes erroring tab order (#1920)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-09T07:36:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eaf1c6d2bec5a78416556add1fa348df31dac315",
"body": "… (#1894)",
"is_bot": false,
"headline": "Add coordinate-aware filters to exploration outputs (completes #1599)…",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-08T20:37:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15712c918593249e1bd18ac32a7c2a1eca2e1acd",
"body": null,
"is_bot": false,
"headline": "Add try_import_xarray helper (mirror try_import_geopandas) (#1908)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-08T20:26:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c196d7453d17a35df857b341b220b0c107c1b1b6",
"body": null,
"is_bot": false,
"headline": "feat: add a reusable normalize_vegalite_spec function (#1909)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-08T20:22:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad5092f17f422d6407e93ccab554be981d76e941",
"body": "…s (#1910)",
"is_bot": false,
"headline": "feat: add Report.from_views for assembling reports from prebuilt view…",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-08T20:21:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "13e772f00cfc488b88f182654f4236f47665f62c",
"body": null,
"is_bot": false,
"headline": "Load geospatial files (.geojson/.wkt/.shp) at startup (#1905)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-07T18:01:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60c84cf1bcb269b4181cbf2f0b3d16fceea5c526",
"body": null,
"is_bot": false,
"headline": "Detect encoding when reading uploaded CSV/JSON/HTML (#1902)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-07-07T17:25:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "01b5411ec05a2685f6df94a7625e4d6feab4a4b1",
"body": null,
"is_bot": false,
"headline": "Fix conda build issue",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-07-01T15:57:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f11395fdca3d82c067686f5d6af7fde77311b40c",
"body": null,
"is_bot": false,
"headline": "Update release notes for 1.2.1",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-07-01T15:45:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07a877bd5ed0910d93fa346d8fc3c7be5c777041",
"body": null,
"is_bot": false,
"headline": "Simplify DbtslAgent context generation (#1899)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-07-01T15:40:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ddafa66637e775f5364983f5e32a0855882c9c3",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>\nCo-authored-by: Simon Høxbro Hansen <simon.hansen@me.com>",
"is_bot": false,
"headline": "Fix misleading limit (#1896)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-01T15:18:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46ff3e43386d81677f7675ec0684ab8cb6695f5e",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Anthropic caching (#1892)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-07-01T14:28:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9f45000bf273df583febf2d8c5e1859169d0bf7",
"body": null,
"is_bot": false,
"headline": "ci: Fix failing test (#1898)",
"author_name": "Simon Høxbro Hansen",
"author_login": "hoxbro",
"committed_at": "2026-06-29T10:29:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11ea08bbe93b60e1fa7fc6a695a31f1c7f226562",
"body": null,
"is_bot": false,
"headline": "allow setting temp = none (#1891)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-06-23T18:50:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7cc94fb69071b589b3fe25a50bf395eda5cfebbb",
"body": null,
"is_bot": false,
"headline": "Add release notes for 1.2.0",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-06-10T16:00:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9184ce9762bfcf9db2f651b34d663499bcfd886e",
"body": null,
"is_bot": false,
"headline": "Add missing opentelemetry for Google provider",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-06-10T15:51:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "124d2c86b3f874cba15165c24cacdbe62df61b2b",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "show popout only if >1 (#1869)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-06-10T15:43:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4323e8b23d7c4c5ba7f6b804bba7c001921402ae",
"body": "Co-authored-by: ciaograsso <caio.grasso@rioenergy.com.br>\nCo-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Fix TableListAgent to list one or more data sorces available (#1872)",
"author_name": "Caio Grasso",
"author_login": "ciaograsso06",
"committed_at": "2026-06-08T15:51:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad0cd7d8adc34dff7f7dd3cd23f10a29e5f8150e",
"body": "…1886)",
"is_bot": false,
"headline": "fix: XArraySQLSource crashes on NetCDF files with bounds variables (#…",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-06-08T15:06:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f975ee10fe214f07f326bb575fd0df1cae31ed91",
"body": null,
"is_bot": false,
