Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 17:11 UTC
karsa-oy / mascope
Mascope: mass spectrometry data analysis platform
karsa-oy/mascope holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Vitality (95/100) and lowest on Community & Adoption (43/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
68
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.
68
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
KarsaOrganization
4 followers4 public repossince Mar 2024
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
95
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 — 1,726 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,726 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 51 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 7 releases published |
| 36/36 | Release recency — latest release 3 days ago |
| 27/27 | Release cadence — a release every ~2.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 7 |
| latest_release_tag | v1.3.2 |
| releases_from_tags | no |
| days_since_latest_release | 3 |
| mean_days_between_releases | 2.2 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
43
Popularity & adoption
1Critical
How it's scored
| 0/60 | Stars — 2 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 1 |
| stars | 2 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
52
Maintainer resilience (bus factor)
39At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 10.8/22.5 | Commit distribution — top contributor authored 52% of commits |
| 9.5/13.5 | Contributor breadth — 7 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.521 |
How it's scored
| 40.7/46.8 | Issue resolution — 87% of issues closed |
| 33.9/38.3 | PR acceptance — 552/623 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 552 |
| open_issues | 130 |
| closed_issues | 870 |
| issue_closed_ratio | 0.87 |
| closed_unmerged_prs | 71 |
Ownership & stewardship
45At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 5/25 | Owner reach — 4 followers of karsa-oy |
| 9.8/25 | Track record — 4 public repos, account ~2 yr old |
Inputs used
| followers | 4 |
| owner_type | Organization |
| is_verified | — |
| owner_login | karsa-oy |
| public_repos | 4 |
| account_age_days | 862 |
Engineering Quality
Are baseline engineering and documentation practices in place?
82
Engineering practices
84Good
How it's scored
| 24/24 | CI workflows — 6 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — eslint.config.js |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 12 out of 12 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 | no |
Documentation
80Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://karsa.fi |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | https://karsa.fi |
| 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?
67
Security posture
67Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 12 out of 12 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 |
| 0/7.5 | Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
| 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. |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0.8/7.5 | Vulnerabilities — 9 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 6.6 |
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.
70
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 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 | CLAUDE.md |
| agent_instruction_max_bytes | 5,044 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — eslint.config.js |
| 11/11 | Static type checking — libraries/sdk/src/mascope_sdk/py.typed, server/frontend/jsconfig.json |
| 10/10 | Reproducible environment — Dockerfile, Nix, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 7/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
Inputs used
| has_nix | yes |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | libraries/sdk/src/mascope_sdk/py.typed, server/frontend/jsconfig.json |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (libraries/sdk/src/mascope_sdk/py.typed, server/frontend/jsconfig.json) |
| 54.9/55 | Manageable file sizes — 1/738 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 74,796 |
| source_files_sampled | 738 |
| oversized_source_files | 1 |
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, sample, samples |
Inputs used
| example_dirs | examples, notebooks, sample, samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
2GitHub stars
7contributors
1,726commits, last 12 months
1days since last push
7releases
1bus factor
130open issues
PyPIpackage ecosystems
Data collection warnings
- Could not fetch pypi package 'mascope' from its registry
More detail
OpenSSF Scorecard 6.6 / 10
6.6aggregate
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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 12 out of 12 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 |
| 0 | Code-Review | Found 0/12 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 7 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 7 |
| 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. |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 1 | Vulnerabilities | 9 existing vulnerabilities detected |
