Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-14 15:00 UTC

DataRecce / recce

The data-validation toolkit for enhanced dbt (data build tool) PR review

TypeScript · PythonApache-2.0★ 478 stars⑂ 28 forkssince Oct 2023View on GitHub ↗
KindCommand-line toolWeb interfaceNetwork servicehow this is determined

DataRecce/recce holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (100/100) and lowest on Community & Adoption (70/100). It was last updated today. 2 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 86 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

RecceOrganization · verified domain
18 followers34 public repossince Nov 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIreccepoints to another repo — not scored1.64.037,2712075 days ago
PyPIrecce-cloud1.64.02,004615 days ago

Metrics by category

Vitality

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

99Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 2,827 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,827
human_commit_share1
days_since_last_push0
active_weeks_last_year51

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 5 days ago
27/27Release cadence — a release every ~6.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv1.64.0
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases6.2
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

70Good · 17% of overall
How it's scored
43.4/60Stars — 478 stars
11.9/25Forks — 28 forks
4.3/15Watchers — 7 watchers
Inputs used
forks28
stars478
watchers7
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_badges7
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes
How it's scored
44/80Monthly downloads — 2,004 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesrecce-cloud
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,004
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

81Excellent · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
16.5/22.5Commit distribution — top contributor authored 27% of commits
13.5/13.5Contributor breadth — 15 contributors
10/10OpenSSF Scorecard: Contributors — project has 12 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled15
top_contributor_share0.268
How it's scored
40.4/42Issue resolution — 96% of issues closed
25.6/30PR acceptance — 1,205/1,414 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
10.5/15OpenSSF Scorecard: Code-Review — Found 7/9 approved changesets -- score normalized to 7
Inputs used
merged_prs1,205
open_issues4
closed_issues102
prs_merged_7d4
prs_decided_7d4
prs_merged_30d30
prs_decided_30d31
issue_closed_ratio0.962
closed_unmerged_prs209
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
9.2/25Owner reach — 18 followers of DataRecce
16.8/25Track record — 34 public repos, account ~2 yr old
Inputs used
followers18
owner_typeOrganization
is_verifiedyes
owner_loginDataRecce
public_repos34
account_age_days1,022

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 5 days ago
20/20Version history — 61 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesrecce-cloud
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 13 workflow(s)
24/24Tests present
16/16Linter config — .flake8, biome.json, pyproject.toml ([tool.black], [tool.isort]), tox.ini
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://datarecce.io/docs
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicsdbt, elt, data, data-validation, analytics-engineering, data-engineering, dataops
has_wikiyes
homepagehttps://datarecce.io/docs
docs_sitehttps://datarecce.io/docs
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

75Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 7/9 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 12 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.9
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

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_packages57
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:recce@1.64.0 runtime dependency closure — what installing the published package pulls in — 57 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.

83Excellent · 4% of overall
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, .github/instructions/backend-instructions.md, .github/instructions/frontend-instructions.md, AGENTS.md, CLAUDE.md, js/CLAUDE.md, js/packages/storybook/CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://datarecce.io/llms.txt)
40/40Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://datarecce.io/llms.txt
legible_history_share0.93
agent_instruction_files.github/copilot-instructions.md, .github/instructions/backend-instructions.md, .github/instructions/frontend-instructions.md, AGENTS.md, CLAUDE.md, js/CLAUDE.md, js/packages/storybook/CLAUDE.md
agent_instruction_max_bytes16,916
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .flake8, biome.json, pyproject.toml ([tool.black], [tool.isort]), tox.ini
11/11Static type checking — js/packages/storybook/tsconfig.json, js/packages/ui/tsconfig.json, js/tsconfig.json
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 31 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsjs/packages/storybook/tsconfig.json, js/packages/ui/tsconfig.json, js/tsconfig.json
agent_commit_share0.31
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.4/55Manageable file sizes — 10/930 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes179,762
source_files_sampled930
oversized_source_files10
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

478GitHub stars
15contributors
2,827commits, last 12 months
0days since last push
100releases
2bus factor
4open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'recce' points at a different repository (https://github.com/InfuseAI/recce); excluded from ecosystem scoring

More detail

Star and fork history 0 ★ / 28 ⇿
0Stars
28Forks
97Releases

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.

0510152025302732024-022025-052026-08
Major 0Minor 54Patch 43

Each point covers 3 days.

