Public recordCritical
Software health reportschema 0.14.0 · metrics 1.13.0 · 2026-07-19 07:22 UTC
mbk-dev / okama
Investment portfolio and stocks analyzing tools for Python with free historical data
mbk-dev/okama holds a health index of 14 out of 100, placing it in the Critical band. It scores highest on Engineering Quality (95/100) and lowest on Security (10/100). It was last updated 4 days ago. A single contributor accounts for most of its recent work.
14
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.
14
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.
High-Risk Jurisdiction Policy applies a 20% multiplier to weighted overall health and gives it an At risk ceiling of 49.
Ownership
MBK DevelopmentOrganization
29 followers13 public repossince Sep 2020
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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | okama | 2.3.0 | - | 50 | 4 days ago | financeinvestmentsefficient-frontierpythonoptimization |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
94
Development activity
90Excellent
How it's scored
| 36/36 | Push recency — last push 4 days ago |
| 26.3/36 | Commit cadence — 38/52 weeks with commits |
| 18/18 | Commit volume — 326 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 326 |
| human_commit_share | — |
| days_since_last_push | 4 |
| active_weeks_last_year | 38 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 51 releases published |
| 36/36 | Release recency — latest release 4 days ago |
| 27/27 | Release cadence — a release every ~11.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 51 |
| latest_release_tag | v2.3.0 |
| releases_from_tags | no |
| days_since_latest_release | 4 |
| mean_days_between_releases | 11.6 |
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?
71
Popularity & adoption
58Moderate
How it's scored
| 39.3/60 | Stars — 266 stars |
| 13.6/25 | Forks — 44 forks |
| 5.6/15 | Watchers — 11 watchers |
Inputs used
| forks | 44 |
| stars | 266 |
| watchers | 11 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | 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 | yes |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
57
Maintainer resilience (bus factor)
21Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1/22.5 | Commit distribution — top contributor authored 95% of commits |
| 8.1/13.5 | Contributor breadth — 6 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 6 |
| top_contributor_share | 0.954 |
Issue & PR responsiveness
63Moderate
How it's scored
| 45.8/46.8 | Issue resolution — 98% of issues closed |
| 17.3/38.3 | PR acceptance — 14/31 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 14 |
| open_issues | 1 |
| closed_issues | 50 |
| issue_closed_ratio | 0.98 |
| closed_unmerged_prs | 17 |
Ownership & stewardship
61Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 10.6/25 | Owner reach — 29 followers of mbk-dev |
| 20/25 | Track record — 13 public repos, account ~5 yr old |
Inputs used
| followers | 29 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mbk-dev |
| public_repos | 13 |
| account_age_days | 2,121 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 4 days ago |
| 20/20 | Version history — 50 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | okama |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 4 |
Engineering Quality
Are baseline engineering and documentation practices in place?
95
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://okama.io/ |
| 10/10 | Repository description |
| 10/10 | Topics — 14 topics |
| 10/10 | Wiki |
Inputs used
| topics | finance, investments, mathematics, python, optimization, portfolio-optimization, quantitative-finance, historical-data, portfolio, financial-data, cfa, time-series, markowitz, modern-portfolio-theory |
| has_wiki | yes |
| homepage | https://okama.io/ |
| 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?
10
Security posture
10Critical
Jurisdiction risk alert
High-risk jurisdiction exposure detected
1 software.redFlag.role.ownerRussia1 top contributor profilesRussiaSecurity and overall rating: At risk ceiling
Based on self-published public profile locations. This governance signal does not determine nationality, citizenship, intent, sanctions status, or individual trustworthiness.
How jurisdiction exposure is assessedHow it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 0/10 | Dangerous-Workflow — no data |
| 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 20 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — no data |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 4.9 |
| high_risk_jurisdiction_cap | 49 |
| high_risk_jurisdiction_multiplier | 20 |
| security_posture_after_multiplier | 10 |
| security_posture_before_jurisdiction | 49 |
Excluded from scoring (no data or not applicable): ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 20% multiplier and gives Security posture an At risk ceiling of 49.