Direct dependencies 10
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | mascope_cli | — | pyproject.toml |
| PyPI | mascope_backend | — | pyproject.toml |
| PyPI | mascope_runtime | — | pyproject.toml |
| PyPI | mascope_chem | — | pyproject.toml |
| PyPI | mascope_match | — | pyproject.toml |
| PyPI | mascope_sdk | — | pyproject.toml |
| PyPI | mascope_signal | — | pyproject.toml |
| PyPI | mascope_tofwerk | — | pyproject.toml |
| PyPI | mascope_thermo | — | pyproject.toml |
| PyPI | mascope_tools | — | pyproject.toml |
All dependencies 725
Full resolved dependency set from the GitHub dependency graph: 20 direct and 705 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | mascope-backend | 0.0.0 | direct |
| PyPI | mascope-chem | — | direct |
| PyPI | mascope-chem | 0.0.0 | direct |
| PyPI | mascope-cli | 2026.7.8 | direct |
| PyPI | mascope-match | — | direct |
| PyPI | mascope-match | 0.0.0 | direct |
| PyPI | mascope-runtime | — | direct |
| PyPI | mascope-runtime | 0.0.0 | direct |
| PyPI | mascope-runtime | 2026.7.7 | direct |
| PyPI | mascope-sdk | — | direct |
| PyPI | mascope-sdk | 2026.5.27 | direct |
| PyPI | mascope-sdk | 2026.6.12 | direct |
| PyPI | mascope-sdk | 2026.7.7 | direct |
| PyPI | mascope-signal | — | direct |
| PyPI | mascope-signal | 0.0.0 | direct |
| PyPI | mascope-thermo | — | direct |
| PyPI | mascope-thermo | 0.0.0 | direct |
| PyPI | mascope-tofwerk | — | direct |
| PyPI | mascope-tofwerk | 0.0.0 | direct |
| PyPI | mascope-tools | 2026.6.25 | direct |
| npm | @babel/helper-string-parser | 7.29.7 | indirect |
| npm | @babel/helper-validator-identifier | 7.29.7 | indirect |
| npm | @babel/parser | 7.29.7 | indirect |
| npm | @babel/types | 7.29.7 | indirect |
| npm | @bcoe/v8-coverage | 1.0.2 | indirect |
| npm | @esbuild/aix-ppc64 | 0.27.2 | indirect |
| npm | @esbuild/android-arm | 0.27.2 | indirect |
| npm | @esbuild/android-arm64 | 0.27.2 | indirect |
| npm | @esbuild/android-x64 | 0.27.2 | indirect |
| npm | @esbuild/darwin-arm64 | 0.27.2 | indirect |
| npm | @esbuild/darwin-x64 | 0.27.2 | indirect |
| npm | @esbuild/freebsd-arm64 | 0.27.2 | indirect |
| npm | @esbuild/freebsd-x64 | 0.27.2 | indirect |
| npm | @esbuild/linux-arm | 0.27.2 | indirect |
| npm | @esbuild/linux-arm64 | 0.27.2 | indirect |
| npm | @esbuild/linux-ia32 | 0.27.2 | indirect |
| npm | @esbuild/linux-loong64 | 0.27.2 | indirect |
| npm | @esbuild/linux-mips64el | 0.27.2 | indirect |
| npm | @esbuild/linux-ppc64 | 0.27.2 | indirect |
| npm | @esbuild/linux-riscv64 | 0.27.2 | indirect |
| npm | @esbuild/linux-s390x | 0.27.2 | indirect |
| npm | @esbuild/linux-x64 | 0.27.2 | indirect |
| npm | @esbuild/netbsd-arm64 | 0.27.2 | indirect |
| npm | @esbuild/netbsd-x64 | 0.27.2 | indirect |
| npm | @esbuild/openbsd-arm64 | 0.27.2 | indirect |
| npm | @esbuild/openbsd-x64 | 0.27.2 | indirect |
| npm | @esbuild/openharmony-arm64 | 0.27.2 | indirect |
| npm | @esbuild/sunos-x64 | 0.27.2 | indirect |
| npm | @esbuild/win32-arm64 | 0.27.2 | indirect |
| npm | @esbuild/win32-ia32 | 0.27.2 | indirect |
| npm | @esbuild/win32-x64 | 0.27.2 | indirect |
| npm | @eslint-community/eslint-utils | 4.9.1 | indirect |
| npm | @eslint-community/regexpp | 4.12.2 | indirect |
| npm | @eslint/config-array | 0.21.1 | indirect |
| npm | @eslint/config-helpers | 0.4.2 | indirect |
| npm | @eslint/core | 0.17.0 | indirect |
| npm | @eslint/eslintrc | 3.3.3 | indirect |
| npm | @eslint/js | 9.39.2 | indirect |
| npm | @eslint/object-schema | 2.1.7 | indirect |
| npm | @eslint/plugin-kit | 0.4.1 | indirect |
| npm | @floating-ui/core | 1.7.3 | indirect |
| npm | @floating-ui/dom | 1.7.4 | indirect |
| npm | @floating-ui/utils | 0.2.10 | indirect |
| npm | @floating-ui/vue | 1.1.9 | indirect |
| npm | @fontsource/inter | 5.2.8 | indirect |
| npm | @humanfs/core | 0.19.1 | indirect |
| npm | @humanfs/node | 0.16.7 | indirect |
| npm | @humanwhocodes/module-importer | 1.0.1 | indirect |
| npm | @humanwhocodes/retry | 0.4.3 | indirect |
| npm | @isaacs/cliui | 8.0.2 | indirect |
| npm | @jridgewell/resolve-uri | 3.1.2 | indirect |
| npm | @jridgewell/sourcemap-codec | 1.5.5 | indirect |
| npm | @jridgewell/trace-mapping | 0.3.31 | indirect |
| npm | @kurkle/color | 0.3.4 | indirect |
| npm | @one-ini/wasm | 0.1.1 | indirect |
| npm | @phosphor-icons/web | 2.1.2 | indirect |
| npm | @pkgjs/parseargs | 0.11.0 | indirect |
| npm | @pkgr/core | 0.2.9 | indirect |
| npm | @playwright/test | 1.57.0 | indirect |
| npm | @primeuix/styled | 0.7.4 | indirect |
| npm | @primeuix/styles | 2.0.3 | indirect |
| npm | @primeuix/themes | 2.0.3 | indirect |
| npm | @primeuix/utils | 0.6.4 | indirect |
| npm | @primevue/core | 4.5.4 | indirect |
| npm | @primevue/icons | 4.5.4 | indirect |
| npm | @primevue/themes | 4.5.4 | indirect |
| npm | @rolldown/pluginutils | 1.0.0-beta.53 | indirect |
| npm | @rollup/rollup-android-arm-eabi | 4.59.0 | indirect |
| npm | @rollup/rollup-android-arm64 | 4.59.0 | indirect |
| npm | @rollup/rollup-darwin-arm64 | 4.59.0 | indirect |
| npm | @rollup/rollup-darwin-x64 | 4.59.0 | indirect |
| npm | @rollup/rollup-freebsd-arm64 | 4.59.0 | indirect |
