Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 10:16 UTC

Geocodio / geocodio-library-python

geocod.io Python library

PythonMIT★ 4 stars⑂ 5 forkssince Apr 2025View on GitHub ↗

Geocodio/geocodio-library-python holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Vitality (72/100) and lowest on Community & Adoption (39/100). It was last updated 11 days ago. A single contributor accounts for most of its recent work.

57
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

57
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
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.

Ownership

GeocodioOrganization
10 followers35 public repossince Feb 2014

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIgeocodio-library-python1.0.04,632852 days ago

Metrics by category

Vitality

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

72Good · 22% of overall
How it's scored
28.8/36Push recency — last push 11 days ago
6.2/36Commit cadence — 9/52 weeks with commits
14.9/18Commit volume — 45 commits in the last year
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Inputs used
commits_last_year45
human_commit_share1
days_since_last_push11
active_weeks_last_year9

Release discipline

100Excellent
How it's scored
27/27Ships releases — 11 releases published
36/36Release recency — latest release 11 days ago
27/27Release cadence — a release every ~38 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count11
latest_release_tagv1.2.0
releases_from_tagsno
days_since_latest_release11
mean_days_between_releases38
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?

39At risk · 18% of overall
How it's scored
7.7/60Stars — 4 stars
5/25Forks — 5 forks
2.7/15Watchers — 4 watchers
Inputs used
forks5
stars4
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
48.9/80Monthly downloads — 4,632 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesgeocodio-library-python
dependents
ecosystemspypi
total_downloads
monthly_downloads4,632
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?

65Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
8.9/22.5Commit distribution — top contributor authored 60% of commits
5.4/13.5Contributor breadth — 4 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.605
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
29.6/38.3PR acceptance — 17/22 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 4/21 approved changesets -- score normalized to 1
Inputs used
merged_prs17
open_issues0
closed_issues7
issue_closed_ratio1
closed_unmerged_prs5
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
7.5/25Owner reach — 10 followers of Geocodio
23.3/25Track record — 35 public repos, account ~12 yr old
Inputs used
followers10
owner_typeOrganization
is_verified
owner_loginGeocodio
public_repos35
account_age_days4,551
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 52 days ago
20/20Version history — 8 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgeocodio-library-python
ecosystemspypi
any_deprecatedno
min_days_since_publish52

Engineering Quality

Are baseline engineering and documentation practices in place?

54Moderate · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

40At risk
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

46At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2/2.5CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 4/21 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
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
2.2/7.5Vulnerabilities — 7 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.3
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages6
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:geocodio-library-python@1.0.0 runtime dependency closure — what installing the published package pulls in — 6 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

44At risk · 0% 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 — 87 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.87
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
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_configno
typecheck_configs
agent_commit_share0.06
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/26 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes54,413
source_files_sampled26
oversized_source_files0

Key facts

4GitHub stars
4contributors
45commits, last 12 months
11days since last push
11releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 5 ⇿
0Stars
5Forks
8Releases

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.

12345512025-102026-032026-07
Major 1Minor 6Patch 1
OpenSSF Scorecard 3.3 / 10
3.3aggregate

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 · 2026-07-28 10:16 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests7 out of 8 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 4/21 approved changesets -- score normalized to 1
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
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
3Vulnerabilities7 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIhttpx>=0.24.0pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Dependency advisories 0

Installing pypi:geocodio-library-python@1.0.0 pulls in 6 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

