NVIDIA-Merlin/models holds a health index of 35 out of 100, placing it in the At risk band. It scores highest on Engineering Quality (84/100) and lowest on Vitality (19/100). It was last updated 817 days ago. 4 contributors account for most of its recent work.
35
overall / 100
At risk
Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
35
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.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
no human commit in 826 daysautomated commits excludedpull requests left unansweredissues left unansweredreleases stalledOpenSSF Scorecard reports it unmaintainedOverall rating: At risk ceiling
Silence alone is never the finding — a small, finished library may need no commits for years. This alert requires both: no human commit for a long time, and obligations the project is visibly not discharging. Automated commits do not count as maintenance.
Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25
Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40
No advisories left outstanding — no advisory carries a publication date
Inputs used
source
osv
advisories
7
affected_packages
2
assessed_packages
13
unassessed_packages
33
affected_by_severity
critical 1, moderate 1
direct_affected_packages
0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV. 33 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 56 ⇿
0Stars
56Forks
18Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 17Patch 1
Each point covers 5 days.
OpenSSF Scorecard 4.0 / 10
4.0aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-31 03:12 UTC
Full resolved dependency set from the GitHub dependency graph: 0 direct and 46 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry
Package
Version
Relation
PyPI
attrs
21.4.0
indirect
PyPI
black
20.8b1
indirect
PyPI
bokeh
—
indirect
PyPI
check-manifest
—
indirect
PyPI
colorlog
—
indirect
PyPI
fiddle
0.2.2
indirect
PyPI
flake8
—
indirect
PyPI
gitpython
—
indirect
PyPI
horovod
—
indirect
PyPI
implicit
—
indirect
PyPI
interrogate
1.5.0
indirect
PyPI
ipython
8.2.0
indirect
PyPI
isort
—
indirect
PyPI
jinja2
—
indirect
PyPI
jsonschema
4.17.3
indirect
PyPI
jupyter
—
indirect
PyPI
lightfm
—
indirect
PyPI
lightning-utilities
—
indirect
PyPI
linkify-it-py
1.0.3
indirect
PyPI
markupsafe
2.0.1
indirect
PyPI
merlin-core
—
indirect
PyPI
merlin-dataloader
—
indirect
PyPI
mypy
—
indirect
PyPI
myst-nb
0.17.2
indirect
PyPI
natsort
8.1.0
indirect
PyPI
nbformat
5.9.2
indirect
PyPI
numpy
—
indirect
PyPI
nvtabular
—
indirect
PyPI
optuna
—
indirect
PyPI
plotly
—
indirect
PyPI
pytest
—
indirect
PyPI
pytest-cov
—
indirect
PyPI
pytest-xdist
—
indirect
PyPI
pytorch-lightning
—
indirect
PyPI
recommonmark
0.7.1
indirect
PyPI
scikit-learn
—
indirect
PyPI
sparse-operation-kit
—
indirect
PyPI
sphinx-book-theme
—
indirect
PyPI
sphinx-external-toc
0.2.4
indirect
PyPI
tensorflow
—
indirect
PyPI
testbook
—
indirect
PyPI
torch
—
indirect
PyPI
torchmetrics
—
indirect
PyPI
transformers
—
indirect
PyPI
wandb
—
indirect
PyPI
xgboost
—
indirect
Dependency advisories 2
This repository publishes no package the index resolves, so its own dependency graph was assessed — 13 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 0 are direct. 33 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
Package
Version
Relation
Severity
Advisories
Fixed in
black
20.8b1
indirect
critical
5
26.3.1
ipython
8.2.0
indirect
moderate
2
8.10.0
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"headline": "Introducing BatchBlock (#1192)",
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"headline": "Adding BroadcastToSequence (#1195)",
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"headline": "Apply rename to initialize_from_schema to ContrastiveOutput (#1196)",
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"body": "…ch model properties for training (#1187)\n\n* Making it possible to set optimizer and scheduler via model properties\r\n\r\n* Proposal to change the signature of configure_optimizers to make tests pass\r\n\r\n* Fixed merge issue\r\n\r\n* Ignoring Model.optimizer property in jit tracing\r\n\r\n* Checking PyTorch version for defining LRScheduler based type\r\n\r\n* Fixed LRScheduler dependent version references\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Making it possible to set optimizer and scheduler instances via PyTor…",
"author_name": "Gabriel Moreira",
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"body": "* Rename `setup_schema` to `initialize_from_schema`\r\n\r\n* Add test for tracing with initialize_from_schema\r\n\r\n* Infer feature schema from batch argument signature\r\n\r\n* Add missing self\r\n\r\n* Rename `setup_schema` in input and output blocks\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
"is_bot": false,
"headline": "Enable lazy module initialization from schema for any module (#1186)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
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"body": "* First pass over MMOEBlock & PLEBlock\r\n\r\n* Adding some simple tests for MMOEBlock\r\n\r\n* Adding some doc-strings\r\n\r\n* Fixing failing tests\r\n\r\n* Increase test-coverage\r\n\r\n* Improving doc-strings\r\n\r\n* Fixing failing tests",
"is_bot": false,
"headline": "Adding MMOE & PLE (#1173)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
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"body": "* Adding ContrastiveOutput\r\n\r\n* Fixing failing tests\r\n\r\n* Use the version of LogUniformSampler from Gabriel instead",
"is_bot": false,
"headline": "Adding ContrastiveOutput (#1191)",
"author_name": "Marc Romeyn",
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"body": "* First pass over multi-GPU\r\n\r\n* Multi-gpu test passes now locally (without metric calculations)\r\n\r\n* Introducing MultiLoader & add auto-initialization of Model\r\n\r\n* Enable multi-GPU with metric-calculations\r\n\r\n* Remove un-used to method in ModelOutput\r\n\r\n* fix test for cpu\r\n\r\n* use multigpu marker\r\n[…]\nt rank\r\n\r\n* Add comment for follow up tasks\r\n\r\n* lint\r\n\r\n* fix test for cpu\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <edwardk@nvidia.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Enabling data-parallel multi-GPU training (#1188)",