| npm | @rollup/rollup-freebsd-x64 | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-arm-gnueabihf | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-arm-musleabihf | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-arm64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-arm64-musl | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-loong64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-loong64-musl | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-ppc64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-ppc64-musl | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-riscv64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-riscv64-musl | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-s390x-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-x64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-linux-x64-musl | 4.59.0 | indirect |
| npm | @rollup/rollup-openbsd-x64 | 4.59.0 | indirect |
| npm | @rollup/rollup-openharmony-arm64 | 4.59.0 | indirect |
| npm | @rollup/rollup-win32-arm64-msvc | 4.59.0 | indirect |
| npm | @rollup/rollup-win32-ia32-msvc | 4.59.0 | indirect |
| npm | @rollup/rollup-win32-x64-gnu | 4.59.0 | indirect |
| npm | @rollup/rollup-win32-x64-msvc | 4.59.0 | indirect |
| npm | @rushstack/eslint-patch | 1.15.0 | indirect |
| npm | @socket.io/component-emitter | 3.1.2 | indirect |
| npm | @standard-schema/spec | 1.1.0 | indirect |
| npm | @transloadit/prettier-bytes | 0.3.5 | indirect |
| npm | @types/chai | 5.2.3 | indirect |
| npm | @types/deep-eql | 4.0.2 | indirect |
| npm | @types/estree | 1.0.8 | indirect |
| npm | @types/json-schema | 7.0.15 | indirect |
| npm | @types/node | 26.1.0 | indirect |
| npm | @types/retry | 0.12.2 | indirect |
| npm | @types/web-bluetooth | 0.0.21 | indirect |
| npm | @types/whatwg-mimetype | 3.0.2 | indirect |
| npm | @types/ws | 8.18.1 | indirect |
| npm | @uppy/companion-client | 5.1.1 | indirect |
| npm | @uppy/components | 1.1.0 | indirect |
| npm | @uppy/core | 5.2.0 | indirect |
| npm | @uppy/dashboard | 5.1.0 | indirect |
| npm | @uppy/drop-target | 4.1.0 | indirect |
| npm | @uppy/provider-views | 5.2.2 | indirect |
| npm | @uppy/store-default | 5.0.0 | indirect |
| npm | @uppy/thumbnail-generator | 5.1.0 | indirect |
| npm | @uppy/tus | 5.1.0 | indirect |
| npm | @uppy/utils | 7.1.5 | indirect |
| npm | @uppy/vue | 3.1.0 | indirect |
| npm | @vitejs/plugin-vue | 6.0.3 | indirect |
| npm | @vitest/coverage-v8 | 4.1.9 | indirect |
| npm | @vitest/expect | 4.1.9 | indirect |
| npm | @vitest/mocker | 4.1.9 | indirect |
| npm | @vitest/pretty-format | 4.1.9 | indirect |
| npm | @vitest/runner | 4.1.9 | indirect |
| npm | @vitest/snapshot | 4.1.9 | indirect |
| npm | @vitest/spy | 4.1.9 | indirect |
| npm | @vitest/utils | 4.1.9 | indirect |
| npm | @vue/compiler-core | 3.5.27 | indirect |
| npm | @vue/compiler-dom | 3.5.27 | indirect |
| npm | @vue/compiler-sfc | 3.5.27 | indirect |
| npm | @vue/compiler-ssr | 3.5.27 | indirect |
| npm | @vue/devtools-api | 6.6.4 | indirect |
| npm | @vue/devtools-api | 7.7.9 | indirect |
| npm | @vue/devtools-kit | 7.7.9 | indirect |
| npm | @vue/devtools-shared | 7.7.9 | indirect |
| npm | @vue/eslint-config-prettier | 10.2.0 | indirect |
| npm | @vue/reactivity | 3.5.27 | indirect |
| npm | @vue/runtime-core | 3.5.27 | indirect |
| npm | @vue/runtime-dom | 3.5.27 | indirect |
| npm | @vue/server-renderer | 3.5.27 | indirect |
| npm | @vue/shared | 3.5.27 | indirect |
| npm | @vue/test-utils | 2.4.11 | indirect |
| npm | @vueuse/core | 14.1.0 | indirect |
| npm | @vueuse/metadata | 14.1.0 | indirect |
| npm | @vueuse/shared | 14.1.0 | indirect |
| npm | abbrev | 2.0.0 | indirect |
| npm | acorn | 8.15.0 | indirect |
| npm | acorn-jsx | 5.3.2 | indirect |
| npm | ajv | 6.14.0 | indirect |
| npm | ansi-regex | 5.0.1 | indirect |
| npm | ansi-regex | 6.2.2 | indirect |
| npm | ansi-styles | 4.3.0 | indirect |
| npm | ansi-styles | 6.2.3 | indirect |
| npm | argparse | 2.0.1 | indirect |
| npm | assertion-error | 2.0.1 | indirect |
| npm | ast-v8-to-istanbul | 1.0.4 | indirect |
| npm | asynckit | 0.4.0 | indirect |
| npm | axios | 1.16.0 | indirect |
| npm | balanced-match | 1.0.2 | indirect |
| npm | birpc | 2.9.0 | indirect |
| npm | boolbase | 1.0.0 | indirect |
| npm | brace-expansion | 1.1.14 | indirect |
| npm | brace-expansion | 2.1.1 | indirect |
| npm | buffer-from | 1.1.2 | indirect |
| npm | buffer-image-size | 0.6.4 | indirect |
| npm | call-bind-apply-helpers | 1.0.2 | indirect |
| npm | callsites | 3.1.0 | indirect |
| npm | chai | 6.2.2 | indirect |
| npm | chalk | 4.1.2 | indirect |
| npm | chart.js | 4.5.1 | indirect |
| npm | chroma-js | 3.2.0 | indirect |
| npm | classnames | 2.5.1 | indirect |
| npm | clsx | 2.1.1 | indirect |
| npm | color-convert | 2.0.1 | indirect |
| npm | color-name | 1.1.4 | indirect |
| npm | combine-errors | 3.0.3 | indirect |
| npm | combined-stream | 1.0.8 | indirect |
| npm | commander | 10.0.1 | indirect |
| npm | concat-map | 0.0.1 | indirect |
| npm | config-chain | 1.1.13 | indirect |
| npm | convert-source-map | 2.0.0 | indirect |
| npm | copy-anything | 4.0.5 | indirect |
