dbt-msft / dbt-sqlserver

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.

Each point covers 7 days.

Full resolved dependency set from the GitHub dependency graph: 8 direct and 136 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Installing pypi:dbt-sqlserver@1.10.1 pulls in 57 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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.

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          "body": "The prebuilt full-refresh path had two related defects:\n\n1. The first-build branch (existing_relation is none) issued a bare\n   CREATE / SELECT ... INTO with no drop, so a stale relation cache\n   (table exists in the DB but absent from the cache, e.g. an orphaned\n   concurrent writer created it afte\n[…]\nebuilt create, deterministically reproducing the drift. Verified the\ntests fail without the macro fix (Msg 2714) and pass with it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: make full_refresh_build=prebuilt cache-safe and idempotent",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-23T13:35:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e3a2e5cc2c95b65de9e732573633d163dcaa67c",
          "body": "chore: prepare 1.10.1 release",
          "is_bot": false,
          "headline": "Merge pull request #755 from dbt-msft/release/1.10.1",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-23T03:58:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "505eac7dc9350b1aedcb35be4f4b191cc0a3b30a",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into release/1.10.1",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-23T03:55:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99da21d3d3b0f95b75e71c8b4431e336c988e7ce",
          "body": null,
          "is_bot": false,
          "headline": "chore: prepare 1.10.1 release",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-23T03:53:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b0917b1762e9bd5ec518c2f0c8ba13ef495ab81",
          "body": "…fected\n\nfix: report rows affected for incremental delete+insert",
          "is_bot": false,
          "headline": "Merge pull request #754 from axellpadilla/fix/583-incremental-rows-af…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-23T03:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2edf9bf179af3b5a46f06fce262089ad32385ef0",
          "body": null,
          "is_bot": false,
          "headline": "fix: report rows affected for incremental delete+insert",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-23T02:44:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ef71ea92ab5ef024e37e11440650b380af7f12f",
          "body": "…tions\n\nfix: emit query_options on table_refresh_method=dml refresh path",
          "is_bot": false,
          "headline": "Merge pull request #753 from Benjamin-Knight/fix/dml-refresh-query-op…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-22T20:23:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c9ab7939162fb83e5efcba4d38d60712aa6b7f0",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into fix/dml-refresh-query-options",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-22T20:21:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c7d0cf6f0846ea38446bce839d33df9976bd74c",
          "body": "install dev group explicitly in setup_env",
          "is_bot": false,
          "headline": "Merge pull request #748 from Benjamin-Knight/fix/devcontainer-dev-group",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-22T19:48:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da53182fd7bfa32c492914ccb84e9f81d4af0bb7",
          "body": "…arison\n\nfix: don't aggregate columns for clustered columnstore indexes in describe_indexes",
          "is_bot": false,
          "headline": "Merge pull request #745 from Benjamin-Knight/fix/cci-skip-column-comp…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-22T19:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c2ea6f373caeb2746b7d6864c197a209a88564d",
          "body": "sqlserver__table_dml_refresh never called get_query_options(), so\nquery_options / query_options_raw (and the LABEL query tag) were\nsilently dropped on every steady-state DML refresh — inconsistent with\ncreate_table_as, which honors them. Both grant-taking statements are\naffected: the scratch-build S\n[…]\n off the\ncaptured debug log and checks each statement bounded by its terminator,\nso a hint on one can't be mistaken for the other.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: emit query_options on table_refresh_method=dml refresh path",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-20T09:56:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "90bb90af36dc6076c009dbbdb9bc510f4fb888c0",
          "body": "Add a full_refresh_build model config. `prebuilt` rebuilds a table in\nplace - drop the old table, recreate it empty with its clustered design\n(as_columnstore CCI or the clustered index from the indexes config), then\nbulk-load via INSERT WITH (TABLOCK). No intermediate copy or rename swap,\nso peak re\n[…]\nncremental\n  over a failed refresh errors instead of appending onto stale data.\n\nBuilds on the indexes feature shipped in v1.10.1.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: full_refresh_build config with prebuilt in-place rebuild path",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-16T14:39:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8f71431790012ee51411f48fd5073ed586604ba6",