"author_name": "Marc Romeyn",
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"committed_at": "2023-07-10T12:48:39Z",
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"body": "* Add DCN Model\r\n\r\n* improve docstrings\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
"is_bot": false,
"headline": "Add DCN Model (#1185)",
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"body": "* Update docs theme from `sphinx_rtd_theme` to `sphinx_book_theme`\r\n\r\n* Add missing `PrepareListFeatures` to merlin.models.tf module\r\n\r\n* Add upper bound on tensorflow version",
"is_bot": false,
"headline": "Update docs theme from `sphinx_rtd_theme` to `sphinx_book_theme` (#1189)",
"author_name": "Oliver Holworthy",
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"body": "* Making schema optional in TabularInputBlock to allow for nesting\r\n\r\n* Adding tests to ensure correct behaviour\r\n\r\n* Fixing failing test\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Making input- and output-block lazy to allow for nesting (#1184)",
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"body": "…ased example (#1160)\n\n* Remove 2 examples (move to Merlin)\r\n* Move session-based ecommerce example one level up, from usecases to\r\n examples\r\n* Delete benchmarking (asvdb) test (move to Merlin)\r\n* add link/fix image links",
"is_bot": false,
"headline": "Remove examples spanning multiple repos / promote ecommerce session-b…",
"author_name": "Radek Osmulski",
"author_login": "radekosmulski",
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"body": "* Adding extra test for leaf\r\n\r\n* Some fixes\r\n\r\n* First commit\r\n\r\n* Adding logits_temperature scaling\r\n\r\n* move schema and metrics from output base to children\r\n\r\n* add docstrings\r\n\r\n* delay class initialization in add_route_for_each\r\n\r\n* add unit tests\r\n\r\n* add docstrings\r\n\r\n* add more unit tests\r\n\n[…]\n\n* Fixing failing tests\r\n\r\n* Fixing failing tests\r\n\r\n* Fixing failing tests\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <edwardk@nvidia.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
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"headline": "Add CategoricalOutput (#1158)",
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"author_login": "marcromeyn",
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"headline": "Adding ElementWiseSum (#1183)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-07-05T16:07:01Z",
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"body": "… right ToTupleModule (#1182)",
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"headline": "Adding ToTuple function that uses the length of the schema to get the…",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-07-05T14:33:04Z",
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"body": "* Create input_schema and output_schema methods on Block\r\n\r\n* Expose schema functions from merlin.models.torch\r\n\r\n* Rename input/output schema and add to top level torch module\r\n\r\n* Revert input/output schema methods on Block\r\n\r\n* Remove whitespace form torch `__init__.py`\r\n\r\n* Re-format schema.py",
"is_bot": false,
"headline": "Rename Schema Inspection names in the torch schema module (#1179)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
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"headline": "Adding validation_step and test_step to Model (#1181)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-07-05T08:36:36Z",
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"body": "* add padding op\r\n\r\n* remove unused mask prefix\r\n\r\n* Apply suggestions from code review\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\n\r\n* Add test for tracing the model with torchscript\r\n\r\n* fix linting\r\n\r\n* add module_test to test_padded_targets\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Add padding operator to the PyTorch API (#1177)",
"author_name": "Sara Rabhi",
"author_login": "sararb",
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"body": "* Adding ToTuple\r\n\r\n* Add Schema to ToTuple-classes to ensure correct order",
"is_bot": false,
"headline": "Adding ToTuple (#1178)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-07-04T17:13:22Z",
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"body": "* Change default loss in BinaryOutput to BCELoss\r\n\r\n* Some commit\r\n\r\n* Fixing failing tests\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Change default loss in BinaryOutput to BCELoss (#1175)",
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"committed_at": "2023-07-04T16:19:14Z",
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"body": "…eatures (#1169)\n\n* Making retrieval encoders more trustworthy by setting the map_partitions(meta) with the expected output dataframe schema. This fixes the issue when multi-hot features were used in the user / item tower encoding\r\n\r\n* Changing back the schema of music_streaming_data fixture and doing the required changes within test_two_tower_v2_export_item_tower_embeddings_with_seq_item_features",
"is_bot": false,
"headline": "Fixes retrieval encoders when query / item features have dense list f…",
"author_name": "Gabriel Moreira",
"author_login": "gabrielspmoreira",
"committed_at": "2023-07-04T14:37:40Z",
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"oid": "1782b44db351e1c6d0df085826a4bdd10d531f71",
"body": "* Add DLRM Model\r\n\r\n* make model a class rather a function\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
"is_bot": false,
"headline": "Add DLRM Model (#1171)",
"author_name": "edknv",
"author_login": "edknv",
"committed_at": "2023-07-03T13:59:24Z",
