Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-28 07:59 UTC

elastic / elasticsearch-py

Official Python client for Elasticsearch

PythonApache-2.0★ 4,383 stars⑂ 1,219 forkssince May 2013View on GitHub ↗
KindLibraryhow this is determined
#python#elasticsearch#search#client

elastic/elasticsearch-py holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Vitality (98/100) and lowest on Security (21/100). It was last updated 1 day ago. 2 contributors account for most of its recent work.

91
overall / 100
Excellent

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.

91
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 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

elasticOrganization
5,515 followers955 public repossince Feb 2014

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIelasticsearch9.5.051,778,83817323 days agorestclientelasticelasticsearchindexkibanamappingsearch

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

96Exceptional
How it's scored
36/36Push recency — last push 1 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 135 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year135
human_commit_share0.92
days_since_last_push1
active_weeks_last_year47

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 23 days ago
27/27Release cadence — a release every ~31.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv9.5.0
releases_from_tagsno
days_since_latest_release23
mean_days_between_releases31.1

Community & Adoption

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

97Exceptional · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
59.1/60Stars — 4,383 stars
25/25Forks — 1,219 forks
14.4/15Watchers — 395 watchers
Inputs used
forks1,219
stars4,383
watchers395
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

93Exceptional
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
7.2/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges5
has_contributingyes
has_issue_templateyes
has_code_of_conductyes
readme_badge_servicesgithub.com, readthedocs.org, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

100Exceptional
How it's scored
80/80Monthly downloads — 51,778,838 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageselasticsearch
dependents—
ecosystemspypi
total_downloads—
monthly_downloads51,778,838
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?

76Good · 23% of overall

Maintainer resilience (bus factor)

57Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.3/22.5Commit distribution — top contributor authored 46% of commits
13.5/13.5Contributor breadth — 98 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled98
top_contributor_share0.455

Issue & PR responsiveness

77Good
How it's scored
40.1/42Issue resolution — 95% of issues closed
25.2/30PR acceptance — 1,943/2,315 decided PRs merged
0/13Newcomer PR acceptance — 0/6 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs1,943
open_issues54
closed_issues1,132
prs_merged_7d2
prs_decided_7d2
prs_merged_30d11
prs_decided_30d20
issue_closed_ratio0.954
closed_unmerged_prs372
first_time_authors_30d5
first_time_prs_merged_30d0
first_time_prs_decided_30d6

Ownership & stewardship

80Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 5,515 followers of elastic
25/25Track record — 955 public repos, account ~12 yr old
Inputs used
followers5,515
owner_typeOrganization
is_verifiedno
owner_loginelastic
public_repos955
account_age_days4,568

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 23 days ago
20/20Version history — 173 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageselasticsearch
ecosystemspypi
any_deprecatedno
min_days_since_publish23

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall

Engineering practices

80Excellent
How it's scored
24/24CI workflows — 11 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
0/9.6Pre-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_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://ela.st/es-python
10/10Repository description
10/10Topics — 4 topics
0/10Wiki
Inputs used
topicspython, elasticsearch, search, client
has_wikino
homepagehttps://ela.st/es-python
docs_sitehttps://ela.st/es-python
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

21At Risk · 16% of overall

Security posture

1Critical
How it's scored
0/30Security policy (SECURITY.md)
0/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilespackage-lock.json
manifestspyproject.toml, setup.cfg
has_codeql_workflowno
has_security_policyno
has_dependabot_configno
Excluded from scoring (no data or not applicable): Dependency lockfiles. 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_packages9
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:elasticsearch@9.5.0 runtime dependency closure — what installing the published package pulls in — 9 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.

84Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 91 of 92 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.989
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes1,930

Verify loop (build / test / typecheck)

80Excellent
How it's scored
18/18One-command bootstrap — docs/sphinx/Makefile, noxfile.py
22/22Automated tests
11/11Lint / format config — eslint.config.js, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
11/11Static type checking — elasticsearch/py.typed, examples/quotes/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/sphinx/Makefile, noxfile.py
has_devcontainerno
has_linter_configyes
typecheck_configselasticsearch/py.typed, examples/quotes/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

78Good
How it's scored
27/45Type-checkable code — Python with type-check config (elasticsearch/py.typed, examples/quotes/tsconfig.json)
50.9/55Manageable file sizes — 24/320 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes371,599
source_files_sampled320
oversized_source_files24

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 — examples
Inputs used
example_dirsexamples
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

4,383GitHub stars
98contributors
135commits, last 12 months
1days since last push
100releases
2bus factor
54open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/08/28 07:57:29 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 ★ / 1,219 ⇿
0Stars
1,219Forks
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.

02505007501,0001,2501,219112015-112021-042026-08
Major 2Minor 29Patch 64

Each point covers 10 days.

