Public record
Software health reportschema 0.30.0 · metrics 2.3.1 · 2026-08-03 01:56 UTC

natekspencer / pylitterbot

Python package for controlling a Whisker connected self-cleaning litter boxes and feeders

PythonMIT★ 183 stars⑂ 37 forkssince Dec 2020View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

natekspencer/pylitterbot holds a health index of 88 out of 100, placing it in the Excellent band. It scores highest on Vitality (93/100) and lowest on AI Readiness (62/100). It was last updated today. A single contributor accounts for most of its recent work.

88
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

88
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 74 is calibrated to 88 on the published index scale (record calibration 2026-08-02).

Ownership

Nathan SpencerPersonal account
74 followers52 public repossince Mar 2013

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpylitterbot2025.6.381,891880 days agofeeder-robotlitter-robotwhiskerasynchronouslitter-boxpet-feeder

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

93Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
24.2/36Commit cadence — 35/52 weeks with commits
18/18Commit volume — 298 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year298
human_commit_share0.77
days_since_last_push0
active_weeks_last_year35

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 85 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~12.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count85
latest_release_tag2025.6.3
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases12.7
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?

67Good · 17% of overall
How it's scored
36.7/60Stars — 183 stars
13/25Forks — 37 forks
6/15Watchers — 13 watchers
Inputs used
forks37
stars183
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
How it's scored
65.5/80Monthly downloads — 81,891 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespylitterbot
dependents
ecosystemspypi
total_downloads
monthly_downloads81,891
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

66Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4/22.5Commit distribution — top contributor authored 82% of commits
13.5/13.5Contributor breadth — 13 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled13
top_contributor_share0.821
How it's scored
42/42Issue resolution — 100% of issues closed
25.7/30PR acceptance — 326/380 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
10.5/15OpenSSF Scorecard: Code-Review — Found 3/4 approved changesets -- score normalized to 7
Inputs used
merged_prs326
open_issues0
closed_issues48
prs_merged_7d1
prs_decided_7d1
prs_merged_30d3
prs_decided_30d3
issue_closed_ratio1
closed_unmerged_prs54
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
13.5/25Owner reach — 74 followers of natekspencer
24.6/25Track record — 52 public repos, account ~13 yr old
Inputs used
followers74
owner_typeUser
is_verified
owner_loginnatekspencer
public_repos52
account_age_days4,897
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 88 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespylitterbot
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

80Excellent · 19% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — tox.ini
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 5 topics
10/10Wiki
Inputs used
topicslitter-robot, python, whisker, feeder-robot, hacktoberfest
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

66Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 3/4 approved changesets -- score normalized to 7
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.8
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages107
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 107 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

62Moderate · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 70 of 77 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.909
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — tox.ini
11/11Static type checking — pylitterbot/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 37 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 14 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configspylitterbot/py.typed
agent_commit_share0.37
toolchain_manifests
dependency_bot_commit_share0.14
How it's scored
27/45Type-checkable code — Python with type-check config (pylitterbot/py.typed)
55/55Manageable file sizes — 0/56 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes48,783
source_files_sampled56
oversized_source_files0

Key facts

183GitHub stars
13contributors
298commits, last 12 months
0days since last push
85releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 37 ⇿
0Stars
37Forks
64Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

01325383732021-092024-022026-07
Major 2Minor 22Patch 34

Each point covers 5 days.

OpenSSF Scorecard 5.8 / 10
5.8aggregate

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).Scorecard v5.5.0 · 2026-08-03 01:56 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 3/4 approved changesets -- score normalized to 7
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
PyPIaiohttp>=3.8.1pyproject.toml
PyPIdeepdiff>=6.2.1pyproject.toml
PyPIpyjwt>=2.7.0pyproject.toml
PyPIpycognito>=2024.2.0pyproject.toml
All dependencies 107