"headline": "Fix for correctly logging tool call results (#1884)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-06-03T19:43:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aadd83d3f1afe4d2b8ad14986f354c77d88cd1d",
"body": null,
"is_bot": false,
"headline": "Dont show copy if no editor (#1880)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-06-03T19:40:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f247f607472bc03749ff523021074085c362dfd4",
"body": null,
"is_bot": false,
"headline": "Ensure OpenAI LLM doesn't error when no tools provided (#1883)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-06-03T19:39:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3193e4cbdee4feaadbf0581319d32dfad6429dc",
"body": null,
"is_bot": false,
"headline": "Fix SQLAgent crash on columns absent from the source catalog (#1881)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-06-02T19:25:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c6de64127d99c86c3ad694ac5fe0d8fed6b9f893",
"body": null,
"is_bot": false,
"headline": "ci: Bump lock threads (#1882)",
"author_name": "Simon Høxbro Hansen",
"author_login": "hoxbro",
"committed_at": "2026-06-02T09:47:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2edd41ad537893bca9ed543977be29eab7a1a0e4",
"body": null,
"is_bot": false,
"headline": "Fix SQLAgent crash on sources with the legacy 'any' dialect (#1879)",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-06-02T08:43:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd7e521113468de29b7e858fc5211bb649b8e252",
"body": null,
"is_bot": false,
"headline": "Fix message format and tool handling for Google LLMs (#1877)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-05-28T12:50:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2960b8ece7ff2048dcedca7dbf6e78a3b18295b0",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Add mlx support (#1861)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-28T08:17:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8660ae7ce2aea614b75700ef00881f671079a811",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Fix tests to address deprecation warnings (#1871)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-28T08:12:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c12fcb38eff916b5955abb2ddcf3dc5e7ab70b55",
"body": null,
"is_bot": false,
"headline": "Update to use panel-material-ui (#1876)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-05-28T07:45:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6484bb62dbe9d96411f833d9bee092fd2c754339",
"body": null,
"is_bot": false,
"headline": "Fix report export (#1870)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-20T16:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "155f231115d04343a76e9518d8707e55d96edbf0",
"body": "Co-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Prevent duplicate system (#1860)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-20T15:51:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eab8cf666a54ed25066a7d9a134c609f2bb7a77d",
"body": null,
"is_bot": false,
"headline": "Fix copy icon (#1868)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-19T22:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a55c7dea69a958d6a042537cfbec4c17d713045c",
"body": null,
"is_bot": false,
"headline": "ci: Update docs publish (#1866)",
"author_name": "Simon Høxbro Hansen",
"author_login": "hoxbro",
"committed_at": "2026-05-19T09:56:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3f98580f50b0373c9943a8af04bf860448ba61f",
"body": "Co-authored-by: ciaograsso <caio.grasso@rioenergy.com.br>\nCo-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Handle missing user messages in plan task history rendering (#1864)",
"author_name": "Caio Grasso",
"author_login": "ciaograsso06",
"committed_at": "2026-05-18T19:01:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ccb673830e82e44e38f9c87d5ef1cb3e6be3312",
"body": "Co-authored-by: ciaograsso <caio.grasso@rioenergy.com.br>\nCo-authored-by: Andrew <15331990+ahuang11@users.noreply.github.com>\nCo-authored-by: Philipp Rudiger <prudiger@anaconda.com>",
"is_bot": false,
"headline": "Add OpenRouter LLM provider integration (#1863)",
"author_name": "Caio Grasso",
"author_login": "ciaograsso06",
"committed_at": "2026-05-18T18:24:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0982216a5106420217918aca14ab07052b5fd531",
"body": null,
"is_bot": false,
"headline": "Do not format (#1862)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-18T15:05:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "746d1ed08dffd0fac0d7b96ebdff004a02536dbe",
"body": null,
"is_bot": false,
"headline": "ci: Add zizmor (#1859)",
"author_name": "Simon Høxbro Hansen",
"author_login": "hoxbro",
"committed_at": "2026-05-18T15:03:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed51877c1133e40e059e4f97f684efc5400fa645",
"body": null,
"is_bot": false,
"headline": "Propagate downloaded source into global context (#1858)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-12T11:49:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "611470877a770ed0e3308458594d64932264bc08",
