Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 13:17 UTC
milvus-io / pymilvus
Python SDK for Milvus Vector Database
milvus-io/pymilvus holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on AI Readiness (44/100). It was last updated 1 day ago. 4 contributors account for most of its recent work.
83
overall / 100Software health index
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.
83
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
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.
Ownership
The Milvus ProjectOrganization
1,250 followers68 public repossince Jun 2019
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | pymilvus | 3.0.0 | 5,621,815 | 146 | 71 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 35.3/36 | Commit cadence — 51/52 weeks with commits |
| 18/18 | Commit volume — 296 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 296 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 51 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 1 days ago |
| 27/27 | Release cadence — a release every ~17.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | v2.6.17 |
| releases_from_tags | no |
| days_since_latest_release | 1 |
| mean_days_between_releases | 17.4 |
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?
82
Popularity & adoption
80Good
How it's scored
| 51/60 | Stars — 1,401 stars |
| 22/25 | Forks — 439 forks |
| 6.5/15 | Watchers — 16 watchers |
Inputs used
| forks | 439 |
| stars | 1,401 |
| watchers | 16 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 5,621,815 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | pymilvus |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5,621,815 |
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?
85
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 16.3/22.5 | Commit distribution — top contributor authored 27% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 100 |
| top_contributor_share | 0.274 |
How it's scored
| 32.9/46.8 | Issue resolution — 70% of issues closed |
| 35.2/38.3 | PR acceptance — 2,251/2,447 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 2,251 |
| open_issues | 359 |
| closed_issues | 848 |
| issue_closed_ratio | 0.703 |
| closed_unmerged_prs | 196 |
Ownership & stewardship
77Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.3/25 | Owner reach — 1,250 followers of milvus-io |
| 25/25 | Track record — 68 public repos, account ~7 yr old |
Inputs used
| followers | 1,250 |
| owner_type | Organization |
| is_verified | — |
| owner_login | milvus-io |
| public_repos | 68 |
| account_age_days | 2,593 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 71 days ago |
| 20/20 | Version history — 146 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | pymilvus |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 71 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 7 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 9 topics |
| 0/10 | Wiki |
Inputs used
| topics | anns, python, milvus, faiss, faiss-vector-database, python-sdk, vector-database, milvus-lite, milvus-sdk |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
56
Security posture
56Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 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 — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 47 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.6 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
AI Readiness
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.
44
Agent context & guidance
1Critical
How it's scored
| 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 |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.5/55 | Manageable file sizes — 14/305 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 251,372 |
| source_files_sampled | 305 |
| oversized_source_files | 14 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
1,401GitHub stars
100contributors
296commits, last 12 months
1days since last push
100releases
4bus factor
359open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.6 / 10
5.6aggregate
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 |
| n/a | Branch-Protection | internal 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 |
| 10 | CI-Tests | 30 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 47 existing vulnerabilities detected |
Direct dependencies 9
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | grpcio | >=1.66.2,!=1.68.0,!=1.68.1,!=1.69.0,!=1.70.0,!=1.70.1,!=1.71.0,!=1.72.1,!=1.73.0 | pyproject.toml |
| PyPI | grpcio | >=1.75.1 | pyproject.toml |
| PyPI | orjson | >=3.10.15 | pyproject.toml |
| PyPI | protobuf | >=5.27.2 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.1, <2.0.0 | pyproject.toml |
| PyPI | pandas | >=1.2.4 | pyproject.toml |
| PyPI | numpy | <1.25.0 | pyproject.toml |
| PyPI | cachetools | >=5.0.0 | pyproject.toml |
| PyPI | requests | >=2.20.0 | pyproject.toml |
All dependencies 207
Full resolved dependency set from the GitHub dependency graph: 22 direct and 185 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | cachetools | 5.5.2 | direct |
| PyPI | cachetools | 6.2.6 | direct |
| PyPI | cachetools | 7.1.4 | direct |
| PyPI | grpcio | 1.66.2 | direct |