Full resolved dependency set from the GitHub dependency graph: 4 direct and 103 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttp3.14.3direct
PyPIdeepdiff9.1.0direct
PyPIpycognito2024.5.1direct
PyPIpyjwt2.13.0direct
PyPIaiohappyeyeballs2.6.2indirect
PyPIaioice0.10.2indirect
PyPIaiointercept0.1.9indirect
PyPIaiortc1.15.0indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.0indirect
PyPIast-serialize0.6.0indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIav16.1.0indirect
PyPIbackports-asyncio-runner1.2.0indirect
PyPIboto31.43.31indirect
PyPIbotocore1.43.31indirect
PyPIcachebox5.2.3indirect
PyPIcachetools7.1.4indirect
PyPIcertifi2026.5.20indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.14.1indirect
PyPIcryptography49.0.0indirect
PyPIdistlib0.4.3indirect
PyPIdnspython2.8.0indirect
PyPIenvs1.4indirect
PyPIexceptiongroup1.3.1indirect
PyPIfilelock3.29.4indirect
PyPIfreezegun1.5.5indirect
PyPIfrozenlist1.8.0indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIifaddr0.2.0indirect
PyPIiniconfig2.3.0indirect
PyPIjmespath1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIlibrt0.13.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImultidict6.7.1indirect
PyPImypy2.2.0indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.10.0indirect
PyPIorderly-set5.5.0indirect
PyPIpackaging26.2indirect
PyPIpathspec1.1.1indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.0indirect
PyPIpropcache0.5.2indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpyee13.0.1indirect
PyPIpygments2.20.0indirect
PyPIpylibsrtp1.0.0indirect
PyPIpyopenssl26.3.0indirect
PyPIpyproject-api1.10.1indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-freezer0.4.9indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.4indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpywin32312indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.2indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIruff0.15.21indirect
PyPIs3transfer0.19.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsse-starlette3.4.4indirect
PyPIstarlette1.3.1indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItox4.56.4indirect
PyPItox-uv1.35.2indirect
PyPItox-uv-bare1.35.2indirect
PyPItyper0.26.7indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.7.0indirect
PyPIuv0.11.21indirect
PyPIuvicorn0.49.0indirect
PyPIvirtualenv21.5.1indirect
PyPIyarl1.24.2indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 107 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "litter-robot",
        "python",
        "whisker",
        "feeder-robot",
        "hacktoberfest"
      ],
      "is_fork": false,
      "size_kb": 3639,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 589550
      },
      "pushed_at": "2026-08-03T01:54:35Z",
      "created_at": "2020-12-13T22:09:22Z",
      "owner_type": "User",
      "updated_at": "2026-08-02T18:02:17Z",
      "description": "Python package for controlling a Whisker connected self-cleaning litter boxes and feeders",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Nathan Spencer",
      "type": "User",
      "login": "natekspencer",
      "company": null,
      "location": "United States",
      "followers": 74,
      "avatar_url": "https://avatars.githubusercontent.com/u/3792831?v=4",
      "created_at": "2013-03-07T00:10:57Z",
      "is_verified": null,
      "public_repos": 52,
      "account_age_days": 4897
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "2025.6.3",
          "kind": "patch",
          "published_at": "2026-08-03T01:54:35Z"
        },
        {
          "tag": "2025.6.2",
          "kind": "patch",
          "published_at": "2026-07-19T04:12:16Z"
        },
        {
          "tag": "2025.6.1",
          "kind": "patch",
          "published_at": "2026-07-05T01:33:12Z"
        },
        {
          "tag": "2025.6.0",
          "kind": "minor",
          "published_at": "2026-07-01T19:29:33Z"
        },
        {
          "tag": "2025.5.0",
          "kind": "minor",
          "published_at": "2026-06-17T17:31:40Z"
        },
        {
          "tag": "2025.4.0",
          "kind": "minor",
          "published_at": "2026-05-02T14:52:17Z"
        },
        {
          "tag": "2025.3.2",
          "kind": "patch",
          "published_at": "2026-04-13T23:44:35Z"
        },
        {
          "tag": "2025.3.1",
          "kind": "patch",
          "published_at": "2026-04-13T22:09:34Z"
        },
        {
          "tag": "2025.3.0",
          "kind": "minor",
          "published_at": "2026-04-10T18:45:28Z"
        },
        {
          "tag": "2025.2.1",
          "kind": "patch",
          "published_at": "2026-04-10T15:28:51Z"
        },
        {
          "tag": "2025.2.0",
          "kind": "minor",
          "published_at": "2026-03-24T14:11:43Z"
        },
        {
          "tag": "2025.1.0",
          "kind": "minor",
          "published_at": "2026-02-21T01:26:38Z"
        },
        {
          "tag": "2025.1.0b3",
          "kind": "other",
          "published_at": "2026-02-20T16:53:00Z"
        },
        {
          "tag": "2025.1.0b2",
          "kind": "other",
          "published_at": "2026-02-19T20:35:32Z"
        },
        {
          "tag": "2025.1.0b1",
          "kind": "other",
          "published_at": "2026-02-16T01:02:16Z"
        },
        {
          "tag": "2025.1.0b0",
          "kind": "other",
          "published_at": "2026-02-15T23:44:31Z"
        },
        {
          "tag": "v2025.0.0",
          "kind": "major",
          "published_at": "2025-11-04T23:24:33Z"
        },
        {
          "tag": "v2024.2.7",
          "kind": "patch",
          "published_at": "2025-10-22T16:42:16Z"
        },
        {
          "tag": "v2024.2.6",
          "kind": "patch",
          "published_at": "2025-10-20T19:25:49Z"
        },
        {
          "tag": "v2024.2.4",
          "kind": "patch",
          "published_at": "2025-09-09T22:54:06Z"
        },
        {
          "tag": "v2024.2.3",
          "kind": "patch",
          "published_at": "2025-07-31T17:19:24Z"
        },
        {
          "tag": "v2024.2.2",
          "kind": "patch",
