Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 20:53 UTC
jlevy / kash
The knowledge agent shell
jlevy/kash holds a health index of 58 out of 100, placing it in the Moderate band. It scores highest on Vitality (84/100) and lowest on Community & Adoption (38/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.
58
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.
58
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
Joshua LevyPersonal account
4,602 followers99 public repossince Jul 2012
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | kash-shell | 0.4.6 | - | 40 | 2 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
84
Development activity
73Good
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 9/36 | Commit cadence — 13/52 weeks with commits |
| 18/18 | Commit volume — 152 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 152 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 13 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 41 releases published |
| 36/36 | Release recency — latest release 2 days ago |
| 27/27 | Release cadence — a release every ~35.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 41 |
| latest_release_tag | v0.4.6 |
| releases_from_tags | no |
| days_since_latest_release | 2 |
| mean_days_between_releases | 35.7 |
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?
38
Popularity & adoption
27Critical
How it's scored
| 22.4/60 | Stars — 25 stars |
| 5/25 | Forks — 5 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 5 |
| stars | 25 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (AGPL-3.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
51
Maintainer resilience (bus factor)
17Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 2.2/22.5 | Commit distribution — top contributor authored 90% of commits |
| 2.7/13.5 | Contributor breadth — 2 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.903 |
Issue & PR responsiveness
30At risk
How it's scored
| 0/46.8 | Issue resolution — 0% of issues closed |
| 30.1/38.3 | PR acceptance — 11/14 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/11 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 11 |
| open_issues | 1 |
| closed_issues | 0 |
| issue_closed_ratio | 0 |
| closed_unmerged_prs | 3 |
Ownership & stewardship
75Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 25/25 | Owner reach — 4,602 followers of jlevy |
| 25/25 | Track record — 99 public repos, account ~13 yr old |
Inputs used
| followers | 4,602 |
| owner_type | User |
| is_verified | — |
| owner_login | jlevy |
| public_repos | 99 |
| account_age_days | 5,101 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 2 days ago |
| 20/20 | Version history — 40 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | kash-shell |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 2 |
Engineering Quality
Are baseline engineering and documentation practices in place?
67
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 10 out of 10 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 | no |
| has_precommit_config | no |
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
42
Security posture
42At risk
How 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 |
| 2.5/2.5 | CI-Tests — 10 out of 10 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 0/11 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.2 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
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 | 2,099 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
63Moderate
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/308 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 52,309 |
| source_files_sampled | 308 |
| oversized_source_files | 0 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — recipes |
Inputs used
| example_dirs | recipes |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
25GitHub stars
2contributors
152commits, last 12 months
2days since last push
41releases
1bus factor
1open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.2 / 10
4.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 10 out of 10 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 0/11 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 55
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | dunamai | >=1.23.0 | pyproject.toml |
| PyPI | pydantic | >=2.10.6 | pyproject.toml |
| PyPI | typing-extensions | >=4.12.2 | pyproject.toml |
| PyPI | strif | >=3.1.0 | pyproject.toml |
| PyPI | funlog | >=0.2.0 | pyproject.toml |
| PyPI | prettyfmt | >=0.4.1 | pyproject.toml |
| PyPI | flowmark | >=0.7.2 | pyproject.toml |
| PyPI | frontmatter-format | >=0.3.0 | pyproject.toml |
| PyPI | sidematter-format | >=0.1.0 | pyproject.toml |
| PyPI | flexdoc | >=0.3.0 | pyproject.toml |
| PyPI | chopdiff | >=0.4.0 | pyproject.toml |
| PyPI | clideps | >=0.1.8 | pyproject.toml |
| PyPI | tminify | >=0.1.6 | pyproject.toml |
| PyPI | python-magic | >=0.4.27 | pyproject.toml |
| PyPI | python-magic-bin | >=0.4.14 | pyproject.toml |
| PyPI | regex | >=2024.11.6 | pyproject.toml |
| PyPI | cachetools | >=5.5.2 | pyproject.toml |
| PyPI | humanfriendly | >=10.0 | pyproject.toml |
| PyPI | xonsh | >=0.23.0 | pyproject.toml |
| PyPI | prompt-toolkit | >=3.0.50 | pyproject.toml |
| PyPI | rich | >=14.0.0 | pyproject.toml |
| PyPI | setproctitle | >=1.3.5 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.1 | pyproject.toml |
| PyPI | send2trash | >=1.8.3 | pyproject.toml |
| PyPI | ripgrepy | >=2.1.0 | pyproject.toml |
| PyPI | pyperclip | >=1.9.0 | pyproject.toml |
| PyPI | colour | >=0.1.5 | pyproject.toml |
| PyPI | thefuzz | >=0.22.1 | pyproject.toml |
| PyPI | tldr | >=3.3.0 | pyproject.toml |
| PyPI | jinja2 | >=3.1.6 | pyproject.toml |
| PyPI | pygments | >=2.19.1 | pyproject.toml |
| PyPI | lazyasd | >=0.1.4 | pyproject.toml |
| PyPI | pathspec | >=0.12.1 | pyproject.toml |
| PyPI | patch-ng | >=1.18.1 | pyproject.toml |
| PyPI | inquirerpy | >=0.3.4 | pyproject.toml |
| PyPI | httpx | >=0.28.1 | pyproject.toml |
| PyPI | curl-cffi | >=0.11.4 | pyproject.toml |