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
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          "headline": "Merge pull request #29 from Geocodio/fix-25",
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          "is_bot": false,
          "headline": "Migrate to Geocodio API v2 (#23)",
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          "headline": "Accept int or float for district proportion in e2e tests",
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          "headline": "Use Any type for district_number to accept whatever the API returns",
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          "headline": "feat: [US-007] - Update documentation to reference API v1.10",
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          "body": "The API now returns state_legislative_districts as a dict with\nhouse/senate keys containing legislator info, but the parser only\nchecked for the \"stateleg\" key and expected a flat list. This caused\nall stateleg data to silently land in extras as None.\n\nAdd _parse_stateleg helper that handles both the new dict format\nand legacy flat list format, and check for both \"stateleg\" and\n\"state_legislative_districts\" response keys.",
          "is_bot": false,
          "headline": "fix(parser): handle new state legislative district response structure",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
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          "body": null,
          "is_bot": false,
          "headline": "fix: update version in pyproject.toml to 0.5.0",
          "author_name": "Mathias Hansen",
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          "body": "* feat(distance): add Distance API support\n\nAdd full Distance API support matching the PHP SDK implementation:\n\n- Add Coordinate class for flexible coordinate input formats (string, tuple, dict)\n- Add distance() method for single origin to multiple destinations (GET)\n- Add distance_matrix() method f\n[…]\n): remove unused f-string prefixes\n\n* chore: prepare release v0.5.0\n\n- Bump version to 0.5.0\n- Update CHANGELOG with Distance API features\n\n---------\n\nCo-authored-by: Mathias Hansen <me@codemonkey.io>",
          "is_bot": false,
          "headline": "feat(distance): add Distance API support (#21)",
          "author_name": "Sylvester Damgaard",
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          "body": "fix(parser): support nested field structures with backward compatibility",
          "is_bot": false,
          "headline": "Merge pull request #18 from Geocodio/fix/nested-field-parsing",
          "author_name": "Sylvester Damgaard",
          "author_login": "sylvesterdamgaard",
          "committed_at": "2025-11-19T16:23:41Z",
          "body_truncated": false,
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        },
        {
          "oid": "ee94771ce92095d40223b4792588ed27206c1d0c",
          "body": "The test was checking for non-existent fields:\n- zip4.zip4 → zip4.plus4\n- zip4.delivery_point → zip4.city_delivery\n\nAlso added validation for zip9 and valid_delivery_area fields\nto match the actual API response structure.\n\nVerified with real API - test now passes.",
          "is_bot": false,
          "headline": "fix(tests): correct ZIP4Data field names in E2E test",
          "author_name": "Sylvester Damgaard",
          "author_login": "sylvesterdamgaard",
          "committed_at": "2025-11-19T13:47:56Z",
          "body_truncated": false,
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        },
        {
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          "body": "API changed response format from flat to nested structure for several fields:\n- Census: census2010: {...} → census: {2010: {...}}\n- ACS: acs-demographics: {...} → acs: {demographics: {...}}\n- School districts: school: [...] → school_districts: {elementary: {...}}\n\nAdditionally, census field names ch\n[…]\n\n- census2031+ years work automatically without code changes\n- cd120+ congressional districts work automatically\n- Unknown API fields captured in extras dict\n\nFixes #15\nFixes #16\nCloses #14\nCloses #17",
          "is_bot": false,
          "headline": "fix(parser): support nested field structures with backward compatibility",
          "author_name": "Sylvester Damgaard",
          "author_login": "sylvesterdamgaard",
          "committed_at": "2025-11-19T13:37:50Z",
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          "oid": "a71fbbb79b8965e274850a5c2f3831f2dccceb57",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.3.0",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-10-24T09:04:38Z",
          "body_truncated": false,
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        },
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          "oid": "8b74f92e1c3456db15c775dfbb0e5ffd28ec3fdb",
          "body": "Fix: Census field appends not included in response",
          "is_bot": false,
          "headline": "Merge pull request #13 from Geocodio/fix/census-field-appends-issue-12",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-10-24T08:59:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0eb5dcc064aa6a1f61339d689f5b82813a815995",