          "published_at": "2025-07-09T17:15:37Z"
        },
        {
          "tag": "v2024.2.1",
          "kind": "patch",
          "published_at": "2025-06-16T18:45:28Z"
        },
        {
          "tag": "v2024.2.0",
          "kind": "minor",
          "published_at": "2025-06-15T17:08:44Z"
        },
        {
          "tag": "v2024.1.0",
          "kind": "minor",
          "published_at": "2025-06-05T16:39:39Z"
        },
        {
          "tag": "v2024.0.0",
          "kind": "major",
          "published_at": "2025-01-17T23:14:49Z"
        },
        {
          "tag": "v2023.5.1",
          "kind": "patch",
          "published_at": "2024-07-13T02:36:12Z"
        },
        {
          "tag": "v2023.5.0",
          "kind": "minor",
          "published_at": "2024-04-19T16:19:32Z"
        },
        {
          "tag": "v2023.4.11",
          "kind": "patch",
          "published_at": "2024-04-05T18:00:59Z"
        },
        {
          "tag": "v2023.4.10",
          "kind": "patch",
          "published_at": "2024-04-05T06:15:26Z"
        },
        {
          "tag": "v2023.4.9",
          "kind": "patch",
          "published_at": "2023-10-02T17:28:51Z"
        },
        {
          "tag": "v2023.4.8",
          "kind": "patch",
          "published_at": "2023-08-29T17:59:53Z"
        },
        {
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          "headline": "Merge pull request #429 from natekspencer/dependabot/uv/aiortc-1.15.0",
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          "headline": "Merge pull request #428 from natekspencer/dependabot/uv/mcp-1.28.1",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
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          "headline": "Merge pull request #426 from natekspencer/pre-commit-ci-update-config",
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        {
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          "body": "feat: add camera video clip playback via signed CloudFront cookies",
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          "headline": "Merge pull request #430 from Legendberg/feat/camera-clip-playback",
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          "body": "`get_videos` exposes each clip's `hlsUrl`, but it is unsigned and the CDN\nreturns HTTP 403. Add `CameraClient.get_video_playback()`, which reads the\nclip-detail endpoint to obtain the short-lived CloudFront signed cookies\n(`CloudFront-Policy`/`-Signature`/`-Key-Pair-Id`) needed to stream the HLS\nplaylist and its segments. Returns a `VideoPlayback` dataclass with a\n`cookie_header` helper.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "[pre-commit.ci] pre-commit autoupdate",
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          "is_bot": false,
          "headline": "Merge pull request #424 from natekspencer/dependabot/uv/dev-dependenc…",
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          "body": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_light_settings",
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          "headline": "Merge pull request #425 from Legendberg/feat/night-light-rgb-color",
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          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
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          "body": "…t_settings\n\nMove color hex parsing into the library so consumers get a typed RGB\nvalue instead of parsing the API string themselves:\n\n- hex_to_rgb/rgb_to_hex utils handling #RGB, #RRGGBB and #RRGGBBAA (the\n  API may store a trailing alpha byte, which is ignored)\n- LitterRobot5.night_light_rgb_color property returning an RGB tuple\n- set_night_light_settings color accepts an RGB tuple, and validates\n  and normalizes string input to #RRGGBB\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_ligh…",
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          "body": "Bumps the dev-dependencies group with 1 update: [aiointercept](https://github.com/Polandia94/aiointercept).\n\n\nUpdates `aiointercept` from 0.1.7 to 0.1.8\n- [Release notes](https://github.com/Polandia94/aiointercept/releases)\n- [Changelog](https://github.com/Polandia94/aiointercept/blob/main/CHANGELOG\n[…]\ndependency-version: 0.1.8\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "chore(deps-dev): bump aiointercept in the dev-dependencies group",
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          "body": "Add breed property to pet",
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          "headline": "Merge pull request #423 from natekspencer/pet-breed",
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          "is_bot": false,
          "headline": "Merge pull request #422 from natekspencer/dependabot/uv/dev-dependenc…",
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          "is_bot": false,
          "headline": "Merge pull request #420 from natekspencer/dependabot/uv/pydantic-sett…",
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          "body": "[pre-commit.ci] pre-commit autoupdate",
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          "headline": "Merge pull request #419 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
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          "headline": "Add breed property to pet",
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          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.21 → 0.11.25](https://github.com/astral-sh/uv-pre-commit/compare/0.11.21...0.11.25)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.20)",
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          "body": "…ith 3 updates\n\nBumps the dev-dependencies group with 3 updates in the / directory: [pytest](https://github.com/pytest-dev/pytest), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `pytest` from 9.1.0 to 9.1.1\n- [Release notes](https://github.com/pytest-\n[…]\npendency-version: 0.15.20\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "body": "Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)\n\n---\nupdated-dependencies:\n- dependency-name: pydantic-settings\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "headline": "chore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