OpenSSF Scorecard 6.9 / 10
6.9aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-09-14 14:59 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 7/9 approved changesets -- score normalized to 7
10Contributorsproject has 12 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Direct dependencies 86
RegistryPackageVersion constraintManifest
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npm@babel/runtime^8.0.0js/package.json
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npmlodash^4.18.1js/package.json
npmnext16.3.4js/package.json
npmnext-themes^0.4.6js/package.json
npmposthog-js^1.428.3js/package.json
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npmusehooks-ts^3.1.1js/package.json
npmwrite-excel-file^4.1.1js/package.json
npmyaml^2.9.0js/package.json
PyPIboto3—pyproject.toml
PyPIrequests>=2.28.1pyproject.toml
PyPIruamel.yaml>=0.18.6pyproject.toml
PyPIclick>=7.1pyproject.toml
PyPIdeepdiff>=8.6.1,<10.0pyproject.toml
PyPIportalocker—pyproject.toml
PyPIfastapi—pyproject.toml
PyPIitsdangerous—pyproject.toml
PyPIuvicorn—pyproject.toml
PyPIpydantic—pyproject.toml
PyPIjinja2—pyproject.toml
PyPIrich>=12.0.0pyproject.toml
PyPIsentry-sdk>=2.44.0pyproject.toml
PyPIposthog>=3.0.0pyproject.toml
PyPIwatchdog—pyproject.toml
PyPIwebsockets—pyproject.toml
PyPIpy-markdown-table—pyproject.toml
PyPIpython-dateutil—pyproject.toml
PyPIpython-multipart—pyproject.toml
PyPIGitPython—pyproject.toml
PyPIPyGithub—pyproject.toml
PyPIsqlglot>=27.29.0,<31.0pyproject.toml
PyPIpytz—pyproject.toml
PyPIpackaging—pyproject.toml
PyPIopenpyxl>=3.1.0pyproject.toml
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PyPIcryptography>=3.4recce_cloud/pyproject.toml
PyPIposthog>=3.0.0recce_cloud/pyproject.toml
PyPIpyyaml>=6.0recce_cloud/pyproject.toml
PyPIrequests>=2.28.1recce_cloud/pyproject.toml
PyPIrich>=12.0.0recce_cloud/pyproject.toml
All dependencies 243

Full resolved dependency set from the GitHub dependency graph: 71 direct and 172 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIdbt-duckdb1.10.1indirect
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PyPIdbt-protos1.0.541indirect
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PyPIdistro1.9.0indirect
PyPIdocutils0.22.3indirect
PyPIduckdb1.4.2indirect
PyPIet-xmlfile2.0.0indirect
PyPIexceptiongroup1.3.0indirect
PyPIfilelock3.25.0indirect
PyPIflake87.3.0indirect
PyPIgitdb4.0.12indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIid1.5.0indirect
PyPIidentify2.6.15indirect
PyPIidna3.16indirect
PyPIimportlib-metadata8.7.0indirect
PyPIiniconfig2.3.0indirect
PyPIisodate0.6.1indirect
PyPIisort7.0.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.0.1indirect
PyPIjaraco-functools4.3.0indirect
PyPIjeepney0.9.0indirect
PyPIjmespath1.0.1indirect
PyPIjsonschema4.25.1indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIleather0.4.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImashumaro3.14indirect
PyPImccabe0.7.0indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImetricflow0.211.0indirect
PyPImore-itertools10.8.0indirect
PyPImsgpack1.2.1indirect
PyPImypy1.18.2indirect
PyPImypy-extensions1.1.0indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.5indirect
PyPInh30.3.2indirect
PyPInodeenv1.9.1indirect
PyPInumpy2.2.6indirect
PyPInumpy2.3.5indirect
PyPIopentelemetry-api1.44.0indirect
PyPIorderly-set5.5.0indirect
PyPIpandas2.3.3indirect
PyPIparsedatetime2.6indirect
PyPIpathspec1.0.4indirect
PyPIplatformdirs4.5.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.0indirect
PyPIprotobuf6.33.5indirect
PyPIpycodestyle2.14.0indirect
PyPIpycparser2.23indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpyflakes3.4.0indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpynacl1.6.2indirect
PyPIpyproject-api1.10.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-flake81.3.0indirect
PyPIpytest-mypy1.0.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-slugify8.0.4indirect
PyPIpytimeparse1.1.8indirect
PyPIpytokens0.4.1indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIrapidfuzz3.14.5indirect
PyPIreadme-renderer44.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc39862.0.0indirect
PyPIrpds-py0.29.0indirect
PyPIruamel-yaml-clib0.2.15indirect
PyPIs3transfer0.19.0indirect
PyPIsecretstorage3.4.1indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.2indirect
PyPIsniffio1.3.1indirect
PyPIsnowplow-tracker1.1.0indirect
PyPIsqlparse0.6.0indirect
PyPIsse-starlette3.0.3indirect
PyPIstarlette1.3.1indirect
PyPItabulate0.10.0indirect
PyPItext-unidecode1.3indirect
PyPItomli2.3.0indirect
PyPItox4.32.0indirect
PyPItox-uv1.29.0indirect
PyPItwine7.0.0indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPIurllib32.7.0indirect
PyPIuv0.11.19indirect
PyPIvirtualenv20.36.1indirect
PyPIzipp3.23.0indirect
Dependency advisories 0

Installing pypi:recce@1.64.0 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.

Raw JSON report machine-readable

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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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.