# dagster-io/dagster — health index 83/100 (Good)

> Inspection of the public repository dagster-io/dagster by inspect.software. It holds a health index of 83 out of 100, placing it in the Good band. The index is a signal derived from publicly visible practice, not a warranty, a security audit, or an endorsement, and it is independent of payment.

- Repository: https://github.com/dagster-io/dagster
- Report page: https://inspect.software/software/dagster-io/dagster
- Full JSON report: https://inspect.software/api/repositories/dagster-io/dagster/report
- Badge: https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dagster-io/dagster.svg
- Inspected: 2026-07-21
- Methodology: metrics 1.13.0, report schema 0.17.0 (https://inspect.software/methodology.md)

## Category summary

| Category | Weight | Index | Band |
|---|---|---|---|
| Vitality | 22% | 100/100 | Excellent |
| Community & Adoption | 18% | 96/100 | Excellent |
| Sustainability & Governance | 24% | 88/100 | Excellent |
| Engineering Quality | 20% | 91/100 | Excellent |
| Security | 16% | 28/100 | Critical |
| AI Readiness | not counted | 88/100 | Excellent |

## Repository facts

| Field | Value |
|---|---|
| Description | An orchestration platform for the development, production, and observation of data assets. |
| Homepage | https://dagster.io |
| Primary language | Python |
| License | Apache-2.0 |
| Stars | 15,873 |
| Forks | 2,207 |
| Created | 2018-04-30 |
| Last push | 2026-07-17 |
| Latest release | 1.13.14 |
| Commits (last year) | 3,034 |
| Bus factor | 8 |
| Topics | data-pipelines, dagster, workflow, data-science, workflow-automation, python, scheduler, data-orchestrator, etl, analytics, data-engineering, mlops, orchestration, data-integration, metadata |

## Published packages

| Registry | Package | Latest | Monthly downloads |
|---|---|---|---|
| pypi | dagit | 1.13.14 | — |
| npm | @dagster-io/eslint-config | 2.0.0 | 235 |
| npm | @dagster-io/ui-components | 1.4.1 | 1,174 |
| pypi | dagster | 1.13.14 | 8,633,213 |
| pypi | automation | 0.6.1 | — |

## Vitality — 100/100 (Excellent)

Is the project alive — is code being written and are releases shipping? Weight: 22% of the overall index.

### Development activity — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Push recency | met | 36 / 36 | last push 3 days ago |
| Commit cadence | met | 36 / 36 | 52/52 weeks with commits |
| Commit volume | met | 18 / 18 | 3034 commits in the last year |
| OpenSSF Scorecard: Maintained | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Release discipline — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ships releases | met | 27 / 27 | 100 releases published |
| Release recency | met | 36 / 36 | latest release 4 days ago |
| Release cadence | met | 27 / 27 | a release every ~6.9 days |
| OpenSSF Scorecard: Signed-Releases | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Abandonment — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Project is still maintained | met | 100 / 100 | maintenance record not established from the collected data |

## Community & Adoption — 96/100 (Excellent)

Does the project have users, downloads, attention, and a welcoming setup for contributors? Weight: 18% of the overall index.

### Popularity & adoption — 97/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Stars | met | 60 / 60 | 15,873 stars |
| Forks | met | 25 / 25 | 2,207 forks |
| Watchers | partial | 12.1 / 15 | 154 watchers |

### Community health — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 22.5 / 22.5 | — |
| License | met | 22.5 / 22.5 | recognized license (Apache-2.0) |
| CONTRIBUTING guide | met | 18 / 18 | — |
| Code of conduct | met | 13.5 / 13.5 | — |
| Issue template | not met | 0 / 7.2 | — |
| PR template | met | 6.3 / 6.3 | — |

### Ecosystem adoption (downloads) — 100/100 (Excellent)

Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Monthly downloads | met | 80 / 80 | 8,634,622 downloads/month across npm, pypi |
| Registry dependents | excluded | 0 / 20 | not reported by this ecosystem |

## Sustainability & Governance — 88/100 (Excellent)

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep? Weight: 24% of the overall index.