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          "body": "feat: Add MCP server for AI assistant integration",
          "is_bot": false,
          "headline": "Merge pull request #374 from mikelane/feat/mcp-server",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T17:30:30Z",
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          "body": "Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update pylitterbot/mcp/helpers.py",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
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          "is_bot": false,
          "headline": "Update ci.yml",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:48:41Z",
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        {
          "oid": "86485e0db3f507642235dcac1e76b458efd8cbfa",
          "body": null,
          "is_bot": false,
          "headline": "Fix mypy errors",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:35:51Z",
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        {
          "oid": "8d69e94cd868d2e34156189037806c60c0600d5a",
          "body": "Applies ruff format across the 5 files touched by the preemptive fix\nbatch so pre-commit.ci doesn't have to push an auto-fix commit on top.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style(mcp): apply ruff format to merged fixes",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "oid": "0235ac9d4c41e0382ec894acae166f081e355ab9",
          "body": "C2: wrap set_sleep_mode in try/except NotImplementedError so sync_settings\ncompletes when an LR4 target raises (LR4 inherits the raising stub); report\ntarget as skipped with reason.\n\nM2: replace robot.model string comparison with isinstance checks against\nconcrete classes so firmware string drift (e\n[…]\nction for LR4/LR5 groups in\nrobot_comparison because cycle_count is a lifetime odometer on those models,\nnot a per-drawer counter.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): address 6 compound tool review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "4d83fda901cf579999bde1f8e2c2bfcdd44b3a8d",
          "body": "All 21 state-changing tools in settings.py and commands.py now check\nresolved.is_online before calling any device method. Offline robots\nget a clear ValueError(\"offline\") instead of a cryptic device-layer\nerror, consistent with the existing pattern in compound.py.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject offline robots before dispatching state-changing commands",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "0290d950f7c49380bf55642c963269c86c9bffed",
          "body": "refresh_robots() swallows network errors internally; callers had no way\nto know data was stale. get_robots now catches exceptions from the\nrefresh call and adds refresh_stale=True to each robot summary so LLM\nclients can distinguish live data from cached data.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: surface refresh_stale flag in get_robots on refresh failure",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "a5bcb217c9ae601ed35624483a9654adaf5847e2",
          "body": "Device methods return False on silent failure. All 9 state-changing\ntools now capture the return value and raise RuntimeError. Also switches\nupdate_firmware to use resolve_litter_robot (typed resolver) for\nconsistent error messages when non-LitterRobot devices are passed.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all state-changing tools in commands.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "1a8208edf5c2c8c86d9ff6c20bab3b7fbd4b4823",
          "body": "Device methods return False on silent failure. All 12 set_* tools now\ncapture the return value and raise RuntimeError so callers get an\nactionable error instead of a success message on failure.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all set_* tools in settings.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "06709bc13d48bbd211ad227710e7a84824af85eb",
          "body": "LR4 inherits the NotImplementedError stub from base LitterRobot and\ncannot set sleep mode via the API. Add an isinstance guard after\nresolve_litter_robot so LR4 callers get a clear ValueError instead of\na raw NotImplementedError from the device layer.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject LR4 in set_sleep_mode before dispatching to device",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "243590ac9403f5eae7aa1f08a9c1cd4c8ddba5a1",
          "body": "The lazy account singleton never re-authenticates. Document this\nknown limitation so operators know to restart the MCP server process\nwhen credentials expire.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: note session expiry limitation in server module docstring",
          "author_name": "Mike Lane",
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          "committed_at": "2026-06-17T02:01:36Z",
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          "oid": "39ddff242019e7948a16690736ffacee330c12da",
          "body": "…esolve_pet_id\n\n.lower() fails for multi-char Unicode casefolds (e.g. German ß→ss)\nand raises AttributeError when name is None. Replace with casefold()\non an or-empty-string guard, and str() coerce the id comparison for\nnon-string id types.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: use casefold and None-safe name matching in resolve_robot and _r…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "f55c1ec2ab25c29e85860dd885e7ae3f39a27e3a",
          "body": "Empty or whitespace-only event_id values were forwarded verbatim to\nthe device layer. Strip whitespace and reject blank values with a\nValueError, mirroring the set_name validation pattern.\n\nAlso adds a docstring note that unassigning (omitting to_pet) is not\nsupported by this tool.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: validate and strip event_id in reassign_pet_visit",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "oid": "5e76b2d29d0bd4da1b8b4314ae551f70cae245c3",