          "body": "…cribe_indexes\n\nA clustered columnstore index (type 5) stores the whole table and has no key\ncolumns, so sys.index_columns lists every column for it. describe_indexes was\naggregating all of them into the `columns` field, which:\n\n  - is meaningless: reconciliation (index_config_changes) matches a CCI\n[…]\nine user-chosen identity.\n\nExtends the wide-columnstore functional test to assert describe_indexes\nreports no columns for the CCI.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: don't aggregate columns for clustered columnstore indexes in des…",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-16T13:57:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c82271c00cd5d1193d84e8e60f613ecabc394b10",
          "body": "Apply SQL Server Dynamic Data Masking as a post-materialization step,\nmodelled on apply_grants, so masks are re-applied on every build and\nsurvive dbt's drop-and-recreate on full refresh.\n\nTwo config surfaces resolve to one per-column mask map:\n- column-level `masked_with:` property in schema YAML (\n[…]\nnce, opt-out, validation, full-refresh\nsurvival, masked-user read, incremental idempotency, snapshot). Docs in\nREADME + CHANGELOG.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: column-level Dynamic Data Masking (masked_with / masks)",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-16T13:36:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "653af1039c995956eefd88e0dde59b6d6ca1bdcd",
          "body": "The setup script relied on uv installing the `dev` dependency group by\ndefault. That behaviour varies by uv version, so on a fresh devcontainer\nbuild the `dev` group (which provides pre-commit) was not installed and\n`pre-commit install` failed with `command not found`.\n\nRestore the explicit `--group dev` that was dropped in b9a4b8b, and run\npre-commit via `uv run` so it no longer depends on the venv being active.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(devcontainer): install dev group explicitly in setup_env",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-07-16T12:28:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f8f61b8fa5740c35e994d1b829f76a81014fe275",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 1.10.1rc2",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-15T22:51:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5d00a966c7ccc2d37e105eb48ad78e1d34eb3fd",
          "body": "…erflow\n\nfix: STRING_AGG 8000-byte overflow in describe_indexes on wide tables (#735)",
          "is_bot": false,
          "headline": "Merge pull request #739 from joshmarkovic/fix/string-agg-8000-byte-ov…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-15T20:33:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1c8bb98abbed1253e9fb7f5afbf3139072878b5",
          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: cast describe_indexes STRING_AGG input to nvarchar(max) (#735)",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-10T13:10:57Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "894c21700a970c823741906a2ece26b7c301d624",
          "body": "fix: make cancel() actually cancel the in-flight query",
          "is_bot": false,
          "headline": "Merge pull request #733 from joshmarkovic/fix/cancel-noop",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-06T17:47:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2de450771797978fffeb3f0e416f51302791388f",
          "body": "SQLServerConnectionManager.cancel() was a no-op (it only logged), so\ndbt-core's cancel_open() could not stop sibling queries on Ctrl-C or\nwhen another thread failed; in-flight statements kept running\nserver-side, holding locks.\n\nTrack the in-flight cursor on the Connection during add_query and call\n\n[…]\nows errors from a statement\nthat completed between lookup and cancel.\n\nAdd unit tests for cancel() (in-flight, absent, unsupported, error\npaths) and for add_query registering then clearing the cursor.",
          "is_bot": false,
          "headline": "fix: make cancel() actually cancel the in-flight query",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-06T03:43:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "45d5c4b1b6acfae78b70c186975b7c151eb0aae7",
          "body": "fix: escape embedded closing braces in pyodbc connection string values",
          "is_bot": false,
          "headline": "Merge pull request #734 from joshmarkovic/fix/pyodbc-brace-escaping",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-03T15:55:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2e6196336c67a678b04029df2946190c06a36b5",
          "body": "fix: honor configured query retries and correct the retry debug event",
          "is_bot": false,
          "headline": "Merge pull request #730 from joshmarkovic/fix/query-retry-loop",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-03T15:41:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a1e661793cded621f392544fcd5718954f1126a",