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.
65
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, 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 | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 9,836 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/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, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.4/55 | Manageable file sizes — 3/63 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 72,763 |
| source_files_sampled | 63 |
| oversized_source_files | 3 |
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
266GitHub stars
6contributors
326commits, last 12 months
4days since last push
51releases
1bus factor
1open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.9 / 10
4.9aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| n/a | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 10
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | pandas | >=2.0.0 | pyproject.toml |
| PyPI | pyarrow | >=13.0.0 | pyproject.toml |
| PyPI | scipy | * | pyproject.toml |
| PyPI | matplotlib | >=3.5.1 | pyproject.toml |
| PyPI | requests | * | pyproject.toml |
| PyPI | joblib | * | pyproject.toml |
| PyPI | pandas-stubs | * | pyproject.toml |
| PyPI | arch | >=7.2.0 | pyproject.toml |
| PyPI | statsmodels | >=0.14.5 | pyproject.toml |
| PyPI | idna | >=3.15 | pyproject.toml |
All dependencies 186
Full resolved dependency set from the GitHub dependency graph: 20 direct and 166 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | arch | — | direct |
| PyPI | arch | 8.0.0 | direct |
| PyPI | idna | — | direct |
| PyPI | idna | 3.18 | direct |
| PyPI | joblib | — | direct |
| PyPI | joblib | 1.5.3 | direct |
| PyPI | matplotlib | — | direct |
| PyPI | matplotlib | 3.11.0 | direct |
| PyPI | pandas | — | direct |
| PyPI | pandas | 3.0.3 | direct |
| PyPI | pandas-stubs | — | direct |
| PyPI | pandas-stubs | 3.0.3.260530 | direct |
| PyPI | pyarrow | — | direct |
| PyPI | pyarrow | 25.0.0 | direct |
| PyPI | requests | — | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | scipy | — | direct |
| PyPI | scipy | 1.17.1 | direct |
| PyPI | statsmodels | — | direct |
| PyPI | statsmodels | 0.14.6 | direct |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | anyio | 4.14.2 | 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 | asttokens | 3.0.2 | indirect |
| PyPI | async-lru | 2.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | beautifulsoup4 | 4.15.0 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | commonmark | 0.9.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | debugpy | 1.8.21 | indirect |
| PyPI | decorator | 5.3.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | distlib | 0.4.3 | indirect |
| PyPI | docutils | — | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.29.7 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | imagesize | 1.5.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.3.0 | indirect |
| PyPI | ipython | — | indirect |
| PyPI | ipython | 9.15.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.8 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jedi | 0.20.0 | indirect |
| PyPI | jinja2 | — | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | json5 | 0.15.0 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter | 1.1.1 | indirect |
| PyPI | jupyter-builder | 1.1.0 | indirect |
| PyPI | jupyter-client | 8.9.1 | indirect |
| PyPI | jupyter-console | 6.6.3 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyter-events | 0.12.1 | 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 | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.2.2 | indirect |
| PyPI | mistune | 3.3.3 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nbclient | 0.11.0 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nbmake | 1.5.5 | indirect |
| PyPI | nbsphinx | — | indirect |
| PyPI | nbsphinx | 0.9.8 | indirect |
| PyPI | nbsphinx-link | — | indirect |
| PyPI | nbsphinx-link | 1.4.1 | indirect |
| PyPI | nest-asyncio2 | 1.7.2 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | notebook | 7.6.0 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | numpy-typing-compat | 20251206.2.4 | indirect |
| PyPI | numpydoc | — | indirect |
| PyPI | numpydoc | 1.10.0 | indirect |
| PyPI | optype | 0.17.1 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandoc | — | indirect |
| PyPI | pandoc | 2.4 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.7 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | patsy | 1.0.2 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pillow | 12.3.0 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | plumbum | 2.0.1 | indirect |
| PyPI | ply | 3.11 | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | prometheus-client | 0.25.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-mock | 3.15.1 | indirect |
| PyPI | pytest-xdist | 3.8.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.4.4 | indirect |
| PyPI | python-json-logger | 4.1.0 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pywinpty | 3.0.5 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | recommonmark | — | indirect |
| PyPI | recommonmark | 0.7.1 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfc3987-syntax | 1.1.0 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | roman-numerals-py | 4.1.0 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | ruff | 0.15.21 | indirect |
| PyPI | scipy-stubs | 1.17.1.5 | indirect |
| PyPI | send2trash | 2.1.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 3.1.1 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx | 8.2.3 | indirect |
| PyPI | sphinx-rtd-theme | — | indirect |
| PyPI | sphinx-rtd-theme | 3.1.0 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jquery | 4.1 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | terminado | 0.18.1 | indirect |
| PyPI | tinycss2 | 1.5.1 | indirect |
| PyPI | tokenize-rt | 6.2.0 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
| PyPI | traitlets | 5.15.1 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | tzdata | 2026.3 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | virtualenv | 21.6.1 | indirect |
| PyPI | wcwidth | 0.8.2 | indirect |
| PyPI | webcolors | 25.10.0 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websocket-client | 1.9.0 | indirect |
| PyPI | widgetsnbextension | 4.0.15 | indirect |
| PyPI | zmq | 0.0.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"finance",
"investments",
"mathematics",
"python",
"optimization",
"portfolio-optimization",
"quantitative-finance",
"historical-data",
"portfolio",
"financial-data",
"cfa",
"time-series",
"markowitz",
"modern-portfolio-theory"
],
"is_fork": false,
"size_kb": 65524,
"has_wiki": true,
"homepage": "https://okama.io/",
"languages": {
"Python": 823415
},
"pushed_at": "2026-07-14T18:52:07Z",
"created_at": "2020-03-02T14:48:29Z",
"owner_type": "Organization",
"updated_at": "2026-07-15T06:26:59Z",
"description": "Investment portfolio and stocks analyzing tools for Python with free historical data",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "okama.io",
"name": "MBK Development",
"type": "Organization",
"login": "mbk-dev",
"company": null,
"location": "Russian Federation",
"followers": 29,
"avatar_url": "https://avatars.githubusercontent.com/u/71955686?v=4",
"created_at": "2020-09-27T03:41:35Z",