          "body": "Replace hardcoded census year parsing (census2010, census2020, census2023)\nwith dynamic detection and parsing of any census field returned by the API.\n\nChanges:\n- Modified _parse_fields() to automatically detect and parse any field\n  matching the pattern \"census\" + digits (e.g., census2024, census20\n[…]\nre-proof: new census years only require adding a field definition\n  to GeocodioFields, no changes needed to parsing logic\n- Maintains backwards compatibility with all existing census fields\n\nFixes #12",
          "is_bot": false,
          "headline": "fix: dynamically parse all census field appends",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-10-23T13:51:21Z",
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          "is_coding_agent": false
        },
        {
          "oid": "0a06fca1700963e64d5ecde438477b709bfbcced",
          "body": "Add test case to verify that all census year fields (census2010,\ncensus2020, census2023, census2024) are properly parsed and included\nin the response.\n\nThis test currently demonstrates the bug where census2024 and other\nyears beyond 2023 are not being parsed even though the API returns\nthem.\n\nRelates to #12",
          "is_bot": false,
          "headline": "test: add test for census field appends",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-10-23T13:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e33e911e9aca3fe9e89661c303bb73f42edda82e",
          "body": "- Bump version to 0.2.0\n- Update CHANGELOG with breaking change notes\n- Document migration guide for GeocodioClient to Geocodio rename",
          "is_bot": false,
          "headline": "chore: prepare release v0.2.0",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T16:01:05Z",
          "body_truncated": false,
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        },
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          "oid": "e2a981f93f88e21a8171875b2f1e5b8db7504d30",
          "body": "refactor!: Rename GeocodioClient to Geocodio",
          "is_bot": false,
          "headline": "Merge pull request #11 from Geocodio/refactor/rename-client-to-geocodio",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T15:59:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ca2d4b09745b0d7c138bcbe1fd1c0d5baa8ec63",
          "body": "Update all code examples and documentation in README to reflect the renamed class.",
          "is_bot": false,
          "headline": "docs: update README examples to use Geocodio class name",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T15:56:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0835d0b524bce75643c8cead0d8bdf48646b6420",
          "body": "Update all test files and smoke tests to import and use the new Geocodio class name instead of GeocodioClient.",
          "is_bot": false,
          "headline": "test: update tests to use renamed Geocodio class",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T15:56:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "559a88c8369f2d2aafa23b9067c1fc8eb1c545f5",
          "body": "BREAKING CHANGE: The main client class has been renamed from GeocodioClient to Geocodio for simplicity and consistency with other SDKs.\n\nMigration guide:\n- Change imports from `from geocodio import GeocodioClient` to `from geocodio import Geocodio`\n- Update instantiation from `client = GeocodioClient(...)` to `client = Geocodio(...)`",
          "is_bot": false,
          "headline": "refactor\\!: rename GeocodioClient to Geocodio",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T15:56:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4713a68ccae569086e42cc349733d67b6caf9a65",
          "body": null,
          "is_bot": false,
          "headline": "docs: Moved development installation to the bottom of the README",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:34:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "534f12dee14447192e07e5d892ab705cd9d7fa94",
          "body": "Resolved flake8 W292 warning by ensuring the file ends with a newline character.",
          "is_bot": false,
          "headline": "fix: add missing newline at end of _version.py file",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:32:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c563d04ad4cf0e034181ccdf9d3f2bf65b39ea8e",
          "body": null,
          "is_bot": false,
          "headline": "chore: prepare release v0.1.0",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81a0aed95c4d4879b7b8b2c3789d3073f58d042f",
          "body": "feat: Add user-agent header to all API requests",
          "is_bot": false,
          "headline": "Merge pull request #10 from Geocodio/feat/add-user-agent-header",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:19:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb185aed695f176fe6686765491a0cab75eab47e",
          "body": "- Create centralized version management in _version.py\n- Add USER_AGENT constant with format 'geocodio-library-python/{version}'\n- Include User-Agent header in all HTTP requests via _request() method\n- Add comprehensive test coverage for user-agent header verification",
