Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 19:56 UTC

chdb-io / chdb

chDB is an in-process OLAP SQL Engine 🚀 powered by ClickHouse

PythonApache-2.0★ 2,880 stars⑂ 129 forkssince Feb 2023View on GitHub ↗
KindPluginLibraryhow this is determined

chdb-io/chdb holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Vitality (95/100) and lowest on Security (58/100). It was last updated today. A single contributor accounts for most of its recent work.

94
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.

94
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 81 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

chdb-ioOrganization
117 followers34 public repossince May 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIchdb4.3.02,902,8284810 days agochdbclickhouseolapanalyticsdatabasesql

Metrics by category

Vitality

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

95Exceptional · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
34.6/36Commit cadence50/52 weeks with commits
18/18Commit volume1,339 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,339
human_commit_share1
days_since_last_push0
active_weeks_last_year50
How it's scored
27/27Ships releases83 releases published
36/36Release recencylatest release 10 days ago
27/27Release cadencea release every ~17 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count83
latest_release_tagv4.3.0
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases17

Community & Adoption

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

90Excellent · 17% of overall
How it's scored
56.1/60Stars2,880 stars
17.6/25Forks129 forks
8/15Watchers29 watchers
Inputs used
forks129
stars2,880
watchers29
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized 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_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes
How it's scored
80/80Monthly downloads2,902,828 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packageschdb
dependents
ecosystemspypi
total_downloads
monthly_downloads2,902,828
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?

70Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
9.7/22.5Commit distributiontop contributor authored 57% of commits
13.5/13.5Contributor breadth18 contributors
10/10OpenSSF Scorecard: Contributorsproject has 15 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled18
top_contributor_share0.569
How it's scored
35.6/42Issue resolution85% of issues closed
25.8/30PR acceptance305/354 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
13.5/15OpenSSF Scorecard: Code-ReviewFound 9/10 approved changesets -- score normalized to 9
Inputs used
merged_prs305
open_issues36
closed_issues201
prs_merged_7d2
prs_decided_7d2
prs_merged_30d9
prs_decided_30d12
issue_closed_ratio0.848
closed_unmerged_prs49
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domain
14.9/25Owner reach117 followers of chdb-io
17.9/25Track record34 public repos, account ~3 yr old
Inputs used
followers117
owner_typeOrganization
is_verifiedno
owner_loginchdb-io
public_repos34
account_age_days1,211

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 10 days ago
20/20Version history48 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packageschdb
ecosystemspypi
any_deprecatedno
min_days_since_publish10

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows9 workflow(s)
24/24Tests present
16/16Linter configpyproject.toml ([tool.ruff]), tox.ini
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://clickhouse.com/chdb
10/10Repository description
10/10Topics10 topics
10/10Wiki
Inputs used
topicsdata-science, database, embedded-database, olap, python, sql, chdb, clickhouse, clickhouse-database, clickhouse-server
has_wikiyes
homepagehttps://clickhouse.com/chdb
docs_sitehttps://clickhouse.com/chdb
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
2.2/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-ReviewFound 9/10 approved changesets -- score normalized to 9
2.5/2.5Contributorsproject has 15 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
0/7.5Dependency-Update-Toolno update tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packagingno data
0.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0/5SASTSAST tool is not run on all commits -- score normalized to 0
0/5Security-Policysecurity policy file not detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.8
Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisoriesno direct dependency carries a known advisory
25/25Indirect dependencies free of known advisoriesno indirect dependency carries a known advisory
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages6
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:chdb@4.3.0 runtime dependency closure — what installing the published package pulls in — 6 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.

78Good · 4% of overall
How it's scored
45/45Agent instructions.cursor/rules/chdb-ds.mdc, .cursor/rules/chdb.mdc, .cursor/rules/git-conventions.mdc, AGENTS.md
15/15Machine-readable docs (llms.txt)llms.txt present
40/40Legible commit history83 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url
legible_history_share0.83
agent_instruction_files.cursor/rules/chdb-ds.mdc, .cursor/rules/chdb.mdc, .cursor/rules/git-conventions.mdc, AGENTS.md
agent_instruction_max_bytes7,505
How it's scored
18/18One-command bootstrapMakefile
22/22Automated tests
11/11Lint / format configpyproject.toml ([tool.ruff]), tox.ini
0/11Static type checking
0/10Reproducible environment
10/10Demonstrated agent practice45 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenanceno automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.45
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable codePython without a type-check config
53.2/55Manageable file sizes13/389 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes393,233
source_files_sampled389
oversized_source_files13
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexamples, notebooks
Inputs used
example_dirsexamples, notebooks
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

2,880GitHub stars
18contributors
1,339commits, last 12 months
0days since last push
83releases
1bus factor
36open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'chdb' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for chdb carried forward from the previous scan (stats endpoint unavailable this scan)

More detail

Star and fork history 0 ★ / 129 ⇿
0Stars
129Forks
80Releases

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.