          "body": "The three failure-path tests differed only in retries, side effect,\nexpected exception and expected attempt count; collapse them into one\nparametrized test. Also drop the unused connection element from the\ntest helper's return value.",
          "is_bot": false,
          "headline": "test: parametrize add_query retry failure cases",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-03T15:34:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88ad636142c325ec4c8a4149382f5b26fcea181c",
          "body": "Drop the event-construction comment narrating the old message= defect\nand reduce the retry_limit comment to the one fact a reader needs:\nretries caps total execute attempts, so retries: 1 disables retry.",
          "is_bot": false,
          "headline": "docs: keep only reader-facing retry comments",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-03T15:34:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44f92812d2880c823a42d6f4cb8482ff181e2e13",
          "body": "The query-level retry in SQLServerConnectionManager.add_query had two\ndefects:\n\n- A `credentials.retries > 3` guard silently ignored configured retry\n  counts of 1-3 and fell back to a hardcoded limit of 2, so even the\n  default `retries: 3` only attempted a query twice. Use\n  `credentials.retries` \n[…]\n retrying. Use `base_msg=` as dbt-core's base add_query does.\n\nAdd unit tests covering retry-until-success, the retries=3 regression,\nno-retry at retries=1, and non-retryable errors not being retried.",
          "is_bot": false,
          "headline": "fix: honor configured query retries and stop retry-event crash",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-03T15:34:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "541ce1a361e611411deece14e8cb910cf2c28eac",
          "body": "The pyodbc branch of format_connection_string_value wrapped values in\nbraces without doubling embedded closing braces, so a password like\npa}ss produced PWD={pa}ss} and the driver misparsed the rest of the\nconnection string. The mssql-python branch already escaped correctly.\nDouble the closing brace per the ODBC quoting rules and cover both\nbackends with unit tests.",
          "is_bot": false,
          "headline": "fix: escape embedded closing braces in pyodbc connection string values",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-07-02T18:34:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc7ceb0b8713a5dbff3a47b23123eebd8c61147a",
          "body": "Fix safe type expansion for incremental models",
          "is_bot": false,
          "headline": "Merge pull request #731 from dbt-msft/fix/safe-type-expansion",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-01T01:44:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfa5086a181fc2199340beab195ef917295a5867",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #720 from dbt-msft/pre-commit-ci-update-config",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-07-01T01:44:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "803412436871694e580cd6b03fb3e8d48d2d94a1",
          "body": "…b-actions-updates-640176b5ab\n\nchore(deps): bump actions/checkout from 6 to 7 in the github-actions-updates group",
          "is_bot": false,
          "headline": "Merge pull request #727 from dbt-msft/dependabot/github_actions/githu…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-30T15:41:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "901d4f442a10afc0344f71018d45049d647ae144",
          "body": "…and add test for widening",
          "is_bot": false,
          "headline": "fix: set default value for column_type_expansion_max_rows to 1000000 …",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-30T15:39:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c060e74e932e09b44d150fe3d8d609c86951090",
          "body": "feat: SQL Server 2025 support (plus as_columnstore docs and a store-failures regression test)",
          "is_bot": false,
          "headline": "Merge pull request #728 from joshmarkovic/feat/sql-server-2025",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-30T15:39:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f04d8015199e8a06956a3599ef82c8cb2cd7c4b8",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into feat/sql-server-2025",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-30T15:38:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10e1c77c5c205cfdaeb63dac412ad015fa5aadee",
          "body": "docs: correct stale version, release, and CI references",
          "is_bot": false,
          "headline": "Merge pull request #729 from joshmarkovic/fix/docs-drift",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-30T03:36:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "216e00aee3883c91f31ea42fc46b078b9f9cfe46",
          "body": "- README: the adapter requires dbt-core 1.10+ (pyproject pins\n  >=1.10.0,<2.0), not 0.14; update the versioning example to 1.10.x.\n- CONTRIBUTING: drop the `integration-tests-azure` pipeline from the\n  list; no such workflow exists under .github/workflows.\n- CONTRIBUTING: releases are cut by publish\n[…]\n (the\n  release-version workflow triggers on release publish, not a bare tag\n  push), and the dbt-core constraint lives in pyproject.toml\n  dependencies, not a `dbt_version` in a nonexistent setup.py.",
