Public recordExceptional
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 16:42 UTC
lablup / backend.ai
Backend.AI is a streamlined, container-based computing cluster platform that hosts popular computing/ML frameworks and diverse programming languages, with pluggable heterogeneous accelerator support including CUDA GPU, ROCm GPU, Gaudi NPU, Google TPU, GraphCore IPU and other NPUs.
lablup/backend.ai holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on Security (56/100). It was last updated today. 3 contributors account for most of its recent work.
94
overall / 100Software 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)
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
LablupOrganization · verified domain
179 followers151 public repossince Mar 2015
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 | backend.ai | 22.3.0 | - | 17 | 1607 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
96
Development activity
100Exceptional
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 2,859 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 22 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 2,859 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
90Excellent
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 ~5.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | 26.9.0a3 |
| releases_from_tags | no |
| days_since_latest_release | 1 |
| mean_days_between_releases | 5.6 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
74
Popularity & adoption
72Good
How it's scored
| 45.8/60 | Stars — 670 stars |
| 18.8/25 | Forks — 183 forks |
| 7.2/15 | Watchers — 21 watchers |
Inputs used
| forks | 183 |
| stars | 670 |
| watchers | 21 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
77Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (LGPL-3.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 3 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | badge.fury.io, shields.io |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
79
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.9/22.5 | Commit distribution — top contributor authored 20% of commits |
| 13.5/13.5 | Contributor breadth — 91 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 46 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 91 |
| top_contributor_share | 0.205 |
How it's scored
| 32.3/42 | Issue resolution — 77% of issues closed |
| 25.7/30 | PR acceptance — 6,736/7,877 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 9/15 | OpenSSF Scorecard: Code-Review — Found 18/30 approved changesets -- score normalized to 6 |
Inputs used
| merged_prs | 6,736 |
| open_issues | 1,572 |
| closed_issues | 5,270 |
| prs_merged_7d | 54 |
| prs_decided_7d | 59 |
| prs_merged_30d | 54 |
| prs_decided_30d | 59 |
| issue_closed_ratio | 0.77 |
| closed_unmerged_prs | 1,141 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
Ownership & stewardship
91Excellent
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 20/20 | Verified domain |
| 16.2/25 | Owner reach — 179 followers of lablup |
| 25/25 | Track record — 151 public repos, account ~11 yr old |
Inputs used
| followers | 179 |
| owner_type | Organization |
| is_verified | yes |
| owner_login | lablup |
| public_repos | 151 |
| account_age_days | 4,219 |
Package maintenance
69Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 4/35 | Publish recency — latest publish 1,607 days ago |
| 20/20 | Version history — 17 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | backend.ai |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1,607 |
Engineering Quality
Are baseline engineering and documentation practices in place?
94
Engineering practices
90Excellent
How it's scored
| 24/24 | CI workflows — 28 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — pyproject.toml ([tool.ruff], [tool.black]) |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .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 | yes |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
100Exceptional
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.backend.ai |
| 10/10 | Repository description |
| 10/10 | Topics — 11 topics |
| 10/10 | Wiki |
Inputs used
| topics | python, docker, distributed-computing, api, documentation, cloud-computing, backendai, containers, hpc, monitoring, paas |
| has_wiki | yes |
| homepage | https://www.backend.ai |
| docs_site | https://www.backend.ai |
| 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
52Moderate
How it's scored
| 0/7.5 | Binary-Artifacts — binaries present in source code |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 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 |
| 4.5/7.5 | Code-Review — Found 18/30 approved changesets -- score normalized to 6 |
| 2.5/2.5 | Contributors — project has 46 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 22 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file 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 |
| 0/7.5 | Vulnerabilities — 48 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.2 |
Dependency advisories
74Good
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 6.8/25 | Indirect dependencies free of known advisories — 1 affected: aiohttp 3.8.6 (critical 9.1) |
| 32.6/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 1,025 days ago |
Inputs used
| source | osv |
| advisories | 80 |
| affected_packages | 1 |
| assessed_packages | 28 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 0 |
Matched the pypi:backend.ai@22.3.0 runtime dependency closure — what installing the published package pulls in — 28 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.