"body": null,
"is_bot": false,
"headline": "Add support for Kaggle datasets under DownloadSourceControls (#1848)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-11T15:30:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "535dbd1af2b7827a56419ae5ba7a2e13289b2bb2",
"body": null,
"is_bot": false,
"headline": "Clarify follow up (#1855)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-11T15:29:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "893184cdb62803e095c2f7a808fbe7d001e57139",
"body": null,
"is_bot": false,
"headline": "Add custom clarification (#1856)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-11T15:13:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b53aac65e6df1e8f5cb39f041d05de9460772a3",
"body": "…1850)",
"is_bot": false,
"headline": "fix: stop max_retries leaking to bare SDK client in _run_tool_loop (#…",
"author_name": "Aman kumar",
"author_login": "ghostiee-11",
"committed_at": "2026-05-08T17:54:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a19e54907f90725eaf6eaa43fb6c86c4e2a25df",
"body": null,
"is_bot": false,
"headline": "Fix ingestion of source not showing in controls (#1853)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-08T09:03:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "815a9378ef7da95dfbe4ebdceb3260aa9c26fc07",
"body": null,
"is_bot": false,
"headline": "Show table names in exploration tool (#1854)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-08T09:03:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad11c69528ab9052c4a1764ed00d57fc7b5c0f3f",
"body": null,
"is_bot": false,
"headline": "Fix format floats (#1851)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-07T20:54:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7bed9a9014750857cda9d1954a35d2a1d45c97d8",
"body": null,
"is_bot": false,
"headline": "Tweak schema (#1849)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-07T16:00:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19d5086fbc2e75578f1e1c7aa267322b44e2bd22",
"body": null,
"is_bot": false,
"headline": "Fix ValidationAgent when used with TableListAgent (#1845)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-07T15:41:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e502cfb5caeb585860e3d1cab4703fc6130320b",
"body": null,
"is_bot": false,
"headline": "Add planned context to ChatAgent's prompt (#1847)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-07T15:41:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3d9ebf6e3e02dbfa7446c573a9371753869c2e2",
"body": null,
"is_bot": false,
"headline": "Tweak SourceAgent purpose (#1843)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-06T21:51:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d906eee54acc802f98530e1612a78989e5ef1e47",
"body": null,
"is_bot": false,
"headline": "Optimize SQLAgent and errors (#1846)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-06T21:33:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c990e2e6c48be2614a0f812c3254c029afd4fab",
"body": null,
"is_bot": false,
"headline": "Do not use tool if empty (#1844)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-06T21:31:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5adfe6397f59154ab5c7c9788c9c43b8483907d3",
"body": null,
"is_bot": false,
"headline": "Read tables / text from URLs (#1839)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-06T16:22:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2c6b46deaed861925527705fd766e8fb76dc0a6",
"body": null,
"is_bot": false,
"headline": "Gate clarification (#1842)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-05-06T16:21:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f5078edb16f1d03710b2c15f62f3317be7b0ab8",
"body": null,
"is_bot": false,
"headline": "Unify LLM message logging (#1841)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-05-05T16:27:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c34ab44f7ddc1f56401473664fe915717d6aca46",
"body": null,
"is_bot": false,
"headline": "Ensure DuckDBVectorStore implements metadata property (#1838)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-04-28T20:07:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ebc23ae8a4ba311903c2f1bb644ef66cb31b8e3",
"body": null,
"is_bot": false,
"headline": "Various minor UI polish fixes (#1837)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-04-28T14:49:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0167b7932cfc9ea7ff8341e8abaedbb74faf66eb",
"body": null,
"is_bot": false,
"headline": "Simplify Planner reasoning and clarification (#1836)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-04-28T13:38:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9176989415d035b9f1655bb8808c154c5565b4dc",
"body": null,
"is_bot": false,
"headline": "Add pip to the build deps (#1834)",
"author_name": "Maxime Liquet",
"author_login": "maximlt",
"committed_at": "2026-04-28T12:52:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b5f52ada50ff5a2180d1f1756fbaf93141b364d",
"body": null,
"is_bot": false,