| npm | cross-spawn | 7.0.6 | indirect |
| npm | cssesc | 3.0.0 | indirect |
| npm | csstype | 3.2.3 | indirect |
| npm | custom-error-instance | 2.1.1 | indirect |
| npm | debug | 4.4.3 | indirect |
| npm | deep-is | 0.1.4 | indirect |
| npm | delayed-stream | 1.0.0 | indirect |
| npm | dequal | 2.0.3 | indirect |
| npm | dunder-proto | 1.0.1 | indirect |
| npm | eastasianwidth | 0.2.0 | indirect |
| npm | editorconfig | 1.0.7 | indirect |
| npm | emoji-regex | 8.0.0 | indirect |
| npm | emoji-regex | 9.2.2 | indirect |
| npm | engine.io-client | 6.6.6 | indirect |
| npm | engine.io-parser | 5.2.3 | indirect |
| npm | entities | 7.0.1 | indirect |
| npm | es-define-property | 1.0.1 | indirect |
| npm | es-errors | 1.3.0 | indirect |
| npm | es-module-lexer | 2.3.0 | indirect |
| npm | es-object-atoms | 1.1.1 | indirect |
| npm | es-set-tostringtag | 2.1.0 | indirect |
| npm | esbuild | 0.27.2 | indirect |
| npm | escape-string-regexp | 4.0.0 | indirect |
| npm | eslint | 9.39.2 | indirect |
| npm | eslint-config-prettier | 10.1.8 | indirect |
| npm | eslint-plugin-prettier | 5.5.5 | indirect |
| npm | eslint-plugin-vue | 10.7.0 | indirect |
| npm | eslint-scope | 8.4.0 | indirect |
| npm | eslint-visitor-keys | 3.4.3 | indirect |
| npm | eslint-visitor-keys | 4.2.1 | indirect |
| npm | espree | 10.4.0 | indirect |
| npm | esquery | 1.7.0 | indirect |
| npm | esrecurse | 4.3.0 | indirect |
| npm | estraverse | 5.3.0 | indirect |
| npm | estree-walker | 2.0.2 | indirect |
| npm | estree-walker | 3.0.3 | indirect |
| npm | esutils | 2.0.3 | indirect |
| npm | eventemitter3 | 5.0.4 | indirect |
| npm | exifr | 7.1.3 | indirect |
| npm | expect-type | 1.4.0 | indirect |
| npm | fast-deep-equal | 3.1.3 | indirect |
| npm | fast-diff | 1.3.0 | indirect |
| npm | fast-json-stable-stringify | 2.1.0 | indirect |
| npm | fast-levenshtein | 2.0.6 | indirect |
| npm | fdir | 6.5.0 | indirect |
| npm | file-entry-cache | 8.0.0 | indirect |
| npm | find-up | 5.0.0 | indirect |
| npm | flat-cache | 4.0.1 | indirect |
| npm | flatted | 3.4.2 | indirect |
| npm | follow-redirects | 1.16.0 | indirect |
| npm | foreground-child | 3.3.1 | indirect |
| npm | form-data | 4.0.6 | indirect |
| npm | fsevents | 2.3.2 | indirect |
| npm | fsevents | 2.3.3 | indirect |
| npm | function-bind | 1.1.2 | indirect |
| npm | get-intrinsic | 1.3.0 | indirect |
| npm | get-proto | 1.0.1 | indirect |
| npm | glob | 10.5.0 | indirect |
| npm | glob-parent | 6.0.2 | indirect |
| npm | globals | 14.0.0 | indirect |
| npm | gopd | 1.2.0 | indirect |
| npm | graceful-fs | 4.2.11 | indirect |
| npm | happy-dom | 20.10.6 | indirect |
| npm | has-flag | 4.0.0 | indirect |
| npm | has-symbols | 1.1.0 | indirect |
| npm | has-tostringtag | 1.0.2 | indirect |
| npm | hasown | 2.0.4 | indirect |
| npm | hookable | 5.5.3 | indirect |
| npm | html-escaper | 2.0.2 | indirect |
| npm | ignore | 5.3.2 | indirect |
| npm | import-fresh | 3.3.1 | indirect |
| npm | imurmurhash | 0.1.4 | indirect |
| npm | ini | 1.3.8 | indirect |
| npm | is-extglob | 2.1.1 | indirect |
| npm | is-fullwidth-code-point | 3.0.0 | indirect |
| npm | is-glob | 4.0.3 | indirect |
| npm | is-network-error | 1.3.0 | indirect |
| npm | is-stream | 2.0.1 | indirect |
| npm | is-what | 5.5.0 | indirect |
| npm | isexe | 2.0.0 | indirect |
| npm | istanbul-lib-coverage | 3.2.2 | indirect |
| npm | istanbul-lib-report | 3.0.1 | indirect |
| npm | istanbul-reports | 3.2.0 | indirect |
| npm | jackspeak | 3.4.3 | indirect |
| npm | js-base64 | 3.7.8 | indirect |
| npm | js-beautify | 1.15.4 | indirect |
| npm | js-cookie | 3.0.8 | indirect |
| npm | js-tokens | 10.0.0 | indirect |
| npm | js-yaml | 4.2.0 | indirect |
| npm | json-buffer | 3.0.1 | indirect |
| npm | json-schema-traverse | 0.4.1 | indirect |
| npm | json-stable-stringify-without-jsonify | 1.0.1 | indirect |
| npm | keyv | 4.5.4 | indirect |
| npm | levn | 0.4.1 | indirect |
| npm | locate-path | 6.0.0 | indirect |
| npm | lodash | 4.18.1 | indirect |
| npm | lodash._baseiteratee | 4.7.0 | indirect |
| npm | lodash._basetostring | 4.12.0 | indirect |
| npm | lodash._baseuniq | 4.6.0 | indirect |
| npm | lodash._createset | 4.0.3 | indirect |
| npm | lodash._root | 3.0.1 | indirect |
| npm | lodash._stringtopath | 4.8.0 | indirect |
| npm | lodash.merge | 4.6.2 | indirect |
| npm | lodash.throttle | 4.1.1 | indirect |
| npm | lodash.uniqby | 4.5.0 | indirect |
| npm | lru-cache | 10.4.3 | indirect |
| npm | magic-string | 0.30.21 | indirect |
| npm | magicast | 0.5.3 | indirect |
| npm | make-dir | 4.0.0 | indirect |
| npm | math-intrinsics | 1.1.0 | indirect |
| npm | mime-db | 1.52.0 | indirect |
| npm | mime-match | 1.0.2 | indirect |
| npm | mime-types | 2.1.35 | indirect |
| npm | minimatch | 3.1.5 | indirect |
| npm | minimatch | 9.0.9 | indirect |
| npm | minipass | 7.1.3 | indirect |
| npm | mitt | 3.0.1 | indirect |
| npm | ms | 2.1.3 | indirect |
| npm | namespace-emitter | 2.0.1 | indirect |
| npm | nanoid | 3.3.11 | indirect |
| npm | nanoid | 5.1.6 | indirect |
| npm | natural-compare | 1.4.0 | indirect |
| npm | nopt | 7.2.1 | indirect |
