A python native client for easy interaction with a Weaviate instance.
weaviate/weaviate-python-client holds a health index of 79 out of 100, placing it in the Good band. It scores highest on Vitality (95/100) and lowest on Security (55/100). It was last updated 4 days ago. 2 contributors account for most of its recent work.
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
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.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | weaviate-client | 4.22.0 | - | 294 | 30 days ago |
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 4 days ago |
| 33.9/36 | Commit cadence — 49/52 weeks with commits |
| 18/18 | Commit volume — 814 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 814 |
| human_commit_share | — |
| days_since_last_push | 4 |
| active_weeks_last_year | 49 |
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 30 days ago |
| 27/27 | Release cadence — a release every ~12.5 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 100 |
| latest_release_tag | v4.22.0 |
| releases_from_tags | no |
| days_since_latest_release | 30 |
| mean_days_between_releases | 12.5 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 38.2/60 | Stars — 226 stars |
| 17.7/25 | Forks — 133 forks |
| 7.8/15 | Watchers — 26 watchers |
| forks | 133 |
| stars | 226 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-3-Clause) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 13.2/22.5 | Commit distribution — top contributor authored 42% of commits |
| 13.5/13.5 | Contributor breadth — 70 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
| bus_factor | 2 |
| contributors_sampled | 70 |
| top_contributor_share | 0.415 |
| 42.6/46.8 | Issue resolution — 91% of issues closed |
| 32.1/38.3 | PR acceptance — 1,352/1,613 decided PRs merged |
| 6/15 | OpenSSF Scorecard: Code-Review — Found 8/17 approved changesets -- score normalized to 4 |
| merged_prs | 1,352 |
| open_issues | 37 |
| closed_issues | 380 |
| issue_closed_ratio | 0.911 |
| closed_unmerged_prs | 261 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 21.7/25 | Owner reach — 1,056 followers of weaviate |
| 25/25 | Track record — 140 public repos, account ~8 yr old |
| followers | 1,056 |
| owner_type | Organization |
| is_verified | — |
| owner_login | weaviate |
| public_repos | 140 |
| account_age_days | 3,036 |
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 30 days ago |
| 20/20 | Version history — 294 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | weaviate-client |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 30 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8, ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://weaviate.io/developers/weaviate/client-libraries/python |
| 10/10 | Repository description |
| 10/10 | Topics — 3 topics |
| 0/10 | Wiki |
| topics | python, vector-search, weaviate |
| has_wiki | no |
| homepage | https://weaviate.io/developers/weaviate/client-libraries/python |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3/7.5 | Code-Review — Found 8/17 approved changesets -- score normalized to 4 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.5 |
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.
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8, ruff.toml |
| 11/11 | Static type checking — pyrightconfig.json, weaviate/py.typed |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 3/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | pyrightconfig.json, weaviate/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
| 27/45 | Type-checkable code — Python with type-check config (pyrightconfig.json, weaviate/py.typed) |
| 54.2/55 | Manageable file sizes — 7/480 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 121,902 |
| source_files_sampled | 480 |
| oversized_source_files | 7 |
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 17 out of 17 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 4 | Code-Review | Found 8/17 approved changesets -- score normalized to 4 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | httpx | >=0.26.0,<0.29.0 | setup.cfg |
| PyPI | validators | >=0.34.0,<1.0.0 | setup.cfg |
| PyPI | authlib | >=1.6.7,<2.0.0 | setup.cfg |
| PyPI | pydantic | >=2.12.0,<3.0.0 | setup.cfg |
| PyPI | grpcio | >=1.59.5,<1.80.0 | setup.cfg |
| PyPI | protobuf | >=4.21.6,<7.0.0 | setup.cfg |
| PyPI | packaging | >=21.0 | setup.cfg |
Full resolved dependency set from the GitHub dependency graph: 7 direct and 41 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | authlib | 1.6.12 | direct |
| PyPI | grpcio | 1.75.1 | direct |
| PyPI | httpx | 0.26.0 | direct |
| PyPI | packaging | 26.2 | direct |
| PyPI | protobuf | — | direct |
| PyPI | pydantic | 2.12.0 | direct |
| PyPI | validators | 0.34.0 | direct |
| PyPI | autodoc-pydantic | 2.2.0 | indirect |
| PyPI | build | — | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | flake8 | — | indirect |
| PyPI | flake8-bugbear | 24.12.12 | indirect |
| PyPI | flake8-builtins | 3.0.0 | indirect |
| PyPI | flake8-comprehensions | 3.17.0 | indirect |
| PyPI | flake8-docstrings | 1.7.0 | indirect |
| PyPI | flask | — | indirect |
| PyPI | grpcio-health-checking | 1.75.1 | indirect |
| PyPI | grpcio-tools | 1.75.1 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | litestar | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | polars | — | indirect |
| PyPI | pre-commit | — | indirect |
| PyPI | py-spy | 0.4.1 | indirect |
| PyPI | pydoclint | 0.7.3 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-benchmark | 5.1.0 | indirect |
| PyPI | pytest-cov | 6.2.1 | indirect |
| PyPI | pytest-httpserver | 1.1.3 | indirect |
| PyPI | pytest-profiling | 1.8.1 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | pytest-xdist | 3.7.0 | indirect |
| PyPI | ruff | 0.14.7 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | setuptools-scm | — | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx-rtd-theme | 3.1.0 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | twine | — | indirect |
| PyPI | types-protobuf | 6.30.2.20250703 | indirect |
| PyPI | types-urllib3 | 1.26.25.14 | indirect |
| PyPI | typing-extensions | 4.14.1 | indirect |
| PyPI | weaviate-agents | — | indirect |
| PyPI | werkzeug | 3.1.6 | indirect |
| PyPI | wheel | — | indirect |
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"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8, ruff.toml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "17 out of 17 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"vector-search",
"weaviate"
],
"has_wiki": false,
"homepage": "https://weaviate.io/developers/weaviate/client-libraries/python",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
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},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
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"points": 15,
"status": "met",
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "topics",
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}
],
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{
"key": "wiki",
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"detail": null,
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"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 55,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": null,
"notes": [],
"value": 55,
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},
"components": [
{
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"points": 7.5,
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},
{
"key": "branch_protection",
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"points": 2.2,
"status": "partial",
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},
{
"key": "ci_tests",
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},
{
"key": "cii_best_practices",
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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"points": 3,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"points": 7.5,
"status": "met",
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 3",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "2 existing vulnerabilities detected",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "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.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 57,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
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"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"detail": "no data",
"points": 0,
"status": "excluded",
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"code": "no_data",
"params": {}
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"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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}
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"value": 89,
"inputs": {
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"lockfiles": [],
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"bootstrap_files": [
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"has_linter_config": true,
"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
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"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"detail": ".flake8, ruff.toml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8, ruff.toml"
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
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"detail": "pyrightconfig.json, weaviate/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"points": 10,
"status": "met",
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"code": "file_list",
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"files": "Dockerfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"points": 5,
"status": "partial",
"details": [
{
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
"note": null,
"notes": [],
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"source_files_sampled": 480,
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"components": [
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"status": "partial",
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}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"points": 54.2,
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"oversized": 7
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}
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}
],
"description": "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."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-18T14:10:53.852421Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/weaviate/weaviate-python-client.svg",
"full_name": "weaviate/weaviate-python-client",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.