81
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — .github/AGENTS.md, .github/CLAUDE.md, AGENTS.md, CLAUDE.md, configs/AGENTS.md, configs/CLAUDE.md, proposals/AGENTS.md, proposals/BEP-1035/agent.md, proposals/CLAUDE.md, scripts/AGENTS.md, scripts/CLAUDE.md, src/ai/backend/accelerator/AGENTS.md, src/ai/backend/agent/AGENTS.md, src/ai/backend/agent/CLAUDE.md, src/ai/backend/client/cli/v2/AGENTS.md, src/ai/backend/client/cli/v2/CLAUDE.md, src/ai/backend/client/v2/AGENTS.md, src/ai/backend/client/v2/CLAUDE.md, src/ai/backend/common/AGENTS.md, src/ai/backend/common/CLAUDE.md, src/ai/backend/common/dto/AGENTS.md, src/ai/backend/common/dto/CLAUDE.md, src/ai/backend/common/dto/manager/v2/AGENTS.md, src/ai/backend/common/dto/manager/v2/CLAUDE.md, src/ai/backend/common/events/AGENTS.md, src/ai/backend/common/message_queue/AGENTS.md, src/ai/backend/common/schema/AGENTS.md, src/ai/backend/common/schema/CLAUDE.md, src/ai/backend/common/tristate/AGENTS.md, src/ai/backend/manager/AGENTS.md, src/ai/backend/manager/CLAUDE.md, src/ai/backend/manager/actions/AGENTS.md, src/ai/backend/manager/actions/CLAUDE.md, src/ai/backend/manager/api/AGENTS.md, src/ai/backend/manager/api/CLAUDE.md, src/ai/backend/manager/api/adapters/AGENTS.md, src/ai/backend/manager/api/gql/AGENTS.md, src/ai/backend/manager/api/gql/CLAUDE.md, src/ai/backend/manager/api/rest/v2/AGENTS.md, src/ai/backend/manager/api/rest/v2/CLAUDE.md, src/ai/backend/manager/bgtask/AGENTS.md, src/ai/backend/manager/data/AGENTS.md, src/ai/backend/manager/data/CLAUDE.md, src/ai/backend/manager/dto/AGENTS.md, src/ai/backend/manager/dto/CLAUDE.md, src/ai/backend/manager/errors/AGENTS.md, src/ai/backend/manager/models/AGENTS.md, src/ai/backend/manager/models/CLAUDE.md, src/ai/backend/manager/models/alembic/AGENTS.md, src/ai/backend/manager/models/alembic/CLAUDE.md, src/ai/backend/manager/models/specs/AGENTS.md, src/ai/backend/manager/models/specs/CLAUDE.md, src/ai/backend/manager/repositories/AGENTS.md, src/ai/backend/manager/repositories/CLAUDE.md, src/ai/backend/manager/services/AGENTS.md, src/ai/backend/manager/services/CLAUDE.md, src/ai/backend/manager/sokovan/AGENTS.md, src/ai/backend/manager/sokovan/CLAUDE.md, src/ai/backend/manager/views/AGENTS.md, src/ai/backend/manager/views/CLAUDE.md, src/ai/backend/plugin/AGENTS.md, src/ai/backend/storage/AGENTS.md, src/ai/backend/storage/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md, tests/component/AGENTS.md, tests/component/CLAUDE.md, tests/integration/AGENTS.md, tests/integration/CLAUDE.md, tests/scenario/AGENTS.md, tests/scenario/CLAUDE.md, tests/unit/AGENTS.md, tests/unit/CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 1 |
| agent_instruction_files | .github/AGENTS.md, .github/CLAUDE.md, AGENTS.md, CLAUDE.md, configs/AGENTS.md, configs/CLAUDE.md, proposals/AGENTS.md, proposals/BEP-1035/agent.md, proposals/CLAUDE.md, scripts/AGENTS.md, scripts/CLAUDE.md, src/ai/backend/accelerator/AGENTS.md, src/ai/backend/agent/AGENTS.md, src/ai/backend/agent/CLAUDE.md, src/ai/backend/client/cli/v2/AGENTS.md, src/ai/backend/client/cli/v2/CLAUDE.md, src/ai/backend/client/v2/AGENTS.md, src/ai/backend/client/v2/CLAUDE.md, src/ai/backend/common/AGENTS.md, src/ai/backend/common/CLAUDE.md, src/ai/backend/common/dto/AGENTS.md, src/ai/backend/common/dto/CLAUDE.md, src/ai/backend/common/dto/manager/v2/AGENTS.md, src/ai/backend/common/dto/manager/v2/CLAUDE.md, src/ai/backend/common/events/AGENTS.md, src/ai/backend/common/message_queue/AGENTS.md, src/ai/backend/common/schema/AGENTS.md, src/ai/backend/common/schema/CLAUDE.md, src/ai/backend/common/tristate/AGENTS.md, src/ai/backend/manager/AGENTS.md, src/ai/backend/manager/CLAUDE.md, src/ai/backend/manager/actions/AGENTS.md, src/ai/backend/manager/actions/CLAUDE.md, src/ai/backend/manager/api/AGENTS.md, src/ai/backend/manager/api/CLAUDE.md, src/ai/backend/manager/api/adapters/AGENTS.md, src/ai/backend/manager/api/gql/AGENTS.md, src/ai/backend/manager/api/gql/CLAUDE.md, src/ai/backend/manager/api/rest/v2/AGENTS.md, src/ai/backend/manager/api/rest/v2/CLAUDE.md, src/ai/backend/manager/bgtask/AGENTS.md, src/ai/backend/manager/data/AGENTS.md, src/ai/backend/manager/data/CLAUDE.md, src/ai/backend/manager/dto/AGENTS.md, src/ai/backend/manager/dto/CLAUDE.md, src/ai/backend/manager/errors/AGENTS.md, src/ai/backend/manager/models/AGENTS.md, src/ai/backend/manager/models/CLAUDE.md, src/ai/backend/manager/models/alembic/AGENTS.md, src/ai/backend/manager/models/alembic/CLAUDE.md, src/ai/backend/manager/models/specs/AGENTS.md, src/ai/backend/manager/models/specs/CLAUDE.md, src/ai/backend/manager/repositories/AGENTS.md, src/ai/backend/manager/repositories/CLAUDE.md, src/ai/backend/manager/services/AGENTS.md, src/ai/backend/manager/services/CLAUDE.md, src/ai/backend/manager/sokovan/AGENTS.md, src/ai/backend/manager/sokovan/CLAUDE.md, src/ai/backend/manager/views/AGENTS.md, src/ai/backend/manager/views/CLAUDE.md, src/ai/backend/plugin/AGENTS.md, src/ai/backend/storage/AGENTS.md, src/ai/backend/storage/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md, tests/component/AGENTS.md, tests/component/CLAUDE.md, tests/integration/AGENTS.md, tests/integration/CLAUDE.md, tests/scenario/AGENTS.md, tests/scenario/CLAUDE.md, tests/unit/AGENTS.md, tests/unit/CLAUDE.md |
| agent_instruction_max_bytes | 14,040 |
Verify loop (build / test / typecheck)
87Excellent
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — pyproject.toml ([tool.ruff], [tool.black]) |
| 11/11 | Static type checking — src/ai/backend/accelerator/cuda_open/py.typed, src/ai/backend/accelerator/furiosa/py.typed, src/ai/backend/accelerator/habana/py.typed, src/ai/backend/accelerator/hyperaccel/py.typed, src/ai/backend/accelerator/ipu/py.typed, src/ai/backend/accelerator/mock/py.typed, src/ai/backend/accelerator/rebellions/py.typed, src/ai/backend/accelerator/rocm/py.typed, src/ai/backend/accelerator/tenstorrent/py.typed, src/ai/backend/accelerator/tpu/py.typed, src/ai/backend/account_manager/py.typed, src/ai/backend/agent/py.typed, src/ai/backend/appproxy/common/py.typed, src/ai/backend/appproxy/coordinator/py.typed, src/ai/backend/appproxy/worker/py.typed, src/ai/backend/cli/py.typed, src/ai/backend/client/py.typed, src/ai/backend/common/plugin/py.typed, src/ai/backend/common/py.typed, src/ai/backend/install/py.typed, src/ai/backend/logging/py.typed, src/ai/backend/manager/api/py.typed, src/ai/backend/manager/py.typed, src/ai/backend/plugin/py.typed, src/ai/backend/storage/py.typed, src/ai/backend/test/py.typed, src/ai/backend/web/py.typed |
| 10/10 | Reproducible environment — devcontainer, Dockerfile |
