Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 23:38 UTC

fivetran / great_expectations

Always know what to expect from your data.

PythonApache-2.0★ 11,743 stars⑂ 1,814 forkssince Sep 2017View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#pipeline-tests#dataquality#datacleaning#datacleaner#data-science#data-profiling#pipeline#pipeline-testing#cleandata#dataunittest#data-unit-tests#eda#exploratory-data-analysis#exploratory-analysis#exploratorydataanalysis#data-quality#data-engineering#pipeline-debt#data-profilers#mlops

fivetran/great_expectations holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (99/100) and lowest on Security (64/100). It was last updated today. 4 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

FivetranOrganization · verified domain
410 followers315 public repossince Nov 2012

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIgreat_expectations_zipcode_expectations0.1.035211218 days ago
PyPIgreat_expectations_ethical_ai_expectations0.1.0-11218 days ago
PyPIgreat_expectations_geospatial_expectations0.1.0-11218 days ago
PyPIgreat_expectations_semantic_types_expectations0.1.0-11218 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

99Exceptional · 21% of overall

Development activity

98Exceptional
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 483 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year483
human_commit_share0.82
days_since_last_push0
active_weeks_last_year50

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 8 days ago
27/27Release cadence — a release every ~11.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag1.21.0
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases11.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

94Exceptional · 17% of overall

Popularity & adoption

96Exceptional
How it's scored
60/60Stars — 11,743 stars
25/25Forks — 1,814 forks
11.1/15Watchers — 99 watchers
Inputs used
forks1,814
stars11,743
watchers99
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

80Excellent · 23% of overall

Maintainer resilience (bus factor)

82Excellent
How it's scored
43.2/54Bus factor — 4 contributor(s) cover half of all commits
17.2/22.5Commit distribution — top contributor authored 23% of commits
13.5/13.5Contributor breadth — 97 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor4
contributors_sampled97
top_contributor_share0.234

Issue & PR responsiveness

86Excellent
How it's scored
41.6/42Issue resolution — 99% of issues closed
25.6/30PR acceptance — 8,339/9,791 decided PRs merged
5.6/13Newcomer PR acceptance — 3/7 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs8,339
open_issues20
closed_issues2,056
prs_merged_7d11
prs_decided_7d11
prs_merged_30d51
prs_decided_30d57
issue_closed_ratio0.99
closed_unmerged_prs1,452
first_time_authors_30d7
first_time_prs_merged_30d3
first_time_prs_decided_30d7

Ownership & stewardship

94Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
18.8/25Owner reach — 410 followers of fivetran
25/25Track record — 315 public repos, account ~13 yr old
Inputs used
followers410
owner_typeOrganization
is_verifiedyes
owner_loginfivetran
public_repos315
account_age_days5,044

Package maintenance

53Moderate
How it's scored
25/25Published & resolvable — 4 package(s) on pypi
4/35Publish recency — latest publish 1,218 days ago
4/20Version history — 1 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgreat_expectations_zipcode_expectations, great_expectations_ethical_ai_expectations, great_expectations_geospatial_expectations, great_expectations_semantic_types_expectations
ecosystemspypi
any_deprecatedno
min_days_since_publish1,218

Engineering Quality

Are baseline engineering and documentation practices in place?

95Exceptional · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 12 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff]), ruff.toml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.greatexpectations.io/
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicspipeline-tests, dataquality, datacleaning, datacleaner, data-science, data-profiling, pipeline, pipeline-testing, cleandata, dataunittest, data-unit-tests, eda, exploratory-data-analysis, exploratory-analysis, exploratorydataanalysis, data-quality, data-engineering, pipeline-debt, data-profilers, mlops
has_wikiyes
homepagehttps://docs.greatexpectations.io/
docs_sitehttps://docs.greatexpectations.io/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

64Moderate · 16% of overall

Security posture

55Moderate
How it's scored
30/30Security policy (SECURITY.md)
0/25Dependabot config
25/25Dependency lockfiles — package-lock.json, yarn.lock
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilespackage-lock.json, yarn.lock
manifestspyproject.toml, reqs/requirements-dev-all-contrib-expectations.txt, reqs/requirements-dev-api-docs-test.txt, reqs/requirements-dev-arrow.txt, reqs/requirements-dev-athena.txt, reqs/requirements-dev-azure.txt, reqs/requirements-dev-bigquery.txt, reqs/requirements-dev-clickhouse.txt, reqs/requirements-dev-cloud.txt, reqs/requirements-dev-contrib.txt, reqs/requirements-dev-databricks.txt, reqs/requirements-dev-dremio.txt, reqs/requirements-dev-excel.txt, reqs/requirements-dev-gcs.txt, reqs/requirements-dev-gx-redshift.txt, reqs/requirements-dev-hive.txt, reqs/requirements-dev-lite.txt, reqs/requirements-dev-mysql.txt, reqs/requirements-dev-oracle.txt, reqs/requirements-dev-pagerduty.txt, reqs/requirements-dev-postgresql.txt, reqs/requirements-dev-redshift.txt, reqs/requirements-dev-singlestore.txt, reqs/requirements-dev-snowflake.txt, reqs/requirements-dev-spark-connect.txt, reqs/requirements-dev-spark.txt, reqs/requirements-dev-sql-server.txt, reqs/requirements-dev-sqlalchemy.txt, reqs/requirements-dev-sqlalchemy1.txt, reqs/requirements-dev-sqlalchemy2.txt, reqs/requirements-dev-teradata.txt, reqs/requirements-dev-test.txt, reqs/requirements-dev-tools.txt, reqs/requirements-dev-trino.txt, reqs/requirements-dev-vertica.txt, requirements-dev.txt, requirements-types.txt, requirements.txt, setup.cfg, setup.py
has_codeql_workflowno
has_security_policyyes
has_dependabot_configno