### Maintainer resilience (bus factor) — 98/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Bus factor | met | 54 / 54 | 8 contributor(s) cover half of all commits |
| Commit distribution | partial | 20.3 / 22.5 | top contributor authored 10% of commits |
| Contributor breadth | met | 13.5 / 13.5 | 100 contributors |
| OpenSSF Scorecard: Contributors | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Issue & PR responsiveness — 79/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Issue resolution | partial | 35 / 46.8 | 75% of issues closed |
| PR acceptance | partial | 32 / 38.2 | 19156/22903 decided PRs merged |
| OpenSSF Scorecard: Code-Review | excluded | 0 / 15 | OpenSSF Scorecard unavailable |

### Ownership & stewardship — 75/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ownership backing | met | 30 / 30 | organization-owned |
| Verified domain | not met | 0 / 20 | — |
| Owner reach | partial | 19.9 / 25 | 586 followers of dagster-io |
| Track record | met | 25 / 25 | 67 public repos, account ~8 yr old |

### Package maintenance — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Published & resolvable | met | 25 / 25 | 4 package(s) on npm, pypi |
| Publish recency | met | 35 / 35 | latest publish 4 days ago |
| Version history | met | 20 / 20 | 734 published versions |
| Not deprecated | met | 20 / 20 | active, not deprecated or yanked |

## Engineering Quality — 91/100 (Excellent)

Are baseline engineering and documentation practices in place? Weight: 20% of the overall index.

### Engineering practices — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| CI workflows | met | 24 / 24 | 5 workflow(s) |
| Tests present | met | 24 / 24 | — |
| Linter config | met | 16 / 16 | .eslintrc.js, eslint.config.js, eslint.config.mjs, ruff.toml, tox.ini |
| Pre-commit hooks | met | 9.6 / 9.6 | — |
| .editorconfig | not met | 0 / 6.4 | — |
| OpenSSF Scorecard: CI-Tests | excluded | 0 / 20 | OpenSSF Scorecard unavailable |

### Documentation — 90/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 30 / 30 | — |
| Documentation directory | met | 25 / 25 | — |
| Documentation / homepage site | met | 15 / 15 | https://dagster.io |
| Repository description | met | 10 / 10 | — |
| Topics | met | 10 / 10 | 15 topics |
| Wiki | not met | 0 / 10 | — |

## Security — 28/100 (Critical)

Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure? Weight: 16% of the overall index.

### Security posture — 33/100 (At risk)

Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Security policy (SECURITY.md) | not met | 0 / 30 | — |
| Dependabot config | met | 25 / 25 | — |
| Dependency lockfiles | excluded | 0 / 25 | published library — lockfiles are an application concern, not expected |
| CodeQL workflow | not met | 0 / 20 | — |

### Dependency advisories — 7/100 (Critical)

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1802 resolved dependencies against OSV; 4322 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.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Direct dependencies free of known advisories | partial | 0.6 / 35 | 88 affected: apache-airflow 1.10.15 (critical 9.8), apache-airflow 2.11.0 (critical 9.8), apache-airflow 2.11.2 (critical 9.8), +85 more |
| Indirect dependencies free of known advisories | excluded | 0 / 25 | transitive set not separable from development and test dependencies in this scope |
| No advisories left outstanding | partial | 4.9 / 40 | 40 advisory-carrying package(s) unaddressed past 90 days; oldest published 1979 days ago |

### Malicious dependencies — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| No dependency reported as a malicious package | met | 100 / 100 | no dependency is reported as a malicious package |

### High-Risk Jurisdiction Exposure — 100/100 (Excellent)

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.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Policy exposure multiplier | met | 100 / 100 | no confirmed policy-scope location match |

## AI Readiness — 88/100 (Excellent)

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.