          "body": "format_robot_summary was passing last_feeding dict verbatim, which\ncontains a datetime object. json.dumps raises TypeError on raw\ndatetimes. Mirror the next_feeding isoformat pattern for consistency.\n\nAlso fix mock fixture to use a real datetime (not a string), which\nwas masking the bug in existing tests.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: serialize FeederRobot last_feeding timestamp to ISO string",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "dac89a78d1bb16108a23f5d2f13daa012c504cb4",
          "body": "get_activity_history: reject limit outside [1, 500] to prevent runaway API requests.\nget_insight: reject days < 1 to prevent forwarding invalid time ranges.\nget_food_dispensed: reject hours < 1 to prevent generating a future since\ntimestamp that silently returns 0.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate input bounds on activity tools before calling library",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "31807c9de7d40fdc3bddce17cc5262b408c11e5a",
          "body": "LitterRobot5.get_insight raises NotImplementedError by design because the\nLR5 REST API has no insights endpoint. Add an isinstance check before\ncalling get_insight so the MCP tool raises a clear ValueError instead of\npropagating an unhandled NotImplementedError.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): guard get_insight against LR5 which raises NotImplementedError",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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          "oid": "b8fa55d96aa5a2400fa18ed0a743d5c27341418d",
          "body": "FeederRobot.get_food_dispensed_since is a plain def returning float.\nAwaiting it raises TypeError in production. Drop the await.\n\nAlso update the test fixture to use MagicMock.return_value (not AsyncMock)\nfor the sync method, and add a create_autospec-based test that would catch\nthis class of sync/async drift in the future.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): drop erroneous await on sync get_food_dispensed_since",
          "author_name": "Mike Lane",
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          "committed_at": "2026-06-17T02:01:36Z",
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          "oid": "72aca80bc3c13ed5a8cd8d1fc8740ffd8ba92c16",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
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        {
          "oid": "bd9b1779a8e5a6a69a0ff04d888ea0dc0c23f965",
          "body": "The isinstance(resolved, LitterRobot5) check lets standard LR5 units\nthrough even though the docstring says \"Pro only\". Add an explicit\nis_pro guard so non-Pro units fail fast with a clear message instead\nof deep in the device layer. Also pin the default LR5 fixture to\nPro (is_pro=True, model=\"Litter-Robot 5 Pro\") so the existing happy\npath test reflects what the fix actually requires.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): gate set_camera_audio on Litter-Robot 5 Pro",
          "author_name": "Mike Lane",
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        {
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          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "c4672cc116ba9b984b32eca023ecaa0c9a83968d",
          "body": "Empty or whitespace-only names previously bypassed MCP-side validation\nand went straight to the device layer. Strip the input and raise\nValueError before hitting the transport when nothing is left.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate name input in set_name tool",
          "author_name": "Mike Lane",
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          "oid": "e76e9f112edfdf38454ce038c62a60dbe3d6c1a7",
          "body": "The set_wait_time MCP tool was re-encoding the valid wait-time set by\ncomparing resolved.model to the string \"Litter-Robot 3\". This duplicated\nrules that the robot classes already expose canonically: LitterRobot3,\nLitterRobot4, and LitterRobot5 each define a VALID_WAIT_TIMES class\nattribute that the\n[…]\n plain class attributes), and add regression\ntests that LR3 rejects 25 (LR4/LR5-only) and LR4 accepts 25, proving\nthe tool now actually consults the per-class list rather than a\nhardcoded model split.",
          "is_bot": false,
          "headline": "refactor(mcp): use VALID_WAIT_TIMES from robot class in set_wait_time",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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          "oid": "48e253bae706df6bee184e941b98d869ff58e1fa",
          "body": "maintenance_forecast() computed cycles_remaining as\nmax(0, cycle_capacity - cycle_count). On LR4/LR5, cycle_count maps to\n\"odometerCleanCycles\" — a lifetime odometer — so any robot that has\nperformed more cycles in its lifetime than cycle_capacity (default 30)\npins cycles_remaining to zero permanent\n[…]\n with a Bedroom mock at cycle_count=500,\ncycle_capacity=30, waste_drawer_level=20.0 — which the old code would\nreport as 0 cycles remaining but the fixed code correctly reports as\n24 cycles remaining.",
          "is_bot": false,
          "headline": "fix(mcp): derive maintenance_forecast cycles_remaining from drawer level",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
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          "body": "sync_settings() only compared sleep_mode_enabled between source and\ntarget, so when both robots already had sleep mode enabled but used\ndifferent sleep_mode_start_time values, the schedules stayed out of\nsync indefinitely.\n\nExtend the sleep-mode branch to also compare start times (as timetz())\nwhen \n[…]\ns visible in the returned report.\n\nAdd a regression test that sets both LR4 mocks to enabled with\ndifferent start times and asserts set_sleep_mode is awaited once on\nthe target with the source's time.",
          "is_bot": false,
          "headline": "fix(mcp): sync_settings pushes sleep time diffs when both enabled",