"body_truncated": false,
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{
"oid": "593d78d184af5d68a67c7f0267efdfd48f8b51f4",
"body": "* Adding DCN-V2\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Adding with_low_rank to CrossBlock",
"is_bot": false,
"headline": "Adding CrossBlock (used in DCN-v2) (#1172)",
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"author_login": "marcromeyn",
"committed_at": "2023-07-03T12:04:06Z",
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"oid": "eff55db5498c4be0ba7112188f74d1565b89d9c5",
"body": "* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Add conversion test\r\n\r\n* Some bug fixes + 100% test-coverage for block.py\r\n\r\n* Improve doc-strings\r\n\r\n* Remove un-used isblock again",
"is_bot": false,
"headline": "Remove link, and introduce ShortcutBlock + ResidualBlock (#1170)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-07-03T08:30:32Z",
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"body": "* First pass over DLRM-related blocks\r\n\r\n* add a test for dlrm block and fixes to make test pass\r\n\r\n* Add unit tests\r\n\r\n* Initialize default metrics/loss inside ModelOutput instead\r\n\r\n* Update merlin/models/torch/blocks/dlrm.py\r\n\r\nCo-authored-by: Radek Osmulski <rosmulski@gmail.com>\r\n\r\n* fixes and changes for failing tests\r\n\r\n* pass batch to model test\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>\r\nCo-authored-by: Radek Osmulski <rosmulski@gmail.com>",
"is_bot": false,
"headline": "Add DLRM block (#1162)",
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"author_login": "edknv",
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"oid": "25f98f1566eb05ad8df3788e1dee550963a78fed",
"body": "…(#1166)\n\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Replace import of collections.Sequence with collections.abc.Sequence …",
"author_name": "Oliver Holworthy",
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"body": "Co-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
"is_bot": false,
"headline": "Add fixture to cleanup dataloader (#1167)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
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"body": "* Remove python prefix from tox environment names\r\n\r\n* Move Merlin dependencies to deps configuation of tox environment\r\n\r\n* Use posargs for tests path in tox environments",
"is_bot": false,
"headline": "Rename and update tox environments (#1168)",
"author_name": "Oliver Holworthy",
"author_login": "oliverholworthy",
"committed_at": "2023-07-01T00:57:21Z",
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"body": "Co-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
"is_bot": false,
"headline": "We need to remove README after the hyper link. (#1163)",
"author_name": "tien-nguyen",
"author_login": "tien-nguyen",
"committed_at": "2023-06-30T15:32:55Z",
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"oid": "94f74b55613531e8f0bf2472d5666d7f78b8f90f",
"body": "* Initialize default metrics/loss inside ModelOutput instead\r\n\r\n* Trying to change py38 -> py39 in tox.ini to see if that fixes CI\r\n\r\n* Trying to change py38 -> py39 in tox.ini to see if that fixes CI\r\n\r\n* Trying to change py39 -> py310 in tox.ini to see if that fixes CI\r\n\r\n* Update LD_LIBRARY_PATH",
"is_bot": false,
"headline": "Initialize default metrics/loss inside ModelOutput instead (#1164)",
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"author_login": "marcromeyn",
"committed_at": "2023-06-30T08:12:05Z",
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"oid": "7b22df24a51ddd43f8ee73cd846b86c5960fcf51",
"body": "* First commit\r\n\r\n* Adding leaf to traversal_utils\r\n\r\n* Add some doc-strings\r\n\r\n* Adding extra test for leaf\r\n\r\n* Some fixes",
"is_bot": false,
"headline": "Adding some extra methods to make working with blocks easier (#1154)",
"author_name": "Marc Romeyn",
"author_login": "marcromeyn",
"committed_at": "2023-06-26T11:45:31Z",
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"body": "* Some commit\r\n\r\n* Some commit\r\n\r\n* Some commit\r\n\r\n* Adding better doc-strings + increase test-coverage\r\n\r\n* Merge torch/utils/schema_utils.py into utils/schema_utils.py\r\n\r\n* Removing merlin/models/predict.py since it's un-used\r\n\r\n* Adding output-schema propagation\r\n\r\n* Making test-classes for funct\n[…]\nve select_schema from schema_utils\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>\r\nCo-authored-by: Oliver Holworthy <1216955+oliverholworthy@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Encoder & Predictor (#1112)",
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"headline": "Add importorskip for pytorch_lightning to torch tests (#1153)",
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"is_bot": false,
"headline": "Add schema tracing (#1149)",
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"headline": "Update the pretrained example notebook (#1152)",
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"headline": "Run all tests when CI utils cannot detect changes (#1151)",
"author_name": "edknv",
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"headline": "add minor edits to the pretrained embeddings transformer example (#1150)",
"author_name": "Radek Osmulski",
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"committed_at": "2023-06-20T08:05:42Z",
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"oid": "7a0e221a4ff043b491826fa9b158f4b0c88a1189",
"body": "* add synthetic dataset based on the SIGIR dataset\r\n* add notebook demonstrating training a transformer model with pretrained embeddings (including serving)\r\n* add a unit test for the notebook",
"is_bot": false,
"headline": "add session-based example with pretrained embeddings (#1102)",
"author_name": "Radek Osmulski",
"author_login": "radekosmulski",
"committed_at": "2023-06-19T21:45:15Z",
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"oid": "07826b817839a33ea0b53ac5a5325ea64181f7f0",
"body": "* Run tf notebook tests if tf-examples\r\n\r\n* same for gpu tests\r\n\r\n* trigger example tests\r\n\r\n* Same for 'chagned' workflows\r\n\r\n* change marker: example -> examples\r\n\r\n* more example -> examples",
"is_bot": false,
"headline": "Run tests marked with `notebook` marker in examples workflow (#1146)",
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"headline": "Add support of transformer-based retrieval models (#1128)",
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"headline": "asvdb tracking for next item prediction (#1042)",
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"body": "* Adding improved doc-strings\r\n\r\n* Adding torch github-action + add copyright\r\n\r\n* Increase test-coverage\r\n\r\n* Expose Sequence in __init__\r\n\r\n* Give n in repeat a default value\r\n\r\n* Adding BlockContainerDict\r\n\r\n* Adding ParallelBlock\r\n\r\n* Adding sample_batch & sample_features\r\n\r\n* Output Batch inste\n[…]\n\n* Increase test-coverage\r\n\r\n* Fixing doc-strings\r\n\r\n* Some tiny doc-string updates\r\n\r\n* Increasing test-coverage\r\n\r\n* Fix failined nested router test\r\n\r\n* Making test-classes for functions camel-case",
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"headline": "Adding RouterBlock (#1096)",
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"headline": "Adding simple aggregations: concat & stack (#1092)",
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"body": "* Fix CI path detection for changed files\r\n\r\n* modify a file in xgb directory\r\n\r\n* check if full name exists in mapping\r\n\r\n* Revert \"modify a file in xgb directory\"\r\n\r\nThis reverts commit 3dc918c919d35e272a275a169ac0795877edcee0.\r\n\r\n* modify a file in xgb directory\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Fix CI path detection for changed files (#1124)",
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"body": "* Add BinaryOutput\r\n\r\n* address comments\r\n\r\n* Add RegressionOutput\r\n\r\n* Add continuous tag to target\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Adding Link (#1091)",
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"body": "* Include .github directory in prettier lint\r\n\r\n* Re-format workflows with prettier\r\n\r\n* Include markdown files in prettier config\r\n\r\n* Format Markdown with prettier",
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"oid": "74e89d339f1bdcb3a9ba1205c09c78e87364d983",
"body": "* Add actionlint job to check GitHub Workflows\r\n\r\n* Update formatting of GitHub Workflow files\r\n\r\n* correct indentation in cpu-horovod\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Add actionlint job to lint check in GitHub Workflows (#1119)",
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"headline": "Adding sample_batch & sample_features (#1095)",
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"body": "* Fixing ci skipping\r\n\r\n* pytorch backend should be torch\r\n\r\n* Trying to rename to main\r\n\r\n* Trying to add another way to get the main branch\r\n\r\n* Trying to add another way to get the main branch\r\n\r\n* Trying to get main-branch through refs\r\n\r\n* Trying to get main-branch through refs\r\n\r\n* Adding line\n[…]\n everything\r\n\r\n* Trying to fix pulling in python\r\n\r\n* Trying to fix pulling in python\r\n\r\n* Remove duplicate $\r\n\r\n* Remove duplicate $\r\n\r\n* When empy string is passed as compare_branch, default to main",
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"headline": "Fixing ci skipping (#1118)",
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"headline": "Increase tolerance in transformer tests (#1111)",
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"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
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"max_points": 25
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{
"key": "publish_recency",
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"detail": "latest publish 933 days ago",
"points": 4,
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{
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{
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{
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],
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{
"key": "not_deprecated",
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"points": 20,
"status": "met",
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{
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}
],
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
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"name": "Engineering Quality",
"value": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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"points": 24,
"status": "met",
"details": [
{
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}
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},
{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
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},
{
"key": "linter_config",
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"detail": "tox.ini",
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{
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{
"key": "pre_commit_hooks",
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{
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{
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]
},
{
"key": "documentation",
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"notes": [],
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"inputs": {
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"components": [
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{
"key": "documentation_directory",
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{
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"points": 15,
"status": "met",