### Agent context & guidance — 75/100 (Good)

Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Agent instructions | met | 45 / 45 | CLAUDE.md, docs/CLAUDE.md, docs/docs/integrations/libraries/gemini.md, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/CLAUDE.md, js_modules/claude.md, python_modules/automation/automation/dagster_dev/CLAUDE.md, python_modules/dagster/dagster_tests/declarative_automation_tests/automation_condition_tests/builtins/CLAUDE.md, python_modules/libraries/dagster-dg-cli/dagster_dg_cli/cli/scaffold/branch/CLAUDE.md |
| Machine-readable docs (llms.txt) | not met | 0 / 15 | — |
| Legible commit history | excluded | 0 / 40 | no data |

### Verify loop (build / test / typecheck) — 96/100 (Excellent)

Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| One-command bootstrap | met | 18 / 18 | Makefile, docs/Makefile, docs/sphinx/Makefile, docs/sphinx/_ext/sphinx-mdx-builder/Makefile, examples/airlift-federation-tutorial/Makefile, examples/airlift-migration-tutorial/Makefile, examples/airlift-mwaa-example/Makefile, examples/docs_projects/project_dagster_modal_pipes/Makefile, examples/experimental/sling_decorator/Makefile, examples/project_fully_featured/Makefile, examples/starlift-demo/Makefile, examples/use_case_repository/Makefile, js_modules/Makefile, justfile, python_modules/automation/Makefile, python_modules/dagster/dagster/_core/definitions/antlr_asset_selection/Makefile, python_modules/libraries/dagster-airlift/kitchen-sink/Makefile, python_modules/libraries/dagster-airlift/perf-harness/Makefile, python_modules/libraries/dagster-dbt/kitchen-sink/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/agent_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/asset_check_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/asset_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/deployment_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/job_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/run_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/schedule_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/secret_tests/Makefile, python_modules/libraries/dagster-dg-cli/dagster_dg_cli_tests/cli_tests/api_tests/sensor_tests/Makefile, python_modules/libraries/dagster-hightouch/Makefile, python_modules/libraries/dagster-pandas/dagster_pandas/examples/pandas_hello_world/Makefile |
| Automated tests | met | 22 / 22 | — |
| Lint / format config | met | 11 / 11 | .eslintrc.js, eslint.config.js, eslint.config.mjs, ruff.toml, tox.ini |
| Static type checking | met | 11 / 11 | .buildkite/buildkite-shared/buildkite_shared/py.typed, .buildkite/dagster-buildkite/dagster_buildkite/py.typed, docs/sphinx/_ext/dagster-sphinx/dagster_sphinx/py.typed, docs/sphinx/_ext/sphinx-click/sphinx_click/py.typed, docs/tsconfig.json, examples/airlift-federation-tutorial/airlift_federation_tutorial/py.typed, examples/airlift-migration-tutorial/tutorial_example/py.typed, examples/airlift-mwaa-example/mwaa_example/py.typed, examples/assets_dbt_python/assets_dbt_python/py.typed, examples/assets_dynamic_partitions/assets_dynamic_partitions/py.typed, examples/assets_modern_data_stack/assets_modern_data_stack/py.typed, examples/assets_pandas_pyspark/assets_pandas_pyspark/py.typed, examples/assets_pandas_type_metadata/assets_pandas_type_metadata/py.typed, examples/assets_smoke_test/assets_smoke_test/py.typed, examples/deploy_k8s/py.typed, examples/development_to_production/development_to_production/py.typed, examples/docs_snippets/docs_snippets/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_creating_dg_plugin/my-library/src/my_library/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_migrating_project/my-existing-project-pip/my_existing_project/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_migrating_project/my-existing-project-uv/my_existing_project/py.typed, examples/experimental/assets_yaml_dsl/assets_yaml_dsl/py.typed, examples/experimental/dagster-airlift/examples/dbt-example/py.typed, examples/experimental/dagster-airlift/examples/kitchen-sink/py.typed, examples/experimental/external_assets/external_assets/py.typed, examples/feature_graph_backed_assets/feature_graph_backed_assets/py.typed, examples/oss-metadata-to-plus/oss_metadata_to_plus/py.typed, examples/project_analytics/dagster_pypi/py.typed, examples/project_fully_featured/project_fully_featured/py.typed, examples/quickstart_etl/src/quickstart_etl/py.typed, examples/starlift-demo/dbt_example/py.typed, examples/tutorial_notebook_assets/tutorial_finished/py.typed, examples/use_case_repository/use_case_repository/py.typed, examples/with_great_expectations/with_great_expectations/py.typed, examples/with_openai/with_openai/py.typed, examples/with_pyspark/with_pyspark/py.typed, examples/with_pyspark_emr/with_pyspark_emr/py.typed, examples/with_wandb/with_wandb/py.typed, helm/dagster/schema/schema/py.typed, integration_tests/python_modules/dagster-k8s-test-infra/dagster_k8s_test_infra/py.typed, integration_tests/test_suites/dagster-azure-live-tests/azure_test_proj/py.typed, js_modules/app-oss/tsconfig.json, js_modules/dg-docs-components/tsconfig.json, js_modules/ui-components/tsconfig.json, js_modules/ui-core/tsconfig.json, python_modules/automation/automation/py.typed, python_modules/dagit/dagit/py.typed, python_modules/dagster-cloud/dagster_cloud/py.typed, python_modules/dagster-graphql/dagster_graphql/py.typed, python_modules/dagster-pipes/dagster_pipes/py.typed, python_modules/dagster-test/dagster_test/py.typed, python_modules/dagster-webserver/dagster_webserver/py.typed, python_modules/dagster/dagster/components/py.typed, python_modules/dagster/dagster/py.typed, python_modules/libraries/create-dagster/create_dagster/py.typed, python_modules/libraries/dagster-airbyte/dagster_airbyte/py.typed, python_modules/libraries/dagster-airflow/dagster_airflow/py.typed, python_modules/libraries/dagster-airlift/dagster_airlift/py.typed, python_modules/libraries/dagster-airlift/kitchen-sink/kitchen_sink/py.typed, python_modules/libraries/dagster-airlift/perf-harness/perf_harness/py.typed, python_modules/libraries/dagster-aws/dagster_aws/py.typed, python_modules/libraries/dagster-azure/dagster_azure/py.typed, python_modules/libraries/dagster-celery-docker/dagster_celery_docker/py.typed, python_modules/libraries/dagster-celery-k8s/dagster_celery_k8s/py.typed, python_modules/libraries/dagster-celery/dagster_celery/py.typed, python_modules/libraries/dagster-census/dagster_census/py.typed, python_modules/libraries/dagster-clickhouse-pandas/dagster_clickhouse_pandas/py.typed, python_modules/libraries/dagster-clickhouse-polars/dagster_clickhouse_polars/py.typed, python_modules/libraries/dagster-clickhouse/dagster_clickhouse/py.typed, python_modules/libraries/dagster-cloud-cli/dagster_cloud_cli/py.typed, python_modules/libraries/dagster-dask/dagster_dask/py.typed, python_modules/libraries/dagster-databricks/dagster_databricks/py.typed, python_modules/libraries/dagster-datadog/dagster_datadog/py.typed, python_modules/libraries/dagster-datahub/dagster_datahub/py.typed, python_modules/libraries/dagster-dbt/dagster_dbt/py.typed, python_modules/libraries/dagster-dbt/kitchen-sink/dagster_dbt_cloud_kitchen_sink/py.typed, python_modules/libraries/dagster-deltalake-pandas/dagster_deltalake_pandas/py.typed, python_modules/libraries/dagster-deltalake-polars/dagster_deltalake_polars/py.typed, python_modules/libraries/dagster-deltalake/dagster_deltalake/py.typed, python_modules/libraries/dagster-dg-cli/dagster_dg_cli/py.typed, python_modules/libraries/dagster-dg-core/dagster_dg_core/py.typed, python_modules/libraries/dagster-dlt/dagster_dlt/py.typed, python_modules/libraries/dagster-docker/dagster_docker/py.typed, python_modules/libraries/dagster-duckdb-pandas/dagster_duckdb_pandas/py.typed, python_modules/libraries/dagster-duckdb-polars/dagster_duckdb_polars/py.typed, python_modules/libraries/dagster-duckdb-pyspark/dagster_duckdb_pyspark/py.typed, python_modules/libraries/dagster-duckdb/dagster_duckdb/py.typed, python_modules/libraries/dagster-fivetran/dagster_fivetran/py.typed, python_modules/libraries/dagster-gcp-pandas/dagster_gcp_pandas/py.typed, python_modules/libraries/dagster-gcp-pyspark/dagster_gcp_pyspark/py.typed, python_modules/libraries/dagster-gcp/dagster_gcp/py.typed, python_modules/libraries/dagster-ge/dagster_ge/py.typed, python_modules/libraries/dagster-github/dagster_github/py.typed, python_modules/libraries/dagster-hightouch/dagster_hightouch/py.typed, python_modules/libraries/dagster-k8s/dagster_k8s/py.typed, python_modules/libraries/dagster-looker/dagster_looker/py.typed, python_modules/libraries/dagster-managed-elements/dagster_managed_elements/py.typed, python_modules/libraries/dagster-mlflow/dagster_mlflow/py.typed, python_modules/libraries/dagster-msteams/dagster_msteams/py.typed, python_modules/libraries/dagster-mysql/dagster_mysql/py.typed, python_modules/libraries/dagster-omni/dagster_omni/py.typed, python_modules/libraries/dagster-openai/dagster_openai/py.typed, python_modules/libraries/dagster-pagerduty/dagster_pagerduty/py.typed, python_modules/libraries/dagster-pandas/dagster_pandas/py.typed, python_modules/libraries/dagster-pandera/dagster_pandera/py.typed, python_modules/libraries/dagster-papertrail/dagster_papertrail/py.typed, python_modules/libraries/dagster-polytomic/dagster_polytomic/py.typed, python_modules/libraries/dagster-postgres/dagster_postgres/py.typed, python_modules/libraries/dagster-powerbi/dagster_powerbi/py.typed, python_modules/libraries/dagster-prometheus/dagster_prometheus/py.typed, python_modules/libraries/dagster-pyspark/dagster_pyspark/py.typed, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/py.typed, python_modules/libraries/dagster-shared/dagster