"headline": "Improve planner validation flow and add clarification LLM tool (#1833)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-04-27T15:46:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83658e0054a9f1dd7c92b36ed3663ddb32aa821d",
"body": null,
"is_bot": false,
"headline": "Ensure stream responses are handled correctly with tool calls (#1832)",
"author_name": "Philipp Rudiger",
"author_login": "philippjfr",
"committed_at": "2026-04-27T10:23:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da77108b288bf787a1cdfc793390988c316c92ea",
"body": null,
"is_bot": false,
"headline": "docs: Use absolute path for icon in Readme (#1831)",
"author_name": "Simon Høxbro Hansen",
"author_login": "hoxbro",
"committed_at": "2026-04-24T12:59:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd33fa0bda9001e891cc53e7bb6910f98fe8c944",
"body": null,
"is_bot": false,
"headline": "Fix validation agent (#1827)",
"author_name": "Andrew",
"author_login": "ahuang11",
"committed_at": "2026-04-24T10:48:04Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 18,
"commits_last_year": 395,
"latest_release_at": "2026-07-29T19:14:02Z",
"latest_release_tag": "v1.3.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 42,
"days_since_latest_release": 0,
"mean_days_between_releases": 111.1
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "lumen",
"exists": true,
"license": "BSD",
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: BSD License",
"Natural Language :: English",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Scientific/Engineering",
"Topic :: Software Development :: Libraries"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/lumen/",
"is_deprecated": false,
"latest_version": "1.3.0",
"repository_url": "https://github.com/holoviz/lumen",
"versions_count": 205,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2020-11-20T13:35:56.708275Z",
"latest_published_at": "2026-07-29T18:57:51.880811Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 36,
"stars": 300,
"watchers": 9,
"fork_history": {
"days": [
{
"date": "2020-12-01",
"count": 1
},
{
"date": "2021-01-24",
"count": 1
},
{
"date": "2021-03-17",
"count": 1
},
{
"date": "2021-06-09",
"count": 1
},
{
"date": "2021-07-31",
"count": 1
},
{
"date": "2021-08-06",
"count": 1
},
{
"date": "2021-12-17",
"count": 1
},
{
"date": "2022-02-03",
"count": 1
},
{
"date": "2022-08-17",
"count": 2
},
{
"date": "2022-11-27",
"count": 1
},
{
"date": "2023-02-22",
"count": 1
},
{
"date": "2023-07-31",
"count": 1
},
{
"date": "2024-03-19",
"count": 1
},
{
"date": "2024-04-08",
"count": 1
},
{
"date": "2024-05-25",
"count": 1
},
{
"date": "2024-09-13",
"count": 1
},
{
"date": "2025-04-29",
"count": 1
},
{
"date": "2025-08-01",
"count": 1
},
{
"date": "2025-08-21",
"count": 1
},
{
"date": "2025-10-28",
"count": 1
},
{
"date": "2026-02-09",
"count": 1
},
{
"date": "2026-02-25",
"count": 1
},
{
"date": "2026-02-27",
"count": 1
},
{
"date": "2026-02-28",
"count": 1
},
{
"date": "2026-03-07",
"count": 1
},
{
"date": "2026-03-14",
"count": 1
},
{
"date": "2026-04-30",
"count": 1
},
{
"date": "2026-05-14",
"count": 1
},
{
"date": "2026-07-15",
"count": 1
},
{
"date": "2026-07-23",
"count": 2
},
{
"date": "2026-07-24",
"count": 2
},
{
"date": "2026-07-27",
"count": 1
},
{
"date": "2026-07-29",
"count": 1
}
],
"complete": true,
"collected": 36,
"total_forks": 36
},
"star_history": null,
"open_issues_and_prs": 185
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 119713,
"source_files_sampled": 212,
"oversized_source_files": 7,
"agent_instruction_files": [
"docs/configuration/agents.md",
"docs/reference/api/ai/agents.md"
],
"agent_instruction_max_bytes": 15454
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": "No resolved dependencies carried a version and a supported ecosystem",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 17,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "bokeh",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "chardet",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "duckdb",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.2.0"
},
{
"name": "lxml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "griffe",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "holoviews",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.17.0"
},
{
"name": "hvplot",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "instructor",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.14.3"
},
{
"name": "intake",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<2"
},
{
"name": "jinja2",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">3.0"
},
{
"name": "markitdown",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "nbformat",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "packaging",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "panel",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.7.5"
},
{
"name": "panel-graphic-walker",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.6.4"
},
{
"name": "panel-material-ui",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.14.0"
},
{
"name": "panel-splitjs",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.4.0"