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{
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"detail": null,
"points": 10,
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"details": [],
"max_points": 10
},
{
"key": "topics",
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"detail": "10 topics",
"points": 10,
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{
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}
],
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},
{
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"metrics": [
{
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"notes": [
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{
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"inputs": {
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4
},
"components": [
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
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}
],
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},
{
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"status": "missed",
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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"points": 6.8,
"status": "partial",
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},
{
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"points": 2.5,
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
"status": "met",
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},
{
"key": "maintained",
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"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "packaging",
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"details": [
{
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],
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},
{
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
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"points": 0,
"status": "missed",
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},
{
"key": "token_permissions",
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"status": "missed",
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},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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}
]
},
{
"key": "dependency_advisories",
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"notes": [
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},
{
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},
{
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},
{
"code": "advisories_repo_graph_caveat",
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},
{
"code": "advisories_reachability",
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}
],
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"affected_packages": 2,
"assessed_packages": 13,
"unassessed_packages": 33,
"affected_by_severity": "critical 1, moderate 1",
"direct_affected_packages": 0
},
"components": [
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"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
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},
{
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],
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{
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},
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"notes": [],
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"inputs": {
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
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"points": 100,
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}
],
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"components": [
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"points": 100,
"status": "met",
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"code": "jurisdiction_no_match",
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}
],
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}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 55,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"note": null,
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{
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{
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}
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]
},
{
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"note": null,
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"inputs": {
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{
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{
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],
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{
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"notes": [],
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"inputs": {
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"components": [
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"status": "partial",
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{
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"components": [
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"points": 0,
"status": "missed",
"details": [],
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{
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"points": 0,
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"details": [],
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{
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"points": 40,
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],
"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": [
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],
"report_type": "repository",
"generated_at": "2026-07-31T03:13:11.166162Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/NVIDIA-Merlin/models.svg",
"full_name": "NVIDIA-Merlin/models",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}
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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.