_shared/py.typed, python_modules/libraries/dagster-sigma/dagster_sigma/py.typed, python_modules/libraries/dagster-slack/dagster_slack/py.typed, python_modules/libraries/dagster-sling/dagster_sling/py.typed, python_modules/libraries/dagster-snowflake-pandas/dagster_snowflake_pandas/py.typed, python_modules/libraries/dagster-snowflake-polars/dagster_snowflake_polars/py.typed, python_modules/libraries/dagster-snowflake-pyspark/dagster_snowflake_pyspark/py.typed, python_modules/libraries/dagster-snowflake/dagster_snowflake/py.typed, python_modules/libraries/dagster-soda/dagster_soda/py.typed, python_modules/libraries/dagster-spark/dagster_spark/py.typed, python_modules/libraries/dagster-ssh/dagster_ssh/py.typed, python_modules/libraries/dagster-tableau/dagster_tableau/py.typed, python_modules/libraries/dagster-twilio/dagster_twilio/py.typed, python_modules/libraries/dagster-wandb/dagster_wandb/py.typed, python_modules/libraries/dagstermill/dagstermill/py.typed |
| Reproducible environment | met | 10 / 10 | Dockerfile, lockfile |
| Demonstrated agent practice | excluded | 0 / 10 | no data |
| Automated maintenance | partial | 5 / 8 | dependency automation configured, none observed in the sampled commits |
| OpenSSF Scorecard: Pinned-Dependencies | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Code legibility for models — 82/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Type-checkable code | partial | 27 / 45 | Python with type-check config (.buildkite/buildkite-shared/buildkite_shared/py.typed, .buildkite/dagster-buildkite/dagster_buildkite/py.typed, docs/sphinx/_ext/dagster-sphinx/dagster_sphinx/py.typed, docs/sphinx/_ext/sphinx-click/sphinx_click/py.typed, docs/tsconfig.json, examples/airlift-federation-tutorial/airlift_federation_tutorial/py.typed, examples/airlift-migration-tutorial/tutorial_example/py.typed, examples/airlift-mwaa-example/mwaa_example/py.typed, examples/assets_dbt_python/assets_dbt_python/py.typed, examples/assets_dynamic_partitions/assets_dynamic_partitions/py.typed, examples/assets_modern_data_stack/assets_modern_data_stack/py.typed, examples/assets_pandas_pyspark/assets_pandas_pyspark/py.typed, examples/assets_pandas_type_metadata/assets_pandas_type_metadata/py.typed, examples/assets_smoke_test/assets_smoke_test/py.typed, examples/deploy_k8s/py.typed, examples/development_to_production/development_to_production/py.typed, examples/docs_snippets/docs_snippets/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_creating_dg_plugin/my-library/src/my_library/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_migrating_project/my-existing-project-pip/my_existing_project/py.typed, examples/docs_snippets/docs_snippets_tests/snippet_checks/guides/dg/test_migrating_project/my-existing-project-uv/my_existing_project/py.typed, examples/experimental/assets_yaml_dsl/assets_yaml_dsl/py.typed, examples/experimental/dagster-airlift/examples/dbt-example/py.typed, examples/experimental/dagster-airlift/examples/kitchen-sink/py.typed, examples/experimental/external_assets/external_assets/py.typed, examples/feature_graph_backed_assets/feature_graph_backed_assets/py.typed, examples/oss-metadata-to-plus/oss_metadata_to_plus/py.typed, examples/project_analytics/dagster_pypi/py.typed, examples/project_fully_featured/project_fully_featured/py.typed, examples/quickstart_etl/src/quickstart_etl/py.typed, examples/starlift-demo/dbt_example/py.typed, examples/tutorial_notebook_assets/tutorial_finished/py.typed, examples/use_case_repository/use_case_repository/py.typed, examples/with_great_expectations/with_great_expectations/py.typed, examples/with_openai/with_openai/py.typed, examples/with_pyspark/with_pyspark/py.typed, examples/with_pyspark_emr/with_pyspark_emr/py.typed, examples/with_wandb/with_wandb/py.typed, helm/dagster/schema/schema/py.typed, integration_tests/python_modules/dagster-k8s-test-infra/dagster_k8s_test_infra/py.typed, integration_tests/test_suites/dagster-azure-live-tests/azure_test_proj/py.typed, js_modules/app-oss/tsconfig.json, js_modules/dg-docs-components/tsconfig.json, js_modules/ui-components/tsconfig.json, js_modules/ui-core/tsconfig.json, python_modules/automation/automation/py.typed, python_modules/dagit/dagit/py.typed, python_modules/dagster-cloud/dagster_cloud/py.typed, python_modules/dagster-graphql/dagster_graphql/py.typed, python_modules/dagster-pipes/dagster_pipes/py.typed, python_modules/dagster-test/dagster_test/py.typed, python_modules/dagster-webserver/dagster_webserver/py.typed, python_modules/dagster/dagster/components/py.typed, python_modules/dagster/dagster/py.typed, python_modules/libraries/create-dagster/create_dagster/py.typed, python_modules/libraries/dagster-airbyte/dagster_airbyte/py.typed, python_modules/libraries/dagster-airflow/dagster_airflow/py.typed, python_modules/libraries/dagster-airlift/dagster_airlift/py.typed, python_modules/libraries/dagster-airlift/kitchen-sink/kitchen_sink/py.typed, python_modules/libraries/dagster-airlift/perf-harness/perf_harness/py.typed, python_modules/libraries/dagster-aws/dagster_aws/py.typed, python_modules/libraries/dagster-azure/dagster_azure/py.typed, python_modules/libraries/dagster-celery-docker/dagster_celery_docker/py.typed, python_modules/libraries/dagster-celery-k8s/dagster_celery_k8s/py.typed, python_modules/libraries/dagster-celery/dagster_celery/py.typed, python_modules/libraries/dagster-census/dagster_census/py.typed, python_modules/libraries/dagster-clickhouse-pandas/dagster_clickhouse_pandas/py.typed, python_modules/libraries/dagster-clickhouse-polars/dagster_clickhouse_polars/py.typed, python_modules/libraries/dagster-clickhouse/dagster_clickhouse/py.typed, python_modules/libraries/dagster-cloud-cli/dagster_cloud_cli/py.typed, python_modules/libraries/dagster-dask/dagster_dask/py.typed, python_modules/libraries/dagster-databricks/dagster_databricks/py.typed, python_modules/libraries/dagster-datadog/dagster_datadog/py.typed, python_modules/libraries/dagster-datahub/dagster_datahub/py.typed, python_modules/libraries/dagster-dbt/dagster_dbt/py.typed, python_modules/libraries/dagster-dbt/kitchen-sink/dagster_dbt_cloud_kitchen_sink/py.typed, python_modules/libraries/dagster-deltalake-pandas/dagster_deltalake_pandas/py.typed, python_modules/libraries/dagster-deltalake-polars/dagster_deltalake_polars/py.typed, python_modules/libraries/dagster-deltalake/dagster_deltalake/py.typed, python_modules/libraries/dagster-dg-cli/dagster_dg_cli/py.typed, python_modules/libraries/dagster-dg-core/dagster_dg_core/py.typed, python_modules/libraries/dagster-dlt/dagster_dlt/py.typed, python_modules/libraries/dagster-docker/dagster_docker/py.typed, python_modules/libraries/dagster-duckdb-pandas/dagster_duckdb_pandas/py.typed, python_modules/libraries/dagster-duckdb-polars/dagster_duckdb_polars/py.typed, python_modules/libraries/dagster-duckdb-pyspark/dagster_duckdb_pyspark/py.typed, python_modules/libraries/dagster-duckdb/dagster_duckdb/py.typed, python_modules/libraries/dagster-fivetran/dagster_fivetran/py.typed, python_modules/libraries/dagster-gcp-pandas/dagster_gcp_pandas/py.typed, python_modules/libraries/dagster-gcp-pyspark/dagster_gcp_pyspark/py.typed, python_modules/libraries/dagster-gcp/dagster_gcp/py.typed, python_modules/libraries/dagster-ge/dagster_ge/py.typed, python_modules/libraries/dagster-github/dagster_github/py.typed, python_modules/libraries/dagster-hightouch/dagster_hightouch/py.typed, python_modules/libraries/dagster-k8s/dagster_k8s/py.typed, python_modules/libraries/dagster-looker/dagster_looker/py.typed, python_modules/libraries/dagster-managed-elements/dagster_managed_elements/py.typed, python_modules/libraries/dagster-mlflow/dagster_mlflow/py.typed, python_modules/libraries/dagster-msteams/dagster_msteams/py.typed, python_modules/libraries/dagster-mysql/dagster_mysql/py.typed, python_modules/libraries/dagster-omni/dagster_omni/py.typed, python_modules/libraries/dagster-openai/dagster_openai/py.typed, python_modules/libraries/dagster-pagerduty/dagster_pagerduty/py.typed, python_modules/libraries/dagster-pandas/dagster_pandas/py.typed, python_modules/libraries/dagster-pandera/dagster_pandera/py.typed, python_modules/libraries/dagster-papertrail/dagster_papertrail/py.typed, python_modules/libraries/dagster-polytomic/dagster_polytomic/py.typed, python_modules/libraries/dagster-postgres/dagster_postgres/py.typed, python_modules/libraries/dagster-powerbi/dagster_powerbi/py.typed, python_modules/libraries/dagster-prometheus/dagster_prometheus/py.typed, python_modules/libraries/dagster-pyspark/dagster_pyspark/py.typed, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/py.typed, python_modules/libraries/dagster-shared/dagster_shared/py.typed, python_modules/libraries/dagster-sigma/dagster_sigma/py.typed, python_modules/libraries/dagster-slack/dagster_slack/py.typed, python_modules/libraries/dagster-sling/dagster_sling/py.typed, python_modules/libraries/dagster-snowflake-pandas/dagster_snowflake_pandas/py.typed, python_modules/libraries/dagster-snowflake-polars/dagster_snowflake_polars/py.typed, python_modules/libraries/dagster-snowflake-pyspark/dagster_snowflake_pyspark/py.typed, python_modules/libraries/dagster-snowflake/dagster_snowflake/py.typed, python_modules/libraries/dagster-soda/dagster_soda/py.typed, python_modules/libraries/dagster-spark/dagster_spark/py.typed, python_modules/libraries/dagster-ssh/dagster_ssh/py.typed, python_modules/libraries/dagster-tableau/dagster_tableau/py.typed, python_modules/libraries/dagster-twilio/dagster_twilio/py.typed, python_modules/libraries/dagster-wandb/dagster_wandb/py.typed, python_modules/libraries/dagstermill/dagstermill/py.typed) |
| Manageable file sizes | partial | 54.5 / 55 | 67/7680 source files over 60KB |