},
{
"name": "param",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.2.1"
},
{
"name": "pyarrow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.8.0"
},
{
"name": "pydantic-extra-types",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "semchunk",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "sqlglot",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "tabulate",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "tiktoken",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "vl-convert-python",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "duckdb",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "holoviews",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "instructor",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "intake",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "panel",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "panel-graphic-walker",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "panel-material-ui",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "panel-splitjs",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "param",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "boto3",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-genai",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "llama-cpp-python",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sentence-transformers",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "transformers",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "xarray-sql",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 17,
"direct_count": 11,
"indirect_count": 6
}
},
"maintainership": {
"issues": {
"open_prs": 22,
"merged_prs": 1397,
"open_issues": 163,
"closed_ratio": 0.633,
"closed_issues": 281,
"closed_unmerged_prs": 118
},
"bus_factor": 2,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "philippjfr",
"commits": 739,
"avatar_url": "https://avatars.githubusercontent.com/u/1550771?v=4"
},
{
"type": "User",
"login": "ahuang11",
"commits": 574,
"avatar_url": "https://avatars.githubusercontent.com/u/15331990?v=4"
},
{
"type": "User",
"login": "hoxbro",
"commits": 72,
"avatar_url": "https://avatars.githubusercontent.com/u/19758978?v=4"
},
{
"type": "User",
"login": "ghostiee-11",
"commits": 51,
"avatar_url": "https://avatars.githubusercontent.com/u/168410465?v=4"
},
{
"type": "User",
"login": "maximlt",
"commits": 46,
"avatar_url": "https://avatars.githubusercontent.com/u/35924738?v=4"
},
{
"type": "User",
"login": "droumis",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/6613202?v=4"
},
{
"type": "User",
"login": "amaloney",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/1075403?v=4"
},
{
"type": "User",
"login": "SuMayaBee",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/126413802?v=4"
},
{
"type": "User",
"login": "eli-pinkus",
"commits": 7,
"avatar_url": "https://avatars.githubusercontent.com/u/89038244?v=4"
},
{
"type": "User",
"login": "MarcSkovMadsen",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/42288570?v=4"
}
],
"contributors_sampled": 25,
"top_contributor_share": 0.477
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build.yaml",
"docs.yaml",
"gallery.yaml",
"lock.yaml",
"nightly_lock.yaml",
"test.yaml",
"zizmor.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "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",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 9,
"reason": "Found 29/30 approved changesets -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 11 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 10,
"reason": "all dependencies are pinned",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 10,
"reason": "SAST tool is run on all commits",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 10,
"reason": "GitHub workflow tokens follow principle of least privilege",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "90facdf1c448f59eecc994d5907c7d6c24a8edaa",
"ran_at": "2026-07-30T08:24:59Z",
"aggregate_score": 7.1,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-30T02:07:43Z",
"oldest_open_prs": [
{
"number": 437,
"created_at": "2023-01-25T15:40:09Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 1468,
"created_at": "2025-10-28T00:56:10Z",
"last_comment_at": "2025-10-28T23:54:06Z",
"last_comment_author": "codecov"
},
{
"number": 1514,
"created_at": "2025-12-10T02:43:38Z",
"last_comment_at": "2025-12-10T22:20:01Z",
"last_comment_author": "codecov"
},
{
"number": 1519,
"created_at": "2025-12-10T23:25:33Z",
"last_comment_at": "2025-12-10T23:28:43Z",
"last_comment_author": "codecov"
},
{
"number": 1621,
"created_at": "2026-01-22T15:46:56Z",
"last_comment_at": "2026-01-22T15:54:06Z",
"last_comment_author": "ahuang11"
},
{
"number": 1628,
"created_at": "2026-01-23T15:43:42Z",
"last_comment_at": "2026-01-23T15:46:48Z",
"last_comment_author": "codecov"
},
{
"number": 1702,
"created_at": "2026-02-19T16:46:23Z",
"last_comment_at": "2026-03-30T23:54:16Z",
"last_comment_author": "ahuang11"
},
{
"number": 1764,
"created_at": "2026-03-17T14:09:37Z",
"last_comment_at": "2026-03-26T23:21:53Z",