02040608010012011852023-042024-112026-07
Major 3Minor 24Patch 37

Each point covers 3 days.

OpenSSF Scorecard 4.8 / 10
4.8aggregate

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 · 2026-08-27 19:55 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 9/10 approved changesets -- score normalized to 9
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 3
RegistryPackageVersion constraintManifest
PyPIchdb-core>=26.7.0pyproject.toml
PyPIpandas>=2.1.0pyproject.toml
PyPIpyarrow>=13.0.0pyproject.toml
All dependencies 273

Full resolved dependency set from the GitHub dependency graph: 3 direct and 270 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIchdb-coredirect
PyPIpandasdirect
PyPIpyarrowdirect
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crates.ioahash0.7.6indirect
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crates.ioandroid-tzdata0.1.1indirect
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crates.ioconstant_time_eq0.3.0indirect
crates.iocore-foundation-sys0.8.4indirect
crates.iocrossbeam0.8.2indirect
crates.iocrossbeam-channel0.5.8indirect
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crates.iocrossbeam-epoch0.9.15indirect
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crates.ioheck0.4.1indirect
crates.iohermit-abi0.3.2indirect
crates.ioiana-time-zone0.1.57indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.ioident_case1.0.1indirect
crates.iois-terminal0.4.9indirect
crates.ioitertools0.10.5indirect
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crates.iojs-sys0.3.64indirect
crates.iolazy_static1.4.0indirect
crates.iolibc0.2.147indirect
crates.iolink-cplusplus1.0.9indirect
crates.iolinux-raw-sys0.4.5indirect
crates.iolog0.4.19indirect
crates.iomemchr2.5.0indirect
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crates.ioprql-ast0.9.3indirect
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crates.ioprql-parser0.9.3indirect
crates.iopsm0.1.21indirect
crates.ioquote1.0.31indirect
crates.iorayon1.7.0indirect
crates.iorayon-core1.11.0indirect
crates.ioredox_syscall0.2.16indirect
crates.ioredox_users0.4.3indirect
crates.ioregex1.9.1indirect
crates.ioregex-automata0.3.3indirect
crates.ioregex-syntax0.7.4indirect
crates.iorustc-demangle0.1.23indirect
crates.iorustix0.38.6indirect
crates.iorustversion1.0.14indirect
crates.ioryu1.0.15indirect
crates.ioscopeguard1.2.0indirect
crates.ioscratch1.0.7indirect
crates.iosemver1.0.18indirect
crates.ioserde1.0.174indirect
crates.ioserde_derive1.0.174indirect
crates.ioserde_jsonindirect
crates.ioserde_json1.0.103indirect
crates.ioskimindirect
crates.ioskim0.10.4indirect
crates.iosqlformat0.2.1indirect
crates.iosqlparser0.36.1indirect
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crates.iowindows-sys0.48.0indirect
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crates.iowindows_aarch64_gnullvm0.48.0indirect
crates.iowindows_aarch64_msvc0.48.0indirect
crates.iowindows_i686_gnu0.48.0indirect
crates.iowindows_i686_msvc0.48.0indirect
crates.iowindows_x86_64_gnu0.48.0indirect
crates.iowindows_x86_64_gnullvm0.48.0indirect
crates.iowindows_x86_64_msvc0.48.0indirect
crates.ioyansi0.5.1indirect
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Gogithub.com/cenkalti/backoff/v44.2.0indirect
Gogithub.com/clickhouse/clickhouse-go/v22.0.12indirect
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Gogithub.com/data-dog/go-sqlmock1.5.0indirect
Gogithub.com/davecgh/go-spew1.1.1indirect
Gogithub.com/distribution/distribution2.8.2+incompatibleindirect
Gogithub.com/docker/distribution2.8.1+incompatibleindirect
Gogithub.com/docker/docker23.0.0+incompatibleindirect