### Machine-readable interfaces — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| API schema (OpenAPI/GraphQL/proto) | met | 40 / 40 | examples/docs_snippets/docs_snippets/deployment/dagster_plus/access/rbac/audit-logs.graphql, js_modules/ui-core/src/graphql/schema.graphql, python_modules/dagster-cloud/dagster_cloud/pex/grpc/protos/multi_pex_api.proto, python_modules/dagster-graphql/dagster_graphql_tests/execute.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_GET_REPO_LOCATIONS_NAMES_AND_PIPELINES_QUERY/0.11.4-2021_04_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_GET_REPO_LOCATIONS_NAMES_AND_PIPELINES_QUERY/1!0+dev-2024_02_12.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/0.11.4-2021_04_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/1!0+dev-2024_01_02.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/1!0+dev-2024_02_12.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/1!0+dev-2024_05_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/dev-2021_05_10.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/CLIENT_SUBMIT_PIPELINE_RUN_MUTATION/dev-2021_10_20.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/GET_PIPELINE_RUN_STATUS_QUERY/0.11.4-2021_04_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/GET_PIPELINE_RUN_STATUS_QUERY/1!0+dev-2024_01_02.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/GET_PIPELINE_RUN_STATUS_QUERY/1!0+dev-2024_02_12.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/GET_PIPELINE_RUN_STATUS_QUERY/1!0+dev-2024_05_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/GET_PIPELINE_RUN_STATUS_QUERY/dev-2021_10_20.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/RELOAD_REPOSITORY_LOCATION_MUTATION/1!0+dev-2024_02_12.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/RELOAD_REPOSITORY_LOCATION_MUTATION/1!0+dev-2024_05_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/RELOAD_REPOSITORY_LOCATION_MUTATION/dev-2021_05_25.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/SHUTDOWN_REPOSITORY_LOCATION_MUTATION/1!0+dev-2024_02_12.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/SHUTDOWN_REPOSITORY_LOCATION_MUTATION/1!0+dev-2024_05_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/SHUTDOWN_REPOSITORY_LOCATION_MUTATION/dev-2021_06_23.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/TERMINATE_RUNS_JOB_MUTATION/1!0+dev-2024_05_16.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/TERMINATE_RUN_JOB_MUTATION/0+dev-2022_05_02.graphql, python_modules/dagster-graphql/dagster_graphql_tests/graphql/client_backcompat/query_snapshots/TERMINATE_RUN_JOB_MUTATION/1!0+dev-2024_02_12.graphql, python_modules/dagster/dagster/_grpc/protos/dagster_api.proto, python_modules/libraries/dagster-dg-cli/dagster_dg_cli/cli/plus/schema.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/agent.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/alert_policy.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/asset.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/asset_check.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/code_location.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/compute_log.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/deployment.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/issue.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/job.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/launch.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/organization.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/run.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/run_event.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/schedule.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/secret.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/sensor.graphql, python_modules/libraries/dagster-rest-resources/dagster_rest_resources/queries/tick.graphql |
| MCP server | met | 20 / 20 | — |
| Runnable examples | met | 40 / 40 | example, examples, notebooks, sample |