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages48
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:great_expectations_zipcode_expectations@0.1.0 runtime dependency closure — what installing the published package pulls in — 48 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

81Excellent · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
29.9/40Legible commit history — 46 of 82 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.561
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes8,747

Verify loop (build / test / typecheck)

78Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff]), ruff.toml
11/11Static type checking — great_expectations/py.typed
10/10Reproducible environment — Dockerfile, lockfile
8/10Demonstrated agent practice — 4 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 17 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, yarn.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsgreat_expectations/py.typed
agent_commit_share0.04
toolchain_manifests—
dependency_bot_commit_share0.17

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (great_expectations/py.typed)
54.3/55Manageable file sizes — 21/1,733 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes259,887
source_files_sampled1,733
oversized_source_files21

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

11,743GitHub stars
97contributors
483commits, last 12 months
0days since last push
100releases
4bus factor
20open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'great_expectations_contrib' from its registry
  • Could not fetch pypi package 'time_series_expectations' from its registry
  • Could not fetch pypi package 'capitalone-dataprofiler-expectations' from its registry
  • pypi download statistics for 'great_expectations_ethical_ai_expectations' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'great_expectations_geospatial_expectations' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'great_expectations_semantic_types_expectations' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/08/27 23:37:13 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 1,814 ⇿
0Stars
1,814Forks
100Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

5001,0001,5002,0001,814252022-032024-062026-08
Major 1Minor 20Patch 77

Each point covers 5 days.

All dependencies 1,906

Full resolved dependency set from the GitHub dependency graph: 0 direct and 1,906 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIgtin—indirect
PyPIholidays—indirect
PyPIinvoke3.0.0indirect
PyPIipwhois—indirect
PyPIisbnlib—indirect
PyPIjinja2—indirect
PyPIjsonschema—indirect
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PyPIjupyterlab—indirect
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PyPImarshmallow—indirect
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PyPImypy1.13.0indirect
PyPImypy1.19.0indirect
PyPImyst-parser—indirect
PyPInumpy—indirect
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PyPIprice-parser—indirect
PyPIprimefac—indirect
PyPIprophet—indirect
PyPIpsycopg2-binary—indirect
PyPIpwnedpasswords—indirect
PyPIpy-moneyed—indirect
PyPIpyarrow—indirect
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PyPIpydantic—indirect
PyPIpydata-sphinx-theme0.11.0indirect
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PyPIpypd1.1.0indirect
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PyPIpyvat—indirect
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PyPIrequirements-parser—indirect
PyPIrtree—indirect
PyPIruamel-yaml—indirect
PyPIruff0.14.9indirect
PyPIschwifty—indirect
PyPIscikit-learn—indirect
PyPIscipy—indirect
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PyPIshapely—indirect
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PyPIsinglestoredb—indirect
PyPIsnowflake-connector-python—indirect
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PyPIsphinxcontrib-applehelp1.0.4indirect
PyPIsphinxcontrib-devhelp1.0.2indirect
PyPIsphinxcontrib-htmlhelp2.0.1indirect
PyPIsphinxcontrib-qthelp1.0.3indirect
PyPIsphinxcontrib-serializinghtml1.1.5indirect
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PyPIsqlalchemy-dremio1.2.1indirect
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PyPIsqlalchemy-singlestoredb—indirect
PyPIsqlalchemy-vertica-python—indirect
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PyPIteradatasqlalchemy17.0.0.5indirect
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PyPIthrift-sasl—indirect
PyPItimezonefinder—indirect
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PyPItrino—indirect
PyPItwine3.7.1indirect
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PyPIuszipcode—indirect
PyPIwheel0.38.1indirect
PyPIxlrd—indirect
PyPIyahoo-fin—indirect
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PyPIzstandard—indirect
Dependency advisories 0

Installing pypi:great_expectations_zipcode_expectations@0.1.0 pulls in 48 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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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.