| 10/10 | Demonstrated agent practice — 95 of the last 100 commits agent-authored or agent-credited |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 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 | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | src/ai/backend/accelerator/cuda_open/py.typed, src/ai/backend/accelerator/furiosa/py.typed, src/ai/backend/accelerator/habana/py.typed, src/ai/backend/accelerator/hyperaccel/py.typed, src/ai/backend/accelerator/ipu/py.typed, src/ai/backend/accelerator/mock/py.typed, src/ai/backend/accelerator/rebellions/py.typed, src/ai/backend/accelerator/rocm/py.typed, src/ai/backend/accelerator/tenstorrent/py.typed, src/ai/backend/accelerator/tpu/py.typed, src/ai/backend/account_manager/py.typed, src/ai/backend/agent/py.typed, src/ai/backend/appproxy/common/py.typed, src/ai/backend/appproxy/coordinator/py.typed, src/ai/backend/appproxy/worker/py.typed, src/ai/backend/cli/py.typed, src/ai/backend/client/py.typed, src/ai/backend/common/plugin/py.typed, src/ai/backend/common/py.typed, src/ai/backend/install/py.typed, src/ai/backend/logging/py.typed, src/ai/backend/manager/api/py.typed, src/ai/backend/manager/py.typed, src/ai/backend/plugin/py.typed, src/ai/backend/storage/py.typed, src/ai/backend/test/py.typed, src/ai/backend/web/py.typed |
| agent_commit_share | 0.95 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
81Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (src/ai/backend/accelerator/cuda_open/py.typed, src/ai/backend/accelerator/furiosa/py.typed, src/ai/backend/accelerator/habana/py.typed, src/ai/backend/accelerator/hyperaccel/py.typed, src/ai/backend/accelerator/ipu/py.typed, src/ai/backend/accelerator/mock/py.typed, src/ai/backend/accelerator/rebellions/py.typed, src/ai/backend/accelerator/rocm/py.typed, src/ai/backend/accelerator/tenstorrent/py.typed, src/ai/backend/accelerator/tpu/py.typed, src/ai/backend/account_manager/py.typed, src/ai/backend/agent/py.typed, src/ai/backend/appproxy/common/py.typed, src/ai/backend/appproxy/coordinator/py.typed, src/ai/backend/appproxy/worker/py.typed, src/ai/backend/cli/py.typed, src/ai/backend/client/py.typed, src/ai/backend/common/plugin/py.typed, src/ai/backend/common/py.typed, src/ai/backend/install/py.typed, src/ai/backend/logging/py.typed, src/ai/backend/manager/api/py.typed, src/ai/backend/manager/py.typed, src/ai/backend/plugin/py.typed, src/ai/backend/storage/py.typed, src/ai/backend/test/py.typed, src/ai/backend/web/py.typed) |
| 54.3/55 | Manageable file sizes — 111/8,574 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 7,011,550 |
| source_files_sampled | 8,574 |
| oversized_source_files | 111 |
Machine-readable interfaces
60Moderate
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — docs/manager/graphql-reference/schema.graphql, docs/manager/graphql-reference/supergraph.graphql, docs/manager/graphql-reference/v2-public-schema.graphql, docs/manager/graphql-reference/v2-schema.graphql, docs/manager/rest-reference/openapi.json, proposals/BEP-1012/api/schema.graphql |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | docs/manager/graphql-reference/schema.graphql, docs/manager/graphql-reference/supergraph.graphql, docs/manager/graphql-reference/v2-public-schema.graphql, docs/manager/graphql-reference/v2-schema.graphql, docs/manager/rest-reference/openapi.json, proposals/BEP-1012/api/schema.graphql |
| interfaces_expected_of | network-service |
Key facts
670GitHub stars
91contributors
2,859commits, last 12 months
0days since last push
100releases
3bus factor
1,572open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- pypi download statistics for 'backend.ai' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
More detail
Star and fork history 0 ★ / 183 ⇿
0Stars
183Forks
95Releases
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.