"last_comment_author": "ghostiee-11"
},
{
"number": 1767,
"created_at": "2026-03-18T07:20:13Z",
"last_comment_at": "2026-03-18T18:30:38Z",
"last_comment_author": "ghostiee-11"
},
{
"number": 1769,
"created_at": "2026-03-18T14:35:15Z",
"last_comment_at": "2026-03-18T14:52:14Z",
"last_comment_author": "codecov"
},
{
"number": 1771,
"created_at": "2026-03-19T09:54:57Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 1784,
"created_at": "2026-03-22T06:54:39Z",
"last_comment_at": "2026-03-24T17:29:25Z",
"last_comment_author": "ghostiee-11"
},
{
"number": 1852,
"created_at": "2026-05-07T20:16:40Z",
"last_comment_at": "2026-07-08T22:06:54Z",
"last_comment_author": "ghostiee-11"
},
{
"number": 1867,
"created_at": "2026-05-19T18:50:51Z",
"last_comment_at": "2026-06-04T08:21:45Z",
"last_comment_author": "codecov"
},
{
"number": 1889,
"created_at": "2026-06-12T10:09:43Z",
"last_comment_at": "2026-07-02T21:21:12Z",
"last_comment_author": "ahuang11"
},
{
"number": 1890,
"created_at": "2026-06-13T07:06:07Z",
"last_comment_at": "2026-06-13T07:23:34Z",
"last_comment_author": "codecov"
},
{
"number": 1923,
"created_at": "2026-07-09T15:16:01Z",
"last_comment_at": "2026-07-29T21:33:26Z",
"last_comment_author": "ahuang11"
},
{
"number": 1924,
"created_at": "2026-07-09T17:22:28Z",
"last_comment_at": "2026-07-10T21:40:56Z",
"last_comment_author": "ahuang11"
},
{
"number": 1935,
"created_at": "2026-07-20T07:35:56Z",
"last_comment_at": "2026-07-22T22:59:59Z",
"last_comment_author": "ahuang11"
},
{
"number": 1939,
"created_at": "2026-07-21T19:38:13Z",
"last_comment_at": "2026-07-29T20:28:35Z",
"last_comment_author": "ahuang11"
}
],
"last_merged_pr_at": "2026-07-28T10:34:13Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 5,
"created_at": "2020-09-25T21:00:12Z",
"last_comment_at": "2021-01-14T21:50:16Z",
"last_comment_author": "jbednar"
},
{
"number": 31,
"created_at": "2020-11-05T17:00:40Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 50,
"created_at": "2020-12-10T17:14:25Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 66,
"created_at": "2021-01-05T22:21:28Z",
"last_comment_at": "2021-01-18T15:05:33Z",
"last_comment_author": "martindurant"
},
{
"number": 80,
"created_at": "2021-02-24T12:04:41Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 89,
"created_at": "2021-03-12T02:38:41Z",
"last_comment_at": "2021-03-12T17:09:22Z",
"last_comment_author": "philippjfr"
},
{
"number": 114,
"created_at": "2021-03-24T15:40:50Z",
"last_comment_at": "2021-08-24T20:08:28Z",
"last_comment_author": "jbednar"
},
{
"number": 118,
"created_at": "2021-03-29T17:27:27Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 135,
"created_at": "2021-04-14T15:09:11Z",
"last_comment_at": "2021-05-12T13:58:49Z",
"last_comment_author": "jbednar"
},
{
"number": 143,
"created_at": "2021-04-22T12:16:29Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 214,
"created_at": "2021-12-03T11:49:50Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 289,
"created_at": "2022-06-16T16:03:21Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 293,
"created_at": "2022-08-02T13:19:43Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 299,
"created_at": "2022-08-17T09:12:28Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 315,
"created_at": "2022-09-05T13:44:08Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 326,
"created_at": "2022-09-21T15:39:50Z",
"last_comment_at": "2022-09-22T15:54:02Z",
"last_comment_author": "droumis"
},
{
"number": 417,
"created_at": "2022-12-19T15:51:35Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 428,
"created_at": "2023-01-16T13:29:41Z",
"last_comment_at": "2023-01-16T15:10:08Z",
"last_comment_author": "philippjfr"
},
{
"number": 436,
"created_at": "2023-01-25T11:56:45Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 488,
"created_at": "2023-09-25T23:04:59Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/holoviz/lumen",
"host": "github.com",
"name": "lumen",
"owner": "holoviz"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"security": 71,
"vitality": 89,
"community": 67,
"governance": 75,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 89,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 93,
"inputs": {
"commits_last_year": 395,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 42
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "42/52 weeks with commits",
"points": 29.1,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 42
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "395 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 395
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"releases_count": 18,
"latest_release_tag": "v1.3.0",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 111.1
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "18 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 18
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~111.1 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 111.1
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 1,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 1 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 1