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Gogithub.com/dsnet/compress0.0.1indirect
Gogithub.com/elastic/gosigar0.14.2indirect
Gogithub.com/fsnotify/fsnotify1.5.4indirect
Gogithub.com/ghodss/yaml1.0.0indirect
Gogithub.com/go-ole/go-ole1.2.4indirect
Gogithub.com/gogo/protobuf1.3.2indirect
Gogithub.com/golang/protobuf1.5.2indirect
Gogithub.com/golang/snappy0.0.4indirect
Gogithub.com/google/shlex0.0.0-20191202100458-e7afc7fbc510indirect
Gogithub.com/google/uuid1.3.0indirect
Gogithub.com/hashicorp/hcl1.0.0indirect
Gogithub.com/inconshreveable/mousetrap1.0.0indirect
Gogithub.com/jaypipes/ghw0.8.0indirect
Gogithub.com/jaypipes/pcidb0.6.0indirect
Gogithub.com/klauspost/compress1.13.6indirect
Gogithub.com/klauspost/pgzip1.2.5indirect
Gogithub.com/kr/text0.2.0indirect
Gogithub.com/magiconair/properties1.8.7indirect
Gogithub.com/masterminds/semver1.5.0indirect
Gogithub.com/matishsiao/goinfo0.0.0-20210923090445-da2e3fa8d45findirect
Gogithub.com/mattn/go-runewidth0.0.9indirect
Gogithub.com/mholt/archiver/v44.0.0-alpha.4indirect
Gogithub.com/microsoft/go-winio0.5.2indirect
Gogithub.com/mitchellh/go-homedir1.1.0indirect
Gogithub.com/mitchellh/mapstructure1.4.3indirect
Gogithub.com/moby/patternmatcher0.5.0indirect
Gogithub.com/moby/sys/sequential0.5.0indirect
Gogithub.com/moby/term0.0.0-20221128092401-c43b287e0e0findirect
Gogithub.com/morikuni/aec1.0.0indirect
Gogithub.com/nwaples/rardecode/v22.0.0-beta.2indirect
Gogithub.com/olekukonko/tablewriter0.0.5indirect
Gogithub.com/opencontainers/go-digest1.0.0indirect
Gogithub.com/opencontainers/image-spec1.1.0-rc2indirect
Gogithub.com/opencontainers/runc1.1.3indirect
Gogithub.com/paulmach/orb0.4.0indirect
Gogithub.com/pelletier/go-toml1.9.5indirect
Gogithub.com/pierrec/lz4/v44.1.14indirect
Gogithub.com/pkg/errors0.9.1indirect
Gogithub.com/pmezard/go-difflib1.0.0indirect
Gogithub.com/rs/zerolog1.26.1indirect
Gogithub.com/shopspring/decimal1.3.1indirect
Gogithub.com/sirupsen/logrus1.9.0indirect
Gogithub.com/spf13/afero1.8.0indirect
Gogithub.com/spf13/cast1.4.1indirect
Gogithub.com/spf13/cobra1.3.0indirect
Gogithub.com/spf13/jwalterweatherman1.1.0indirect
Gogithub.com/spf13/pflag1.0.5indirect
Gogithub.com/spf13/viper1.10.1indirect
Gogithub.com/stackexchange/wmi0.0.0-20190523213315-cbe66965904dindirect
Gogithub.com/stretchr/testify1.8.1indirect
Gogithub.com/subosito/gotenv1.2.0indirect
Gogithub.com/testcontainers/testcontainers-go0.18.0indirect
Gogithub.com/therootcompany/xz1.0.1indirect
Gogithub.com/ulikunitz/xz0.5.10indirect
Gogithub.com/yargevad/filepathx1.0.0indirect
Gogo.opentelemetry.io/otel1.4.1indirect
Gogo.opentelemetry.io/otel/trace1.4.1indirect
Gogolang.org/x/net0.0.0-20220906165146-f3363e06e74cindirect
Gogolang.org/x/sys0.5.0indirect
Gogolang.org/x/text0.7.0indirect
Gogoogle.golang.org/genproto0.0.0-20220617124728-180714bec0adindirect
Gogoogle.golang.org/grpc1.47.0indirect
Gogoogle.golang.org/protobuf1.28.0indirect
Gogopkg.in/ini.v11.66.2indirect
Gogopkg.in/yaml.v22.4.0indirect
Gogopkg.in/yaml.v33.0.1indirect
Gohowett.net/plist0.0.0-20181124034731-591f970eefbbindirect
PyPIadbc-driver-managerindirect
PyPIblackindirect
PyPIboto3indirect
PyPIbuildindirect
PyPIclickhouse-connectindirect
PyPIduckdbindirect
PyPIhypothesisindirect
PyPImatplotlibindirect
PyPImypyindirect
PyPIpolarsindirect
PyPIpre-commitindirect
PyPIpytestindirect
PyPIpytest-covindirect
PyPIruffindirect
PyPIsetuptoolsindirect
PyPIsphinxindirect
PyPIsphinx-markdown-builderindirect
PyPIsphinx-rtd-themeindirect
PyPItwineindirect
Dependency advisories 0

Installing pypi:chdb@4.3.0 pulls in 6 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 statisticsPyPI.