          "is_bot": false,
          "headline": "docs: correct stale version, release, and CI references",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-29T20:09:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6b0c70b9623aa5a22a3c6a12f998ea8850c72830",
          "body": "updates:\n- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.20)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-29T20:08:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d9d883ae56f0bde6744bea40d8b523392c5a710",
          "body": "The index feature emits OPTIMIZE_FOR_SEQUENTIAL_KEY and RESUMABLE (plus\nRESUMABLE's MAX_DURATION) unconditionally. These are only recognized on\nSQL Server 2019 (major 15)+, so on a genuine 2017 engine the CREATE INDEX\nfails with \"is not a recognized CREATE INDEX option\" (msg 155).\n\nThis was masked u\n[…]\nout them instead of failing. ONLINE is kept (recognized on\n2017, edition-gated not version-gated). Behavior on 2019+ is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: gate 2019+ CREATE INDEX options on detected engine version",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-27T15:33:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ad899620908439470bd182095dfec68ed5a3c52e",
          "body": "Addresses @axellpadilla's review on #721.\n\n- integration tests: make 2025 the matrix baseline, replacing 2022 as the\n  latest tier. Keep 2017, 2019 and 2022 as single legacy rows so all four\n  versions stay covered by CI.\n- README: remove the duplicate \"Supported SQL Server versions\" heading and\n  the Azure SQL Database / Managed Instance rows that were marked tested.\n  Azure is now described as not covered by CI but expected to be compatible.",
          "is_bot": false,
          "headline": "ci: promote SQL Server 2025 to baseline and fix README support section",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-25T14:42:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4938cf2b39e534b35878b7bd7531665ec34911e6",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into feat/sql-server-2025",
          "author_name": "joshmarkovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-25T03:34:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c137d8053e7fcdc40aec19b08a1d8d599827861f",
          "body": "Co-authored-by: Axell Padilla <68310020+axellpadilla@users.noreply.github.com>",
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          "headline": "Update README.md",
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          "headline": "Merge pull request #724 from dbt-msft/feat/v1.10.1-changelog-review",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
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          "body": "Includes bugfixes for hook transaction safety, columnstore guards, query_tag escaping, float mapping, default port, drop_schema_name, and access token errors. New features for dbt transaction handling, types, persist_docs, and mssql-python backend. Internal improvements consolidating linting to Ruff and dependency updates.",
          "is_bot": false,
          "headline": "Add CHANGELOG entries for v1.10.1 release",
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        },
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          "is_bot": false,
          "headline": "Merge pull request #702 from dbt-msft/fix/missing-type-handling",
          "author_name": "Axell Padilla",
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          "headline": "Remove PostgreSQL types from SQL Server integer detection and doc bit…",
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          "headline": "Merge pull request #723 from dbt-msft/fix/devcontainer-odbc-env-standard",
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          "body": "Relocate SQLSERVER_TEST_DRIVER to setup_env.sh to comply with no spaces.",
          "is_bot": false,
          "headline": "Merge pull request #722 from dbt-msft/fix/devcontainer-odbc-env-standard",
          "author_name": "Axell Padilla",
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          "is_bot": false,
          "headline": "Relocate SQLSERVER_TEST_DRIVER to setup_env.sh to comply with no spaces.",
          "author_name": "Axell Padilla",
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          "oid": "66634a1c6f2e9b8638c7e0508f565520312feca1",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
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          "oid": "7d8e90b0fa0f43cb6184aaf9500f6338763d3b78",
          "body": "A passing test run with --store-failures must replace prior failures with an empty audit table rather than drop it. Adds a functional regression test for dbt-msft/dbt-sqlserver#601.",
          "is_bot": false,
          "headline": "test: keep empty audit table on passing store-failures run (#601)",
          "author_name": "Josh Markovic",
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          "body": "Explain that table materializations build a clustered columnstore index by default, and that as_columnstore: false is required for tables with (n)varchar(max)/LOB columns such as dbt store_failures audit tables.",