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 67,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 58,
"inputs": {
"forks": 36,
"stars": 300,
"watchers": 9,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "300 stars",
"points": 40.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 300
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "36 forks",
"points": 12.9,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 36
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "9 watchers",
"points": 5,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 9
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (BSD-3-Clause)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "BSD-3-Clause"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 75,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 25,
"top_contributor_share": 0.477
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 48% of commits",
"points": 11.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 48
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "25 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 25
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"merged_prs": 1397,
"open_issues": 163,
"closed_issues": 281,
"issue_closed_ratio": 0.633,
"closed_unmerged_prs": 118
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "63% of issues closed",
"points": 29.6,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 63
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1397/1515 decided PRs merged",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1397,
"decided": 1515
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 29/30 approved changesets -- score normalized to 9",
"points": 13.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"followers": 447,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "holoviz",
"public_repos": 15,
"account_age_days": 2606
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "447 followers of holoviz",
"points": 19.1,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 447,
"login": "holoviz"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "15 public repos, account ~7 yr old",
"points": 20.8,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 15
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"lumen"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "205 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 205
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 96,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "7 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 7
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"ai-agents",
"conversational-ai",
"data-exploration",
"data-visualization",
"duckdb",
"holoviz",
"llm",
"panel",
"python",
"text-to-sql",
"xarray",
"rag"
],
"has_wiki": true,
"homepage": "https://lumen.holoviz.org",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://lumen.holoviz.org",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "12 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 12
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 71,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 71,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 7.1
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "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",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 29/30 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 17 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": "all dependencies are pinned",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"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": "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": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "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": 10
},
"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": 57,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.95,
"agent_instruction_files": [
"docs/configuration/agents.md",
"docs/reference/api/ai/agents.md"
],
"agent_instruction_max_bytes": 15454
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "docs/configuration/agents.md, docs/reference/api/ai/agents.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/configuration/agents.md, docs/reference/api/ai/agents.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "95 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 95,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 43,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 119713,
"source_files_sampled": 212,
"oversized_source_files": 7
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "7/212 source files over 60KB",
"points": 53.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 212,
"oversized": 7
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:lumen@1.3.0; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-30T08:25:29.022690Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/holoviz/lumen.svg",
"full_name": "holoviz/lumen",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 — PyPI.