| npm | nth-check | 2.1.1 | indirect |
| npm | obug | 2.1.3 | indirect |
| npm | optionator | 0.9.4 | indirect |
| npm | p-limit | 3.1.0 | indirect |
| npm | p-locate | 5.0.0 | indirect |
| npm | p-queue | 8.1.1 | indirect |
| npm | p-retry | 6.2.1 | indirect |
| npm | p-timeout | 6.1.4 | indirect |
| npm | package-json-from-dist | 1.0.1 | indirect |
| npm | parent-module | 1.0.1 | indirect |
| npm | path-exists | 4.0.0 | indirect |
| npm | path-key | 3.1.1 | indirect |
| npm | path-scurry | 1.11.1 | indirect |
| npm | pathe | 2.0.3 | indirect |
| npm | perfect-debounce | 1.0.0 | indirect |
| npm | picocolors | 1.1.1 | indirect |
| npm | picomatch | 4.0.4 | indirect |
| npm | pinia | 3.0.4 | indirect |
| npm | playwright | 1.57.0 | indirect |
| npm | playwright-core | 1.57.0 | indirect |
| npm | plotly.js-dist-min | 3.3.1 | indirect |
| npm | postcss | 8.5.14 | indirect |
| npm | postcss-selector-parser | 7.1.1 | indirect |
| npm | preact | 10.28.2 | indirect |
| npm | prelude-ls | 1.2.1 | indirect |
| npm | prettier | 3.8.1 | indirect |
| npm | prettier-linter-helpers | 1.0.1 | indirect |
| npm | pretty-bytes | 6.1.1 | indirect |
| npm | primeicons | 7.0.0 | indirect |
| npm | primevue | 4.5.4 | indirect |
| npm | proper-lockfile | 4.1.2 | indirect |
| npm | proto-list | 1.2.4 | indirect |
| npm | proxy-from-env | 2.1.0 | indirect |
| npm | punycode | 2.3.1 | indirect |
| npm | querystringify | 2.2.0 | indirect |
| npm | requires-port | 1.0.0 | indirect |
| npm | resolve-from | 4.0.0 | indirect |
| npm | retry | 0.12.0 | indirect |
| npm | retry | 0.13.1 | indirect |
| npm | rfdc | 1.4.1 | indirect |
| npm | rollup | 4.59.0 | indirect |
| npm | semver | 7.7.3 | indirect |
| npm | shallow-equal | 3.1.0 | indirect |
| npm | shebang-command | 2.0.0 | indirect |
| npm | shebang-regex | 3.0.0 | indirect |
| npm | siginfo | 2.0.0 | indirect |
| npm | signal-exit | 3.0.7 | indirect |
| npm | signal-exit | 4.1.0 | indirect |
| npm | socket.io-client | 4.8.3 | indirect |
| npm | socket.io-parser | 4.2.6 | indirect |
| npm | source-map-js | 1.2.1 | indirect |
| npm | speakingurl | 14.0.1 | indirect |
| npm | stackback | 0.0.2 | indirect |
| npm | std-env | 4.1.0 | indirect |
| npm | string-width | 4.2.3 | indirect |
| npm | string-width | 5.1.2 | indirect |
| npm | strip-ansi | 6.0.1 | indirect |
| npm | strip-ansi | 7.2.0 | indirect |
| npm | strip-json-comments | 3.1.1 | indirect |
| npm | superjson | 2.2.6 | indirect |
| npm | supports-color | 7.2.0 | indirect |
| npm | synckit | 0.11.12 | indirect |
| npm | tinybench | 2.9.0 | indirect |
| npm | tinyexec | 1.2.4 | indirect |
| npm | tinyglobby | 0.2.15 | indirect |
| npm | tinyrainbow | 3.1.0 | indirect |
| npm | tus-js-client | 4.3.1 | indirect |
| npm | type-check | 0.4.0 | indirect |
| npm | undici-types | 8.3.0 | indirect |
| npm | uri-js | 4.4.1 | indirect |
| npm | url-parse | 1.5.10 | indirect |
| npm | util-deprecate | 1.0.2 | indirect |
| npm | vite | 7.3.5 | indirect |
| npm | vitest | 4.1.9 | indirect |
| npm | vue | 3.5.27 | indirect |
| npm | vue-component-type-helpers | 3.3.6 | indirect |
| npm | vue-demi | 0.14.10 | indirect |
| npm | vue-eslint-parser | 10.2.0 | indirect |
| npm | vue-router | 4.6.4 | indirect |
| npm | whatwg-mimetype | 3.0.0 | indirect |
| npm | which | 2.0.2 | indirect |
| npm | why-is-node-running | 2.3.0 | indirect |
| npm | wildcard | 1.1.2 | indirect |
| npm | word-wrap | 1.2.5 | indirect |
| npm | wrap-ansi | 7.0.0 | indirect |
| npm | wrap-ansi | 8.1.0 | indirect |
| npm | ws | 8.21.0 | indirect |
| npm | xml-name-validator | 4.0.0 | indirect |
| npm | xmlhttprequest-ssl | 2.1.2 | indirect |
| npm | yocto-queue | 0.1.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | — | indirect |
| PyPI | alembic | 1.18.5 | indirect |
| PyPI | altgraph | 0.17.4 | indirect |
| PyPI | altgraph | 0.17.5 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | asciitree | 0.3.3 | indirect |
| PyPI | asteval | 1.0.8 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-lru | 2.3.0 | indirect |
| PyPI | asyncpg | — | indirect |
| PyPI | asyncpg | 0.31.0 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | austin-dist | 3.7.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | bcrypt | 5.0.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | bidict | 0.23.1 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | certifi | 2025.1.31 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.1 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | clr-loader | 0.3.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorcet | — | indirect |
| PyPI | colorcet | 3.2.1 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dask | 2026.7.0 | indirect |
| PyPI | datashader | — | indirect |
| PyPI | datashader | 0.17.0 | indirect |
| PyPI | datetime-glob | — | indirect |
| PyPI | datetime-glob | 1.0.8 | indirect |
| PyPI | debugpy | 1.8.20 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | deprecated | 1.2.18 | indirect |
| PyPI | deprecated | 1.3.1 | indirect |
| PyPI | deptry | 0.25.1 | indirect |
| PyPI | dill | 0.4.1 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | duckdb | — | indirect |