          "is_bot": false,
          "headline": "docs: document the as_columnstore table config",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-24T19:58:04Z",
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          "body": "Cover SQL Server 2025 in the integration-test matrix (pyodbc and mssql-python on Python 3.13 / ODBC Driver 18) and add it to the published server CI images.\n\nRename the server Dockerfile build arg SQLServer_VERSION to MSSQL_VERSION to match the build-arg the workflow already passes; with the old name the matrix version was ignored and every image used the 2022 default.\n\nDocument 2025 as a supported version and refresh the stale dbt-core 0.14 compatibility note to 1.10.",
          "is_bot": false,
          "headline": "feat: add SQL Server 2025 support",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-24T19:58:04Z",
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          "oid": "d4ecf7ee8df575f777a27d4fb88c2b3ac0d6ff20",
          "body": "Quick-win fixes: badge, exception type, is_integer, CI matrix, dead code",
          "is_bot": false,
          "headline": "Merge pull request #716 from joshmarkovic/fix/audit-quick-wins-2",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-22T20:32:50Z",
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        },
        {
          "oid": "39740efbd1f0b8cdff643e9fb7284742b5dc51b5",
          "body": "sqlserver__create_or_replace_clone was unreachable (sqlserver__can_clone_table returns False and dbt-core provides default__create_or_replace_clone) and emitted invalid T-SQL. The unused 'tst' set block in create_view_as is also removed.",
          "is_bot": false,
          "headline": "chore: remove dead clone macro and unused view scaffolding variable",
          "author_name": "Josh Markovic",
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          "committed_at": "2026-06-22T18:37:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "8bbc92eca609bf689db2a9b32544f53b3c9c066c",
          "body": "requires-python is >=3.10; the 3.9 images were unused by the unit/integration/release workflows.",
          "is_bot": false,
          "headline": "ci: drop Python 3.9 from publish-docker matrix",
          "author_name": "Josh Markovic",
          "author_login": "joshmarkovic",
          "committed_at": "2026-06-22T18:37:05Z",
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          "oid": "fb744c050ef751028c6b2a5b3b3fd24224cb8c7e",
          "body": "…ndling",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into fix/missing-type-ha…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-20T05:28:36Z",
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        },
        {
          "oid": "68f7a363c8e399bbb9edbb9c8b4224fe64886de0",
          "body": "Implements `dbt_sqlserver_use_dbt_transactions` behavior flag",
          "is_bot": false,
          "headline": "Merge pull request #710 from dbt-msft/fix/708-dbt-transactions",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-20T05:20:04Z",
          "body_truncated": false,
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        },
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          "oid": "2e1c6057d1731b2f9595b5ba3019688d57a14b4c",
          "body": "…g is on; add snapshot functional test",
          "is_bot": false,
          "headline": "review: conditionally skip nested transaction in DML refresh when fla…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-20T05:15:43Z",
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        },
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          "oid": "5e9b03331749c486b77a344d5660fa30ed3b6c5e",
          "body": "…saction support\n\nAdds a behavior flag that makes dbt transaction hooks (begin/commit/rollback)\nemit real T-SQL statements instead of being no-ops. The flag is stored at\nboth class level (for dbt-core's classmethod-based _rollback_handle) and\ninstance level (for add_begin_query/add_commit_query).\n\n-\n[…]\nsts: begin/commit/rollback behavior under both flag states\n- Functional tests: table/view/incremental materializations, rollback\n  with and without flag, after-commit hooks, failed-then-successful run",
          "is_bot": false,
          "headline": "feat: add dbt_sqlserver_use_dbt_transactions flag for real T-SQL tran…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-20T05:05:37Z",
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          "oid": "57decae39904cf08d474ffeecf95a78666c57b0d",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-20T03:39:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "425b86b967c0f11708d622eab7a22508eefe5580",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into fix/missing-type-handling",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
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          "body_truncated": false,
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        },
        {
          "oid": "9f86896cc8f36c4794912cf5eccb49275ebebd86",
          "body": "…indexes\n\n#535 Postgres style indexes",
          "is_bot": false,
          "headline": "Merge pull request #714 from Benjamin-Knight/feat/535-postgres-style-…",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-20T03:38:24Z",