| PyPI | grpcio | 1.80.0 | direct |
| PyPI | numpy | 1.24.4 | direct |
| PyPI | numpy | 2.0.2 | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | numpy | 2.4.6 | direct |
| PyPI | orjson | 3.10.15 | direct |
| PyPI | orjson | 3.11.5 | direct |
| PyPI | orjson | 3.11.9 | direct |
| PyPI | pandas | 2.0.3 | direct |
| PyPI | pandas | 2.3.3 | direct |
| PyPI | pandas | 3.0.3 | direct |
| PyPI | protobuf | 5.29.6 | direct |
| PyPI | python-dotenv | 1.0.1 | direct |
| PyPI | python-dotenv | 1.2.1 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | requests | 2.32.4 | direct |
| PyPI | requests | 2.32.5 | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 21.2.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | azure-core | 1.33.0 | indirect |
| PyPI | azure-core | 1.39.0 | indirect |
| PyPI | azure-core | 1.41.0 | indirect |
| PyPI | azure-storage-blob | 12.26.0 | indirect |
| PyPI | azure-storage-blob | 12.29.0 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | black | 24.8.0 | indirect |
| PyPI | black | 25.11.0 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | check-wheel-contents | 0.6.1 | indirect |
| PyPI | check-wheel-contents | 0.6.3 | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coloredlogs | 15.0.1 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | coverage | 7.14.0 | indirect |
| PyPI | coverage | 7.6.1 | indirect |
| PyPI | cryptography | 47.0.0 | indirect |
| PyPI | cryptography | 48.0.0 | indirect |
| PyPI | cython | 3.2.4 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | faiss-cpu | 1.13.2 | indirect |
| PyPI | filelock | 3.16.1 | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fsspec | 2025.10.0 | indirect |
| PyPI | fsspec | 2025.3.0 | indirect |
| PyPI | fsspec | 2026.4.0 | indirect |
| PyPI | grpcio-tools | 1.66.2 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huggingface-hub | 0.36.2 | indirect |
| PyPI | huggingface-hub | 1.16.1 | indirect |
| PyPI | humanfriendly | 10.0 | indirect |
| PyPI | id | 1.6.1 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | idna | 3.16 | indirect |
| PyPI | importlib-metadata | 8.5.0 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isodate | 0.7.2 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.1 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.4.0 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | linkify-it-py | 2.0.3 | indirect |
| PyPI | linkify-it-py | 2.1.0 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 2.1.5 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mdit-py-plugins | 0.4.2 | indirect |
| PyPI | mdit-py-plugins | 0.6.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | memray | 1.19.3 | indirect |
| PyPI | milvus-lite | 2.5.1 | indirect |
| PyPI | milvus-lite | 3.0 | indirect |
| PyPI | minio | 7.2.10 | indirect |
| PyPI | minio | 7.2.20 | indirect |
| PyPI | minio | 7.2.7 | indirect |
| PyPI | ml-dtypes | 0.2.0 | indirect |
| PyPI | ml-dtypes | 0.5.4 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nh3 | 0.3.5 | indirect |
| PyPI | onnxruntime | 1.20.1 | indirect |
| PyPI | onnxruntime | 1.24.3 | indirect |
| PyPI | onnxruntime | 1.26.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | platformdirs | 4.3.6 | indirect |
| PyPI | platformdirs | 4.4.0 | indirect |
| PyPI | platformdirs | 4.9.6 | indirect |
| PyPI | pluggy | 1.5.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | py-cpuinfo | 9.0.0 | indirect |
| PyPI | py-spy | 0.4.2 | indirect |
| PyPI | pyarrow | 17.0.0 | indirect |
| PyPI | pyarrow | 21.0.0 | indirect |
| PyPI | pyarrow | 24.0.0 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pycryptodome | 3.23.0 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygal | 3.1.0 | indirect |
| PyPI | pygaljs | 1.0.2 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pymilvus-model | 0.3.2 | indirect |
| PyPI | pyreadline3 | 3.5.6 | indirect |
| PyPI | pytest | 8.3.5 | indirect |
| PyPI | pytest | 8.4.2 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-asyncio | 0.24.0 | indirect |
| PyPI | pytest-asyncio | 1.2.0 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-benchmark | 4.0.0 | indirect |
| PyPI | pytest-benchmark | 5.2.3 | indirect |
| PyPI | pytest-cov | 5.0.0 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | regex | 2024.11.6 | indirect |
| PyPI | regex | 2026.1.15 | indirect |
| PyPI | regex | 2026.5.9 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 14.3.4 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruff | 0.15.14 | indirect |
| PyPI | safetensors | 0.5.3 | indirect |
| PyPI | safetensors | 0.7.0 | indirect |
| PyPI | scipy | 1.10.1 | indirect |
| PyPI | scipy | 1.13.1 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | setuptools | 75.3.2 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | setuptools-scm | 10.0.5 | indirect |
| PyPI | setuptools-scm | 9.2.2 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sympy | 1.13.3 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | textual | 0.73.0 | indirect |
| PyPI | textual | 6.2.1 | indirect |
| PyPI | textual | 8.2.7 | indirect |
| PyPI | tokenizers | 0.20.3 | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | transformers | 4.46.3 | indirect |
| PyPI | transformers | 4.57.6 | indirect |