| PyPI | truststore | >=0.10.4 | pyproject.toml |
| PyPI | openai | >=2.15.0 | pyproject.toml |
| PyPI | litellm | >=1.84.0,<1.92.0 | pyproject.toml |
| PyPI | pyrate-limiter | >=3.7.0 | pyproject.toml |
| PyPI | aiolimiter | >=1.2.1 | pyproject.toml |
| PyPI | readabilipy | >=0.3.0 | pyproject.toml |
| PyPI | markdownify | >=1.2.2 | pyproject.toml |
| PyPI | justext | >=3.0.2 | pyproject.toml |
| PyPI | cssselect | >=1.2.0 | pyproject.toml |
| PyPI | pydub | >=0.25.1 | pyproject.toml |
| PyPI | audioop-lts | >=0.2.1 | pyproject.toml |
| PyPI | deepgram-sdk | >=7.4.0 | pyproject.toml |
| PyPI | pandas | >=2.2.3 | pyproject.toml |
| PyPI | fastapi | >=0.115.11 | pyproject.toml |
| PyPI | uvicorn | >=0.34.0 | pyproject.toml |
| PyPI | mcp | >=1.6.0 | pyproject.toml |
| PyPI | anyio | >=4.8.0 | pyproject.toml |
| PyPI | mcp-proxy | >=0.5.0 | pyproject.toml |
All dependencies 153
Full resolved dependency set from the GitHub dependency graph: 55 direct and 98 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiolimiter | 1.2.1 | direct |
| PyPI | anyio | 4.14.1 | direct |
| PyPI | audioop-lts | 0.2.2 | direct |
| PyPI | cachetools | 7.1.4 | direct |
| PyPI | chopdiff | 0.4.0 | direct |
| PyPI | clideps | 0.1.8 | direct |
| PyPI | colour | 0.1.5 | direct |
| PyPI | cssselect | 1.4.0 | direct |
| PyPI | curl-cffi | 0.15.0 | direct |
| PyPI | deepgram-sdk | 7.4.0 | direct |
| PyPI | dunamai | 1.26.1 | direct |
| PyPI | fastapi | 0.138.2 | direct |
| PyPI | flexdoc | 0.3.0 | direct |
| PyPI | flowmark | 0.7.2 | direct |
| PyPI | frontmatter-format | 0.3.0 | direct |
| PyPI | funlog | 0.2.1 | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | humanfriendly | 10.0 | direct |
| PyPI | inquirerpy | 0.3.4 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
| PyPI | justext | 3.0.2 | direct |
| PyPI | lazyasd | 0.1.4 | direct |
| PyPI | litellm | 1.90.2 | direct |
| PyPI | markdownify | 1.2.3 | direct |
| PyPI | mcp | 1.28.1 | direct |
| PyPI | mcp-proxy | 0.12.0 | direct |
| PyPI | openai | 2.44.0 | direct |
| PyPI | pandas | 3.0.3 | direct |
| PyPI | patch-ng | 1.19.1 | direct |
| PyPI | pathspec | 1.1.1 | direct |
| PyPI | prettyfmt | 0.4.1 | direct |
| PyPI | prompt-toolkit | 3.0.52 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pydub | 0.25.1 | direct |
| PyPI | pygments | 2.20.0 | direct |
| PyPI | pyperclip | 1.11.0 | direct |
| PyPI | pyrate-limiter | 4.4.0 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | python-magic | 0.4.27 | direct |
| PyPI | python-magic-bin | 0.4.14 | direct |
| PyPI | readabilipy | 0.3.0 | direct |
| PyPI | regex | 2026.6.28 | direct |
| PyPI | rich | 15.0.0 | direct |
| PyPI | ripgrepy | 2.2.0 | direct |
| PyPI | send2trash | 2.1.0 | direct |
| PyPI | setproctitle | 1.3.7 | direct |
| PyPI | sidematter-format | 0.1.0 | direct |
| PyPI | strif | 3.1.0 | direct |
| PyPI | thefuzz | 0.22.1 | direct |
| PyPI | tldr | 3.4.4 | direct |
| PyPI | tminify | 0.1.6 | direct |
| PyPI | truststore | 0.10.4 | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | uvicorn | 0.49.0 | direct |
| PyPI | xonsh | 0.23.8 | direct |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | basedpyright | 1.39.9 | indirect |
| PyPI | beautifulsoup4 | 4.15.0 | indirect |
| PyPI | brotli | 1.2.0 | indirect |
| PyPI | brotlicffi | 1.2.0.1 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | codespell | 2.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cydifflib | 1.2.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dotenv | 0.9.9 | indirect |
| PyPI | fastuuid | 0.14.0 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.6.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hatchling | 1.30.1 | indirect |
| PyPI | hf-xet | 1.5.1 | indirect |
| PyPI | html5lib | 1.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx-auth | 0.23.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.21.0 | indirect |
| PyPI | humanize | 4.16.0 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | importlib-metadata | 8.9.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jiter | 0.16.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | lxml | 6.1.1 | indirect |
| PyPI | lxml-html-clean | 0.4.5 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | marko | 2.2.3 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | nodejs-wheel-binaries | 24.16.0 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | numpy | 2.5.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pfzy | 0.3.4 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pluralizer | 2.0.0 | indirect |
| PyPI | propcache | 0.5.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pyreadline3 | 3.5.6 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-sugar | 1.1.1 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | questionary | 2.1.1 | indirect |
| PyPI | rapidfuzz | 3.14.5 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich-argparse | 1.8.0 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | ruamel-yaml | 0.19.1 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | selectolax | 0.4.10 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | shtab | 1.8.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sse-starlette | 3.4.5 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | termcolor | 3.3.0 | indirect |
| PyPI | text-unidecode | 1.3 | indirect |
| PyPI | tiktoken | 0.13.0 | indirect |
| PyPI | tokenizers | 0.23.1 | indirect |
| PyPI | tomlkit | 0.15.0 | indirect |
| PyPI | tqdm | 4.68.3 | indirect |
| PyPI | trove-classifiers | 2026.6.1.19 | indirect |
| PyPI | typer | 0.25.1 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uv-dynamic-versioning | 0.14.0 | indirect |
| PyPI | wcwidth | 0.8.2 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | yarl | 1.24.2 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 3983,
"has_wiki": false,
"homepage": null,
"languages": {
"Jinja": 143663,
"Shell": 75016,
"Xonsh": 537,
"Python": 1610718,
"Makefile": 1002
},
"pushed_at": "2026-07-15T06:41:43Z",
"created_at": "2025-03-11T02:13:43Z",
"owner_type": "User",
"updated_at": "2026-07-15T06:40:07Z",
"description": "The knowledge agent shell",
"is_archived": false,
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{
"key": "pr_template",
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}
]
}
],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 51,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
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"note": null,
"notes": [],
"value": 17,
"inputs": {
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},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
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"count": 1
}
}
],
"max_points": 54
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{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 90% of commits",
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{
"code": "top_contributor_share",
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}
],
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{
"key": "contributor_breadth",
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"detail": "2 contributors",
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}
],
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
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}
]
},
{
"key": "responsiveness",
"band": "at_risk",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 30,
"inputs": {
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"open_issues": 1,
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"issue_closed_ratio": 0,
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},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
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{
"code": "issues_closed_share",
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"share": 0
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "11/14 decided PRs merged",
"points": 30.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"merged": 11,
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/11 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"owner_login": "jlevy",
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"account_age_days": 5101
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"details": [
{
"code": "owner_personal",
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}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "4,602 followers of jlevy",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
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"count": 4602,
"login": "jlevy"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "99 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 99
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"kash-shell"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 2
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 2 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 2
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "40 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 40
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 67,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
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"has_linter_config": false,
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},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "10 out of 10 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
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"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
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"points": 10,
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"details": [],
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},
{
"key": "topics",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 42,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 42,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/11 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
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"points": 1,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 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": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"CLAUDE.md"
],
"agent_instruction_max_bytes": 2099
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 63,
"inputs": {
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"has_tests": true,
"lockfiles": [
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],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
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],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
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"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"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",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
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"largest_source_bytes": 52309,
"source_files_sampled": 308,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
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"points": 0,
"status": "missed",
"details": [
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"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/308 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
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"sampled": 308,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
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"recipes"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "mcp_server",
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"points": 20,
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},
{
"key": "runnable_examples",
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"status": "met",
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"code": "file_list",
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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": "2026-07-17T20:53:42.314853Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jlevy/kash.svg",
"full_name": "jlevy/kash",
"license_state": "standard",
"license_spdx": "AGPL-3.0"
}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 v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.