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          "body": "The MCP update_firmware tool advertised support for both LR4 and LR5,\nbut LitterRobot5.update_firmware raises NotImplementedError because the\nLR5 REST API does not expose a firmware update trigger endpoint. As a\nresult, invoking the tool against an LR5 would always surface a raw\nNotImplementedError.\n[…]\nct that, and add a test that LR5 is rejected up-front with a\nclear ValueError rather than letting NotImplementedError leak through.\n\nAddresses PR review comment on commands.py update_firmware handler.",
          "is_bot": false,
          "headline": "fix(mcp): restrict update_firmware tool to Litter-Robot 4 only",
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          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
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          "oid": "3eb69d63d2a4bbc8c9790a6260a36a556e13c602",
          "body": "* feat: add LR4/LR5 resolvers and expand format_robot_summary\n\nAdd resolve_litter_robot_4() and resolve_litter_robot_5() helpers for\nmodel-specific tool validation. Expand format_robot_summary() to include\nfirmware, sleep schedule, panel brightness, sensor statuses, and\nmodel-specific fields for LR4\n[…]\ns.\nFix import sorting and test regex for resolve_litter_robot_5 helper.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: expose all missing pylitterbot features in MCP server (#2)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
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          "oid": "d304ec50a89785bf31bbf35f36c4d1483831f635",
          "body": "- README: add security note about plaintext credentials in config\n- tests: remove unused LitterRobot3 import\n- compound.py: add comment explaining zero-cycle outlier exclusion\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: address CodeRabbit nitpicks",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
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          "oid": "c9a1013eacff1775f66bff8ac9df049aa7f0a858",
          "body": "- compound.py: isolate per-robot failures in clean_all_ready so one\n  robot failing doesn't abort the fleet operation\n- compound.py: capture old values before setter calls in sync_settings\n  so change messages reflect pre-change state\n- compound.py: validate days >= 1 in household_digest\n- settings.py: model-specific wait time validation (LR3: 3/7/15 only)\n- settings.py: strict HH:MM parsing via datetime.strptime\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address CodeRabbit review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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          "oid": "9d93f3a3b8f3f20fbafb47eaba6a560752946f11",
          "body": "Document installation, configuration, and available tools for the\noptional MCP server integration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add MCP server section to README",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "5f0507bba6518ae5c8ed0783e3e27c5151d900a4",
          "body": "- server.py: add asyncio.Lock for race-safe singleton init (double-\n  checked locking prevents duplicate Account sessions on concurrent\n  tool calls)\n- compound.py: add logging.debug with exc_info to all 5 silent except\n  blocks (failures now traceable instead of invisible)\n- commands.py: reset_robo\n[…]\nher validation)\n- tests: replace all weak \"in\" assertions with exact string equality\n  (mutation-resistant, no more \"Kitchen\" matching \"Kitchen failed\")\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address all MEDIUM review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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          "oid": "9194902964d63684d653e45546010c1ec6e28f7e",
          "body": "Security audit found that set_night_light_brightness and set_wait_time\naccepted arbitrary integers without validation, potentially causing\nopaque API errors. Now validates against the allowed value sets before\ncalling the library.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add input validation for brightness and wait_time parameters",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ed162e2ea5cf252914eaa6a29715e4b348743f",
          "body": "- server.py: only assign _account after successful connect (prevents\n  caching a broken Account on auth failure); wrap connect() to sanitize\n  error messages (prevents leaking API response details)\n- settings.py: validate start_time is required when enabling sleep mode;\n  handle malformed HH:MM inpu\n[…]\narsed time(22, 30) in sleep mode test; add tests for\n  missing start_time and malformed start_time; update pet_usage_report\n  test for removed parameter\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address code review findings from quality gauntlet",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "fb882e7e1145a3f9ab74caa9cfb4d4185ad54361",
          "body": "Ruff auto-fixes: I001 (import block sorting) and D413 (blank line after\nlast docstring section). Also updates uv.lock with mcp dependency.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: fix import sorting and docstring formatting across MCP module",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "901e7766da039bd3ae7f25aa485ed7b0417abfc6",
          "body": "…tc.)\n\n8 compound tools that combine multiple API endpoints:\nfleet_overview, clean_all_ready, sync_settings, pet_usage_report,\nmaintenance_forecast, household_digest, troubleshooting_report,\nrobot_comparison.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP compound tools (fleet overview, maintenance forecast, e…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6f8deead10e45fc67f9e2a00a7b061b6cf59361e",
          "body": "Pet listing with formatted summaries and LR5-only pet visit\nreassignment with pet name/ID resolution.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP pet tools (get_pets, reassign_pet_visit)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "043a408a47774bf03f1b02e75eb49f8a5217485d",
          "body": "Passthrough tools for retrieving activity logs and usage analytics\nfrom Litter-Robots with formatted output.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP activity tools (history, insight)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "458784d68e3f4d4b0fc06d55d715896cb5c2cc89",