## Collection warnings

- Could not fetch pypi package 'dagster-js-modules-tox' from its registry
- Could not fetch pypi package 'ty-master' from its registry
- Could not fetch pypi package 'dagster-ui-components-tox' from its registry
- pypi package 'automation' points at a different repository (https://github.com/dustinfarris/automation); excluded from ecosystem scoring
- Could not fetch pypi package 'buildkite-shared' from its registry
- Resolved dependency list truncated to 2000 of 6124 packages (counts remain complete)
- deps.dev does not index pypi:dagster@1.13.14; advisories assessed against the repository dependency graph instead
- Advisory severity resolved for 120 of 252 advisories (lookup cap); the remainder are reported as unknown severity
- OpenSSF Scorecard did not return a usable result (2026/07/21 04:27:30 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

## What this report is

inspect.software measures public repositories against a single published, versioned methodology and reports the result as a 1–100 health index. Findings are signals derived from what is visible in public repository data — they are not a security audit, a warranty, or an endorsement, and no result depends on payment.

- Methodology, formulas and weights: https://inspect.software/methodology.md
- What a result does and does not claim: https://inspect.software/wiki/signals-not-warranties.md
- Rating bands: https://inspect.software/wiki/scoring-bands.md
- Corrections: https://inspect.software/contact.md
- Index of all documents: https://inspect.software/llms.txt