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        },
        {
          "oid": "35cce4933d51f235bb431096b6a5e18b2a2759c6",
          "body": "The previous underscore-joined approach could not distinguish\ncolumns=['a','b']\nfrom columns=['a'] with included_columns=['b'] since both produced the\nsame\nflat string 'a_b'. Using structured JSON with explicit field boundaries\npreserves the distinction.\nFix hash collision between key and included c\n[…]\no\ncolumns=['a','b'] produced the same hash as columns=['a'] with\nincluded_columns=['b']. Switch to structured JSON identity with named\nkeys\nso fields are distinguished regardless of grouping or order.",
          "is_bot": false,
          "headline": "Fix hash collision between key and included columns",
          "author_name": "Axell Padilla",
          "author_login": "axellpadilla",
          "committed_at": "2026-06-19T07:57:49Z",
          "body_truncated": true,
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        },
        {
          "oid": "add49ed3a19b791cc90472d873583dd937025fd8",
          "body": "- Remove duplicate AdapterSpecificConfigs class attribute\n- Run ONLINE/RESUMABLE index creates outside the reconcile transaction\n  (SQL Server forbids RESUMABLE in a user transaction; an ONLINE build\n  wrapped in one holds its locks until commit, negating the non-blocking\n  intent). index_changes no\n[…]\nn; not a framework hook)\n- Fix indexes config type hint Tuple[X] -> Tuple[X, ...]\n- black/isort formatting on test_index_macros.py\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address review findings on indexes feature",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "201a1c2fd4c2df27e0598bac56e777d3c878f467",
          "body": "describe_indexes only hinted sys.indexes with NOLOCK; the OUTER APPLY\nreads of sys.index_columns, sys.columns and sys.partitions took shared\nlocks, so introspection queued on LCK_M_S behind concurrent index DDL on\nthe same table. Apply information_schema_hints() to every catalog read so\nthe whole metadata query is lock-free, matching the rest of the file.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: lock-free index introspection across all catalog views",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "b18575fc2423da7616f0caf220a480cf566bf9ac",
          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: changelog for the indexes feature set; SQL Server 2017 floor note",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "396b22e1312790e9de86278066cb3a087a8f849d",
          "body": "- Reconcile drops+creates now execute as ONE transactional batch\n  (set xact_abort on) so a definition change is atomic: no window where a\n  replacement index or its uniqueness enforcement is missing, on any of\n  the three reconcile surfaces.\n- drop_unmanaged_indexes is validated in validate_indexes\n[…]\nbbers\n  them; snapshot with clustered index rejects default as_columnstore;\n  invalid drop_unmanaged_indexes fails on first build.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: review findings - atomic reconcile, early validation, dead rule",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dc7384f3d7f6885c60eace4948a485bfed8a6d9d",
          "body": "Create macro: per-column DESC, ]] identifier escaping, WHERE clause for\nfiltered indexes, and a full WITH assembly (data_compression, fillfactor,\npad_index, ignore_dup_key, optimize_for_sequential_key, sort_in_tempdb,\nplus build_options passthrough). Describe macro: descending key columns,\nfilter_de\n[…]\nfunctional fixture: the engine forbids\nIGNORE_DUP_KEY on filtered indexes, so ignore_dup_key x where now fails\nfast at parse time.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit full option surface in create-index macro; richer describe",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1dbe6edb074cae46438d98d6a9f9587990f41b3a",
          "body": "online, maxdop, resumable, max_duration, allow_row_locks,\nallow_page_locks, statistics_norecompute, statistics_incremental and\ncompression_delay flow through to the WITH clause. Excluded from the name\nhash and from equality: they affect how an index is built, not what it is,\nso toggling them must never trigger a drop/recreate on reconcile. Unknown\nkeys fail validation with the allowed list.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: build_options passthrough for CREATE INDEX build-time options",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8af3951a926c2cad19ae55c1ec9bb9e83ab58990",
          "body": "New fields: per-column direction ({'column': n, 'desc': true} entries,\nnormalized into descending_columns), where (filtered indexes, nonclustered\nand columnstore), fillfactor/pad_index, ignore_dup_key (unique rowstore),\noptimize_for_sequential_key (rowstore, 2019+), and columnstore /\ncolumnstore_arc\n[…]\npressible in config rather\nthan falling back to post-hooks, keeping definitions machine-readable for\nthe planned prebuilt feature.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: full definition-option coverage for the indexes config",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c21022ce1e222578db45829bc6b2fc906e09ce02",