Direct dependencies 5
RegistryPackageVersion constraintManifest
PyPIelastic-transport>=9.4.1,<10pyproject.toml
PyPIpython-dateutil—pyproject.toml
PyPItyping-extensions—pyproject.toml
PyPIsniffio—pyproject.toml
PyPIanyio—pyproject.toml
All dependencies 399

Full resolved dependency set from the GitHub dependency graph: 7 direct and 392 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIelastic-transport—direct
PyPIelastic-transport8.17.1direct
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PyPIsniffio1.3.1direct
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PyPItyping-extensions4.15.0direct
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npmrollup4.52.2indirect
npmrun-parallel1.2.0indirect
npmsafe-buffer5.2.1indirect
npmscheduler0.26.0indirect
npmsemver6.3.1indirect
npmsemver7.7.2indirect
npmset-cookie-parser2.7.1indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsignal-exit3.0.7indirect
npmsource-map0.6.1indirect
npmsource-map-js1.2.1indirect
npmstring_decoder1.3.0indirect
npmstrip-ansi6.0.1indirect
npmstrip-json-comments3.1.1indirect
npmsupports-color7.2.0indirect
npmtinyglobby0.2.15indirect
npmto-regex-range5.0.1indirect
npmtr460.0.3indirect
npmts-api-utils2.1.0indirect
npmtslib2.8.1indirect
npmtype-check0.4.0indirect
npmtypescript5.8.3indirect
npmtypescript-eslint8.44.1indirect
npmuglify-js3.19.3indirect
npmuncontrollable7.2.1indirect
npmuncontrollable8.0.4indirect
npmupdate-browserslist-db1.1.3indirect
npmuri-js4.4.1indirect
npmutil-deprecate1.0.2indirect
npmvite7.1.7indirect
npmwarning4.0.3indirect
npmwcwidth1.0.1indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmword-wrap1.2.5indirect
npmwordwrap1.0.0indirect
npmwrappy1.0.2indirect
npmyallist3.1.1indirect
npmyocto-queue0.1.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp—indirect
PyPIaiohttp3.12.15indirect
PyPIaiohttp3.7.4.post0indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-types0.7.0indirect
PyPIasgiref3.3.4indirect
PyPIasync-timeout3.0.1indirect
PyPIattrs21.2.0indirect
PyPIattrs25.3.0indirect
PyPIcertifi2023.7.22indirect
PyPIcertifi2025.8.3indirect
PyPIchardet4.0.0indirect
PyPIcharset-normalizer3.4.3indirect
PyPIclick8.0.1indirect
PyPIclick8.3.0indirect
PyPIelastic-apm6.2.1indirect
PyPIelasticsearch—indirect
PyPIelasticsearch7.13.1indirect
PyPIelasticsearch8.19.1indirect
PyPIfastapi—indirect
PyPIfastapi0.117.1indirect
PyPIfastapi0.65.1indirect
PyPIfilelock3.19.1indirect
PyPIfrozenlist1.7.0indirect
PyPIfsspec2025.9.0indirect
PyPIh110.12.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.1.10indirect
PyPIhuggingface-hub0.35.0indirect
PyPIidna3.10indirect
PyPIidna3.2indirect
PyPIjinja23.1.6indirect
PyPIjoblib1.5.2indirect
PyPImarkupsafe3.0.2indirect
PyPImpmath1.3.0indirect
PyPImultidict5.1.0indirect
PyPImultidict6.6.4indirect
PyPInetworkx3.5indirect
PyPInumpy—indirect
PyPInumpy2.3.3indirect
PyPIorjson—indirect
PyPIorjson3.11.3indirect
PyPIpackaging25.0indirect
PyPIpillow11.3.0indirect
PyPIpropcache0.3.2indirect
PyPIpyarrow—indirect
PyPIpydantic1.8.2indirect
PyPIpydantic2.11.9indirect
PyPIpydantic-core2.33.2indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.2indirect
PyPIregex2025.9.18indirect
PyPIrequests—indirect
PyPIrequests2.32.5indirect
PyPIsafetensors0.6.2indirect
PyPIscikit-learn1.7.2indirect
PyPIscipy1.16.2indirect
PyPIsentence-transformers—indirect
PyPIsentence-transformers5.1.1indirect
PyPIsimsimd—indirect
PyPIsix1.17.0indirect
PyPIsphinx-rtd-theme—indirect
PyPIstarlette0.14.2indirect
PyPIstarlette0.48.0indirect
PyPIsympy1.14.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItokenizers0.22.1indirect
PyPItorch2.8.0indirect
PyPItqdm—indirect
PyPItqdm4.67.1indirect
PyPItransformers4.56.2indirect
PyPItyping-inspection0.4.1indirect
PyPIurllib3—indirect
PyPIurllib31.26.5indirect
PyPIurllib32.5.0indirect
PyPIuvicorn—indirect
PyPIuvicorn0.14.0indirect
PyPIuvicorn0.36.0indirect
PyPIyarl1.20.1indirect
PyPIyarl1.6.3indirect
Dependency advisories 0

Installing pypi:elasticsearch@9.5.0 pulls in 9 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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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.