| PyPI | duckdb | 1.2.1 | indirect |
| PyPI | duckdb | 1.5.2 | indirect |
| PyPI | duckdb | 1.5.3 | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fastapi | 0.138.2 | indirect |
| PyPI | fastapi-users | — | indirect |
| PyPI | fastapi-users | 15.0.5 | indirect |
| PyPI | fastapi-users-db-sqlalchemy | 7.0.0 | indirect |
| PyPI | fasteners | 0.19 | indirect |
| PyPI | fasteners | 0.20 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | fonttools | 4.62.1 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | frozenlist | 1.5.0 | indirect |
| PyPI | fsspec | 2026.3.0 | indirect |
| PyPI | greenlet | 3.4.0 | indirect |
| PyPI | h11 | 0.14.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h5py | — | indirect |
| PyPI | h5py | 3.13.0 | indirect |
| PyPI | h5py | 3.16.0 | indirect |
| PyPI | hiredis | 3.3.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | — | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-oauth | 0.16.1 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | idna | 3.16 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.2.0 | indirect |
| PyPI | ipython | 9.12.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.8 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | isospecpy | — | indirect |
| PyPI | isospecpy | 2.3.5 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | json5 | 0.14.0 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-builder | 1.0.2 | indirect |
| PyPI | jupyter-client | 8.8.0 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyter-events | 0.12.0 | indirect |
| PyPI | jupyter-lsp | 2.3.1 | indirect |
| PyPI | jupyter-server | 2.20.0 | indirect |
| PyPI | jupyter-server-terminals | 0.5.4 | indirect |
| PyPI | jupyterlab | 4.6.1 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-server | 2.28.0 | indirect |
| PyPI | jupyterlab-widgets | 3.0.16 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | lark | 1.3.1 | indirect |
| PyPI | lexery | 1.2.0 | indirect |
| PyPI | llvmlite | 0.47.0 | indirect |
| PyPI | lmfit | — | indirect |
| PyPI | lmfit | 1.3.4 | indirect |
| PyPI | locket | 1.0.0 | indirect |
| PyPI | loguru | — | indirect |
| PyPI | loguru | 0.7.3 | indirect |
| PyPI | macholib | 1.16.3 | indirect |
| PyPI | macholib | 1.16.4 | indirect |
| PyPI | makefun | 1.16.0 | indirect |
| PyPI | mako | 1.3.12 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mascope | 0.0.0 | indirect |
| PyPI | mascope-file | — | indirect |
| PyPI | mascope-file | 0.0.0 | indirect |
| PyPI | mascope-file-agent | 0.0.0 | indirect |
| PyPI | mascope-tof-agent | 0.0.0 | indirect |
| PyPI | matplotlib | 3.11.0 | indirect |
| PyPI | matplotlib-inline | 0.2.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistune | 3.3.2 | indirect |
| PyPI | multidict | 6.2.0 | indirect |
| PyPI | multipledispatch | 1.0.0 | indirect |
| PyPI | nanoid | — | indirect |
| PyPI | nanoid | 2.0.0 | indirect |
| PyPI | narwhals | 2.23.0 | indirect |
| PyPI | nbclient | 0.10.4 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | — | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | numba | 0.65.0 | indirect |
| PyPI | numcodecs | 0.15.1 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | numpy | 1.26.4 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | openpyxl | — | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | opentfraw | — | indirect |
| PyPI | opentfraw | 1.2.0 | indirect |
| PyPI | packaging | 24.2 | indirect |
| PyPI | packaging | 26.1 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.2.3 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | param | 2.3.3 | indirect |
| PyPI | parso | 0.8.6 | indirect |
| PyPI | partd | 1.4.2 | indirect |
| PyPI | pefile | 2023.2.7 | indirect |
| PyPI | pefile | 2024.8.26 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pillow | — | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | platformdirs | 4.9.6 | indirect |
| PyPI | plotly | 5.24.1 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polars | — | indirect |
| PyPI | polars | 1.39.3 | indirect |
| PyPI | polars-runtime-32 | 1.39.3 | indirect |
| PyPI | prometheus-client | 0.25.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | propcache | 0.3.1 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | psycopg2-binary | — | indirect |
| PyPI | psycopg2-binary | 2.9.11 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pwdlib | 0.3.0 | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pyarrow | 23.0.1 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pyct | 0.6.0 | indirect |
| PyPI | pydantic | — | indirect |
| PyPI | pydantic | 2.11.1 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.33.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.19.1 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyinstaller | 6.12.0 | indirect |
| PyPI | pyinstaller | 6.20.0 | indirect |
| PyPI | pyinstaller-hooks-contrib | 2025.2 | indirect |
| PyPI | pyinstaller-hooks-contrib | 2026.5 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyteomics | — | indirect |
| PyPI | pyteomics | 5.0 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-alembic | 0.12.1 | indirect |