          "body": "…e, sleep)\n\nSeven settings tools covering all robot configuration options with\ntype validation for LR4-specific features like brightness and night\nlight mode.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP settings tools (name, night light, panel lock, wait tim…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "644ca667acb7adc0a576a20e80d47ee34d386191",
          "body": "Passthrough tools for start_cleaning, reset_robot (LR4/LR5 only),\ngive_snack (Feeder-Robot), and set_power_status with type validation.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP command tools (clean, reset, snack, power)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ab8d1882875a4e3ec80cfaa975e716b2e3bb22",
          "body": "Passthrough tools that list all robots with summaries and retrieve\ndetailed status for a single robot by name or ID.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP status tools (get_robots, get_robot_status)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3dce282fa63d9b354808526feb0818319e7f9c11",
          "body": "Set up FastMCP server instance, lazy Account connection, and helper\nfunctions for resolving robots by name/ID and formatting summaries.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP server core with robot resolution helpers",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:00Z",
          "body_truncated": false,
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        },
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          "oid": "68b661e65ca3296a24dedff8a890f4d658fb541d",
          "body": "Switch LR4 WebSocket to ByUser subscription",
          "is_bot": false,
          "headline": "Merge pull request #407 from Doekse/migrate-lr4-ws-subscription",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:52:52Z",
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        {
          "oid": "d71265a8517d20d9b88d7b6216916be74de4da16",
          "body": "…ubscriber",
          "is_bot": false,
          "headline": "Shared unsubscribe can be skipped when the last listener wasn’t the s…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:46:35Z",
          "body_truncated": false,
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        },
        {
          "oid": "9aa712a958647e5805de1c6cf4832952ba8c685a",
          "body": "Bump aiohttp from 3.13.5 to 3.14.1",
          "is_bot": false,
          "headline": "Merge pull request #415 from natekspencer/dependabot/uv/aiohttp-3.14.1",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:22:18Z",
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          "oid": "ff4d25ec1189538844dab576fa626e21cea22a9b",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump aiohttp from 3.13.5 to 3.14.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-17T01:20:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d5cd9f22ab36785d6d0d095349b107c081e2f69",
          "body": "Migrate from aioresponses to aiointercept",
          "is_bot": false,
          "headline": "Merge pull request #417 from natekspencer/aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:18:24Z",
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        },
        {
          "oid": "1c4e6570cef213fc8d4da4f963ab776c76e3ce43",
          "body": null,
          "is_bot": false,
          "headline": "Adjust tests per review",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:11:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "d239c21f9b311587ab2ea2a63b293630de06c172",
          "body": null,
          "is_bot": false,
          "headline": "Migrate from aioresponses to aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T00:12:17Z",
          "body_truncated": false,
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        },
        {
          "oid": "207ddef2caf01e7bdbdecb2576c67d2ea436af05",
          "body": "…48.0.1\n\nBump cryptography from 46.0.7 to 48.0.1",
          "is_bot": false,
          "headline": "Merge pull request #416 from natekspencer/dependabot/uv/cryptography-…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:35:51Z",
          "body_truncated": false,
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        },
        {
          "oid": "bdc9bbe68060bfb011b24a404504faa60a606c8a",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.7 to 48.0.1.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.7...48.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 48.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump cryptography from 46.0.7 to 48.0.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T23:34:15Z",
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        {
          "oid": "e234a12c194b6768eeb04b88f07de852fb308e9d",
          "body": "…ies-bf17040a4d\n\nBump the dev-dependencies group across 1 directory with 6 updates",
          "is_bot": false,
          "headline": "Merge pull request #414 from natekspencer/dependabot/uv/dev-dependenc…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:47Z",
          "body_truncated": false,
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        {
          "oid": "a319202b97db2b905e47d62f6748455620eb0276",
          "body": "Bump uv from 0.11.6 to 0.11.15",
          "is_bot": false,
          "headline": "Merge pull request #411 from natekspencer/dependabot/uv/uv-0.11.15",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:38Z",
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        {
          "oid": "32af2729cbea542dc391c4b17f338ebe11a9a920",
          "body": "Bump pyjwt from 2.12.1 to 2.13.0",
          "is_bot": false,
          "headline": "Merge pull request #409 from natekspencer/dependabot/uv/pyjwt-2.13.0",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:31Z",
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        {
          "oid": "af6185c3240307aa277a21f25e706d6db4e53ade",
          "body": "Bump deepdiff from 9.0.0 to 9.1.0",
          "is_bot": false,