"is_verified": null,
"public_repos": 13,
"account_age_days": 2121
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{
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{
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{
"name": "scipy-stubs",
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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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"collected": true,
"truncated": false,
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"direct_count": 20,
"indirect_count": 166
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"merged_prs": 14,
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"closed_issues": 50,
"closed_unmerged_prs": 17
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"login": "chilango74",
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"avatar_url": "https://avatars.githubusercontent.com/u/29829921?v=4"
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{
"type": "User",
"login": "DNTNTRSRNM",
"commits": 37,
"avatar_url": "https://avatars.githubusercontent.com/u/182935256?v=4"
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{
"type": "User",
"login": "nenkoru",
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{
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"login": "alexander-myltsev",
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{
"type": "User",
"login": "vkhomyakov",
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{
"type": "Bot",
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"contributors_sampled": 6,
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"has_precommit_config": true
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{
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{
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{
"name": "CII-Best-Practices",
"score": 0,
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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{
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{
"name": "Dangerous-Workflow",
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{
"name": "Dependency-Update-Tool",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
"name": "Fuzzing",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
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{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
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{
"name": "Packaging",
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"reason": "packaging workflow not detected",
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{
"name": "Pinned-Dependencies",
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{
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
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"reason": "0 existing vulnerabilities detected",
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"source": {
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"community": 71,
"governance": 57,
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{
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{
"key": "openssf_scorecard_maintained",
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]
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{
"key": "release_discipline",
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},
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"components": [
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{
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"details": [
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{
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{
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{
"key": "issue_template",
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"points": 0,
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{
"key": "pr_template",
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"status": "missed",
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{
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{
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{
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{
"key": "openssf_scorecard_contributors",
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{
"key": "responsiveness",
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"note": null,
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"closed_issues": 50,
"issue_closed_ratio": 0.98,
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},
"components": [
{
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{
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}
],
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{
"key": "pr_acceptance",
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"status": "partial",
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"code": "decided_prs_merged",
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"decided": 31
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],
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
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}
]
},
{
"key": "stewardship",
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"notes": [],
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"owner_login": "mbk-dev",
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"account_age_days": 2121
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"components": [
{
"key": "ownership_backing",
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"details": [
{
"code": "owner_organization",
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}
],
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
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"detail": "29 followers of mbk-dev",
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"status": "partial",
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{
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"login": "mbk-dev"
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}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "13 public repos, account ~5 yr old",
"points": 20,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 13
}
},
{
"code": "account_age_years",
"params": {
"years": 5
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"okama"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 4
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 4 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
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"days": 4
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}
],
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},
{
"key": "version_history",
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"detail": "50 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
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"count": 50
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
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}
],
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}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 95,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 92,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": null,
"points": 16,
"status": "met",
"details": [],
"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",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"investments",