| PyPI | pytest-asyncio | 1.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-engineio | 4.11.2 | indirect |
| PyPI | python-engineio | 4.13.3 | indirect |
| PyPI | python-json-logger | 4.1.0 | indirect |
| PyPI | python-multipart | — | indirect |
| PyPI | python-multipart | 0.0.31 | indirect |
| PyPI | python-socketio | — | indirect |
| PyPI | python-socketio | 5.16.1 | indirect |
| PyPI | python-socketio | 5.16.3 | indirect |
| PyPI | pythonnet | — | indirect |
| PyPI | pythonnet | 3.1.0 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pywinpty | 3.0.3 | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | redis | — | indirect |
| PyPI | redis | 7.4.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | — | indirect |
| PyPI | requests | 2.32.3 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | requirements-parser | 0.13.0 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfc3987-syntax | 1.1.0 | indirect |
| PyPI | rich | — | indirect |
| PyPI | rich | 13.9.4 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | ruptures | — | indirect |
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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],
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{
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{
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]
},
{
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"components": [
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{
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{
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]
},
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],
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]
},
{
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{
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"details": [
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"code": "license_standard",
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{
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{
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{
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{
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}
],
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{
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"components": [
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{
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{
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{
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]
},
{
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"components": [
{
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"code": "issues_closed_share",
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}
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{
"key": "pr_acceptance",
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"details": [
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"code": "decided_prs_merged",
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{
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]
},
{
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"note": null,
"notes": [],
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"components": [
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{
"key": "verified_domain",
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{
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"code": "owner_followers",
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],
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{
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},
{
"code": "account_age_years",
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],
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},
{
"key": "engineering",
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"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
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"code": "ci_workflows",
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}
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{
"key": "tests_present",
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{
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{
"key": "editorconfig",
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{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"notes": [],
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"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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"key": "wiki",
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]
}
],
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{
"key": "security",
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"weight": 0.16,
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"key": "security_posture",
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"notes": [],
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"components": [
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"status": "met",
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{
"key": "branch_protection",
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"status": "partial",
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{