Major 0Minor 14Patch 56
Each point covers 9 days.
OpenSSF Scorecard 5.2 / 10
5.2aggregate
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).
| 0 | Binary-Artifacts | binaries present in source code |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 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 |
| 6 | Code-Review | Found 18/30 approved changesets -- score normalized to 6 |
| 10 | Contributors | project has 46 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 22 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 48 existing vulnerabilities detected |
All dependencies 146
Full resolved dependency set from the GitHub dependency graph: 0 direct and 146 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aioboto3 | — | indirect |
| PyPI | aiodataloader | — | indirect |
| PyPI | aiodns | 3.2 | indirect |
| PyPI | aiodocker | 0.27.0 | indirect |
| PyPI | aiofiles | — | indirect |
| PyPI | aiohttp | — | indirect |
| PyPI | aiohttp-cors | — | indirect |
| PyPI | aiohttp-jinja2 | — | indirect |
| PyPI | aiohttp-remotes | — | indirect |
| PyPI | aiohttp-sse | — | indirect |
| PyPI | aiomonitor | — | indirect |
| PyPI | aioresponses | — | indirect |
| PyPI | aiosqlite | — | indirect |
| PyPI | aiotools | — | indirect |
| PyPI | aiotusclient | — | indirect |
| PyPI | alembic | — | indirect |
| PyPI | appdirs | — | indirect |
| PyPI | async-timeout | — | indirect |
| PyPI | asyncpg | — | indirect |
| PyPI | asynctest | — | indirect |
| PyPI | asyncudp | — | indirect |
| PyPI | attrs | — | indirect |
| PyPI | authlib | — | indirect |
| PyPI | backend-ai-krunner-alpine | 5.4.0 | indirect |
| PyPI | backend-ai-krunner-static-gnu | 4.4.0 | indirect |
| PyPI | bcrypt | — | indirect |
| PyPI | black | — | indirect |
| PyPI | boto3 | — | indirect |
| PyPI | cachetools | — | indirect |
| PyPI | callosum | — | indirect |
| PyPI | cattrs | — | indirect |
| PyPI | click | — | indirect |
| PyPI | colorama | — | indirect |
| PyPI | coloredlogs | — | indirect |
| PyPI | coverage | — | indirect |
| PyPI | cryptography | — | indirect |
| PyPI | cython | — | indirect |
| PyPI | dataclasses-json | — | indirect |
| PyPI | etcd-client-py | — | indirect |
| PyPI | faker | — | indirect |
| PyPI | graphene | — | indirect |
| PyPI | graphene-federation | — | indirect |
| PyPI | graphql-core | — | indirect |
| PyPI | graphql-relay | — | indirect |
| PyPI | graypy | 2.1.0 | indirect |
| PyPI | habana-pyhlml | — | indirect |
| PyPI | hiredis | — | indirect |
| PyPI | httpx | — | indirect |
| PyPI | huggingface-hub | — | indirect |
| PyPI | humanize | — | indirect |
| PyPI | ifaddr | — | indirect |
| PyPI | inquirer | — | indirect |
| PyPI | janus | — | indirect |
| PyPI | jinja2 | — | indirect |
| PyPI | jupyter-client | — | indirect |
| PyPI | kubernetes | — | indirect |
| PyPI | kubernetes-asyncio | — | indirect |
| PyPI | lark | — | indirect |
| PyPI | memray | — | indirect |
| PyPI | more-itertools | — | indirect |
| PyPI | msgpack | — | indirect |
| PyPI | multidict | — | indirect |
| PyPI | mypy | 1.18.2 | indirect |
| PyPI | namedlist | — | indirect |
| PyPI | networkx | — | indirect |
| PyPI | opentelemetry-api | — | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | — | indirect |
| PyPI | opentelemetry-instrumentation-aiohttp-client | — | indirect |