          "headline": "Merge pull request #408 from natekspencer/dependabot/uv/deepdiff-9.1.0",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:25Z",
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        {
          "oid": "cffaeff06ae2b91a6763c83ba11c57c885772679",
          "body": "Bump idna from 3.7 to 3.15",
          "is_bot": false,
          "headline": "Merge pull request #406 from natekspencer/dependabot/uv/idna-3.15",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:18Z",
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        {
          "oid": "11c8493e6057715b46a70206cefde33d9b41cd6a",
          "body": "Bump urllib3 from 2.6.3 to 2.7.0",
          "is_bot": false,
          "headline": "Merge pull request #405 from natekspencer/dependabot/uv/urllib3-2.7.0",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:25:03Z",
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        {
          "oid": "f721695632ce32740e60aef78f89ad777a11aca6",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #403 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:24:45Z",
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        },
        {
          "oid": "25e39792ed2c79ed50ee7858d858627a5869b8ea",
          "body": "Add Feeder-Robot feeding-schedule write support",
          "is_bot": false,
          "headline": "Merge pull request #413 from chrisrico/feature-schedule-write",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:23:51Z",
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        },
        {
          "oid": "152e119c66e5569b3fa6b29ebbd9741793212153",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.7 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.7...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 8,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
              ],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 82,
            "inputs": {
              "packages": [
                "pylitterbot"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 81891
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "81,891 downloads/month across pypi",
                "points": 65.5,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 81891,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 13,
              "top_contributor_share": 0.821
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 82% of commits",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 82
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 90,
            "inputs": {
              "merged_prs": 326,
              "open_issues": 0,
              "closed_issues": 48,
              "prs_merged_7d": 1,
              "prs_decided_7d": 1,
              "prs_merged_30d": 3,
              "prs_decided_30d": 3,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 54,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
              "first_time_prs_decided_30d": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "326/380 decided PRs merged",
                "points": 25.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 326,
                      "decided": 380
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/4 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "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",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 74,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "natekspencer",
              "public_repos": 52,
              "account_age_days": 4897
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "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": "74 followers of natekspencer",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 74,
                      "login": "natekspencer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "52 public repos, account ~13 yr old",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 52
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pylitterbot"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "88 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 88
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "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": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "litter-robot",
                "python",
                "whisker",
                "feeder-robot",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "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 3/4 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 107 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 107
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 107,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 107,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 8
            },
            "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": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.909,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "70 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pylitterbot/py.typed"
              ],
              "agent_commit_share": 0.37,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.14
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pylitterbot/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pylitterbot/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 37,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "14 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 14,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48783,
              "source_files_sampled": 56,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pylitterbot/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pylitterbot/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/56 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli",
        "library"
      ],
      "scores": {
        "cli": 10,
        "library": 6
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-03T01:56:32.859159Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/natekspencer/pylitterbot.svg",
  "full_name": "natekspencer/pylitterbot",
  "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 v2.3.1, schema v0.30.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.