"key": "ci_tests",
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
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"status": "missed",
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{
"key": "code_review",
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{
"key": "contributors",
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"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
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"status": "met",
"details": [],
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{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
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{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
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"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
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{
"key": "maintained",
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"points": 7.5,
"status": "met",
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{
"key": "packaging",
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{
"key": "pinned_dependencies",
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"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is run on all commits",
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"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
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},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"status": "partial",
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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],
"value": 100,
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"review_only_matches": 0,
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"components": [
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"key": "policy_exposure_multiplier",
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"code": "jurisdiction_no_match",
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],
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]
}
],
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{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 70,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
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},
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"code": "weights_renormalized",
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"value": 75,
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"components": [
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"code": "file_list",
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],
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
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},
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"status": "excluded",
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"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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},
{
"code": "weights_renormalized",
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],
"value": 73,
"inputs": {
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"toolchain_manifests": [],
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"components": [
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"key": "one_command_bootstrap",
"name": "One-command bootstrap",
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"points": 0,
"status": "missed",
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{
"key": "automated_tests",
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{
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{
"key": "automated_maintenance",
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"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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]
},
{
"key": "ai_code_legibility",
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"notes": [],
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],
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{
"key": "manageable_file_sizes",
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]
},
{
"key": "ai_interfaces",
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"notes": [],
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"components": [
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"key": "api_schema_openapi_graphql_proto",
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"status": "missed",
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{
"key": "mcp_server",
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{
"key": "runnable_examples",
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"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks, sample, samples"
}
}
],
"max_points": 40
}
]
}
],
"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": [
"Could not fetch pypi package 'mascope' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-15T17:11:20.864523Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/karsa-oy/mascope.svg",
"full_name": "karsa-oy/mascope",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.