| PyPI | opentelemetry-instrumentation-aiohttp-server | — | indirect |
| PyPI | opentelemetry-instrumentation-logging | — | indirect |
| PyPI | opentelemetry-sdk | — | indirect |
| PyPI | orjson | — | indirect |
| PyPI | packaging | — | indirect |
| PyPI | pexpect | — | indirect |
| PyPI | prometheus-client | — | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pycares | — | indirect |
| PyPI | pycryptodome | — | indirect |
| PyPI | pydantic | — | indirect |
| PyPI | pygments | — | indirect |
| PyPI | pyhumps | — | indirect |
| PyPI | pyjwt | — | indirect |
| PyPI | pyotp | — | indirect |
| PyPI | pyroscope-io | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-aiohttp | — | indirect |
| PyPI | pytest-asyncio | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-custom-exit-code | — | indirect |
| PyPI | pytest-dependency | — | indirect |
| PyPI | pytest-mock | — | indirect |
| PyPI | pytest-timeout | — | indirect |
| PyPI | python-dateutil | — | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | python-json-logger | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyzmq | — | indirect |
| PyPI | redis | — | indirect |
| PyPI | rich | — | indirect |
| PyPI | rtds-action | — | indirect |
| PyPI | ruamel-yaml | — | indirect |
| PyPI | setproctitle | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx-autodoc-typehints | — | indirect |
| PyPI | sphinx-intl | — | indirect |
| PyPI | sphinx-rtd-theme | — | indirect |
| PyPI | sphinxcontrib-mermaid | — | indirect |
| PyPI | sphinxcontrib-trio | — | indirect |
| PyPI | sqlalchemy | — | indirect |
| PyPI | strawberry-graphql | — | indirect |
| PyPI | tabulate | — | indirect |
| PyPI | temporenc | — | indirect |
| PyPI | tenacity | — | indirect |
| PyPI | testcontainers | — | indirect |
| PyPI | textual | — | indirect |
| PyPI | toml | — | indirect |
| PyPI | tomli | — | indirect |
| PyPI | tomli-w | — | indirect |
| PyPI | tomlkit | — | indirect |
| PyPI | towncrier | — | indirect |
| PyPI | tqdm | — | indirect |
| PyPI | trafaret | — | indirect |
| PyPI | treelib | — | indirect |
| PyPI | tt-smi | — | indirect |
| PyPI | typeguard | — | indirect |
| PyPI | types-aiofiles | — | indirect |
| PyPI | types-cachetools | — | indirect |
| PyPI | types-colorama | — | indirect |
| PyPI | types-jinja2 | — | indirect |
| PyPI | types-pexpect | — | indirect |
| PyPI | types-psutil | — | indirect |
| PyPI | types-python-dateutil | — | indirect |
| PyPI | types-pyyaml | — | indirect |
| PyPI | types-redis | — | indirect |
| PyPI | types-setuptools | — | indirect |
| PyPI | types-six | — | indirect |
| PyPI | types-tabulate | — | indirect |
| PyPI | types-toml | — | indirect |
| PyPI | types-tqdm | — | indirect |
| PyPI | typing-extensions | — | indirect |
| PyPI | uvloop | — | indirect |
| PyPI | valkey-glide | — | indirect |
| PyPI | wheel | — | indirect |
| PyPI | yarl | — | indirect |
| PyPI | zipstream-new | — | indirect |
Dependency advisories 1
Installing pypi:backend.ai@22.3.0 pulls in 28 packages, direct and transitive: 1 carry known advisories, of which 0 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| aiohttp | 3.8.6 | indirect | critical | 80 | 3.14.3 |
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
Feedback
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.
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.