"mathematics",
"python",
"optimization",
"portfolio-optimization",
"quantitative-finance",
"historical-data",
"portfolio",
"financial-data",
"cfa",
"time-series",
"markowitz",
"modern-portfolio-theory"
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"has_wiki": true,
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"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
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"detail": null,
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"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"points": 15,
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"max_points": 15
},
{
"key": "repository_description",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
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"points": 10,
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"details": [
{
"code": "topics_count",
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"count": 14
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
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"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
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"name": "Security",
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 20% multiplier to Security posture and gives it an At risk ceiling of 49.",
"notes": [
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"pinned_dependencies",
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},
{
"code": "weights_renormalized",
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},
{
"code": "jurisdiction_posture_adjustment",
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"pct": 20
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}
],
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"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
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},
"components": [
{
"key": "binary_artifacts",
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},
{
"key": "branch_protection",
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"points": 0,
"status": "missed",
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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}
],
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},
{
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"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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"points": 0,
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},
{
"key": "contributors",
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"points": 0.8,
"status": "partial",
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},
{
"key": "dangerous_workflow",
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"status": "excluded",
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"code": "no_data",
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}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"status": "met",
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
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},
{
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
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"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"status": "missed",
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},
{
"key": "signed_releases",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
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{
"key": "token_permissions",
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"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
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{
"key": "vulnerabilities",
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"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
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}
],
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"country": "Russia"
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{
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"count": 1,
"country": "Russia"
}
],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "Russia: owner (1); Russia: top_contributor (1)",
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"status": "partial",
"details": [
{
"code": "jurisdiction_exposure",
"params": {
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},
{
"code": "jurisdiction_exposure_next",
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}
],
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}
]
}
],
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},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 65,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
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"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"CLAUDE.md"
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},
"components": [
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"detail": "AGENTS.md, CLAUDE.md",
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"status": "met",
"details": [
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"code": "file_list",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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"notes": [
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"code": "excluded_no_data",
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 71,
"inputs": {
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"typed_language": false,
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"typecheck_configs": [],
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"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
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"points": 18,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
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},
{
"key": "automated_tests",
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"points": 22,
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"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
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"source_files_sampled": 63,
"oversized_source_files": 3
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"components": [
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"points": 0,
"status": "missed",
"details": [
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"code": "no_typecheck_config_language",
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],
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},
{
"key": "manageable_file_sizes",
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"points": 52.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"oversized": 3
}
}
],
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}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"notebooks"
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"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
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"points": 0,
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},
{
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-19T07:22:30.808431Z",
"schema_version": "0.14.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mbk-dev/okama.svg",
"full_name": "mbk-dev/okama",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.14.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.