          "body": "dbt fires anonymous-usage telemetry and a PyPI version check on every\ninvocation; under the test harness that is one to three in-process\nrun_dbt() calls per functional test. On sandboxed or offline networks\n(devcontainers, some CI runners) those requests stall with variable\ntimeouts - measured 21-95\n[…]\n which\ninflated the functional suite from ~17s to ~96s per test. Even with a\nworking network they are wasted cycles in a test run.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: disable dbt telemetry and version check in test env",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c358d4c0892a4ea7afad940d9f1d5741989d7f07",
          "body": "Coverage baseline on relation_configs (99%, single defensive re-raise\nuncovered) exposed that dbtClassMixin/mashumaro silently replaces any\nfrom_dict defined in the class body with a generated method - our\nnormalization override was dead code, so data_compression: PAGE/NONE\n(uppercase) failed valida\n[…]\nzing. Normalization now\nhappens in parse(), the raw-config entry point, and the dead override is\nremoved with an explanatory note.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add pytest-cov; fix dead from_dict override found by coverage",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "da44288833fd1873878f72766d51929d30564e3a",
          "body": "adapter.validate_indexes rejects more than one clustered entry and a\nclustered rowstore entry combined with as_columnstore=true (the default),\nreplacing the opaque engine error 'Cannot create more than one clustered\nindex' with an actionable message. Called from a new\nsqlserver__create_indexes overr\n[…]\nindexes.\nas_columnstore is only weighed for materializations that honor it\n(table/incremental/snapshot) - seeds never build a CCI.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: cross-config index validation",
          "author_name": "Ben Knight",
          "author_login": "Benjamin-Knight",
          "committed_at": "2026-06-19T07:56:30Z",
          "body_truncated": true,
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                    "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": "47 followers of dbt-msft",
                "points": 12.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 47,
                      "login": "dbt-msft"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "9 public repos, account ~5 yr old",
                "points": 18.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 9
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "dbt-sqlserver"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "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 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "71 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 71
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 76,
        "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": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [
                "dbt-sqlserver",
                "sql-server",
                "azure-sql",
                "azure-sql-db",
                "transact-sql",
                "tsql",
                "microsoft",
                "microsoft-sql-server",
                "dbt",
                "mssql",
                "t-sql",
                "data-engineering",
                "analytics-engineering",
                "sql"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "14 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 14
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.3
            },
            "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": "branch protection is not maximal on development and all release branches",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "12 out of 12 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 6/12 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "7 existing vulnerabilities detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:dbt-sqlserver@1.10.1 runtime dependency closure — what installing the published package pulls in — 57 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:dbt-sqlserver@1.10.1",
                  "assessed": 57
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 57,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 57,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 8
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.833,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 80,
                      "sampled": 96
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": 0.25,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "dbt/adapters/sqlserver/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "25 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 67873,
              "source_files_sampled": 99,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (dbt/adapters/sqlserver/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "dbt/adapters/sqlserver/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/99 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 99,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
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