| PyPI | transformers | 5.9.0 | indirect |
| PyPI | twine | 6.2.0 | indirect |
| PyPI | typer | 0.25.1 | indirect |
| PyPI | typing-extensions | 4.13.2 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | uc-micro-py | 1.0.3 | indirect |
| PyPI | uc-micro-py | 2.0.0 | indirect |
| PyPI | urllib3 | 2.2.3 | indirect |
| PyPI | urllib3 | 2.6.3 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | vcs-versioning | 0.0.1 | indirect |
| PyPI | vcs-versioning | 1.1.1 | indirect |
| PyPI | wheel-filename | 1.4.2 | indirect |
| PyPI | zipp | 3.20.2 | indirect |
| PyPI | zipp | 3.23.1 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"anns",
"python",
"milvus",
"faiss",
"faiss-vector-database",
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"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 82,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"forks": 439,
"stars": 1401,
"watchers": 16,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,401 stars",
"points": 51,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1401
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "439 forks",
"points": 22,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 439
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "16 watchers",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 16
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
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],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 5621815
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "5,621,815 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 5621815,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "excellent",
"name": "Sustainability & Governance",
"value": 85,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"bus_factor": 4,
"contributors_sampled": 100,
"top_contributor_share": 0.274
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "4 contributor(s) cover half of all commits",
"points": 43.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 4
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 27% of commits",
"points": 16.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 27
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"merged_prs": 2251,
"open_issues": 359,
"closed_issues": 848,
"issue_closed_ratio": 0.703,
"closed_unmerged_prs": 196
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "70% of issues closed",
"points": 32.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 70
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "2251/2447 decided PRs merged",
"points": 35.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 2251,
"decided": 2447
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"followers": 1250,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "milvus-io",
"public_repos": 68,
"account_age_days": 2593
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1,250 followers of milvus-io",
"points": 22.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1250,
"login": "milvus-io"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "68 public repos, account ~7 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 68
}
},
{
"code": "account_age_years",
"params": {
"years": 7
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pymilvus"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 71
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 71 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 71
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "146 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 146
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "7 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 7
}
}
],
"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": "ruff.toml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"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",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"anns",
"python",
"milvus",
"faiss",
"faiss-vector-database",
"python-sdk",
"vector-database",
"milvus-lite",
"milvus-sdk"
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"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "9 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 9
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 56,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 5.6
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal 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",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "47 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"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": "at_risk",
"name": "AI Readiness",
"value": 44,
"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": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"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",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"automated_maintenance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
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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."
}
],
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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 v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.