          "is_bot": false,
          "headline": "feat(client): add user-agent header to all API requests",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:11:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb1433a524a23aec4c0c422b603440c9bf0a10be",
          "body": "refactor: use Authorization header for API authentication",
          "is_bot": false,
          "headline": "Merge pull request #9 from Geocodio/refactor/auth-header-authentication",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:06:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a1ca43ae2335908c26d18a276c99a3f153ab95c",
          "body": "Update all test mocks to match the new authentication implementation\nusing Authorization headers instead of query parameters.\n\n- Update httpx_mock fixtures to use match_headers with Bearer token\n- Remove api_key from query parameter expectations in all test files\n- Ensure all error mapping and geocoding tests pass with new auth format",
          "is_bot": false,
          "headline": "test: update mocks to expect Authorization header",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:04:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2f16d2b591affffb730bf3de30c7819d88f971f",
          "body": "…API key\n\nMigrate API key authentication from query parameters to Authorization header\nfollowing security best practices and Geocodio API documentation recommendations.\nThis reduces code duplication by centralizing auth header injection in the\n_request method.\n\n- Add Authorization header with Bearer\n[…]\nemove redundant api_key parameter initialization from all API methods\n- Make params parameter optional in _request method (defaults to empty dict)\n- Remove TODO comment about repeated API key handling",
          "is_bot": false,
          "headline": "refactor(auth): use Authorization header instead of query params for …",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:03:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "57c4ae5678baa90da8f620a0ab1cccd85d27d068",
          "body": "Add documentation showing how to use the library with Geocodio Enterprise\nby passing api.enterprise.geocod.io as the hostname parameter.",
          "is_bot": false,
          "headline": "docs: add Geocodio Enterprise usage section to README",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T14:01:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fbbe6ced8ae0d5e5f9f8a309dca9b74757520b9",
          "body": "feat: Update to Geocodio API v1.9",
          "is_bot": false,
          "headline": "Merge pull request #8 from Geocodio/feat/update-api-v1.9",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:56:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fffd2847ff6a2de23ef0562be7fab8144ccb9c96",
          "body": "- Update API base path from v1.8 to v1.9 in client\n- Update all test URLs to use v1.9 endpoints\n- Update smoke test logging to reflect v1.9",
          "is_bot": false,
          "headline": "feat: update to Geocodio API v1.9",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:53:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3bf342e8c145769e4ff1cf58dcb6bc2f85c42a82",
          "body": "feat(client): add configurable timeout support for all API operations",
          "is_bot": false,
          "headline": "Merge pull request #7 from Geocodio/feat/configurable-timeouts",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:41:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60e0305e9e1b82e1ef239b1a8bd04baa75711b77",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into feat/configurable-timeouts",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:41:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74d7ee4da91671169e86bccc82ff816268cc0adf",
          "body": "Fix batch reverse geocoding coordinate format",
          "is_bot": false,
          "headline": "Merge pull request #6 from Geocodio/fix/batch-reverse-geocoding",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:39:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b54a08b6fd7a1627edb46119fa8281bc63b3bcce",
          "body": "- Add configurable timeouts for single, batch, and list API operations\n- Default timeouts: 5s (single), 30min (batch), 60s (list API)\n- Users can override defaults via GeocodioClient constructor\n- Pass appropriate timeout from each method to _request()",
          "is_bot": false,
          "headline": "feat(client): add configurable timeout support for all API operations",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T13:05:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "979fc6f10067e019daed424b18c96b3f72f9d774",
          "body": "Increased the HTTP request timeout from 30 to 60 seconds to handle\nDELETE operations on the lists API that can take longer for large lists.\nThis resolves the ReadTimeout errors occurring in the GitHub Actions CI.",
          "is_bot": false,
          "headline": "fix(client): increase HTTP timeout to prevent test failures",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T12:53:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c05f6c5b87e6056181c804dad06b5c763f1db0d1",
          "body": "The library was sending coordinates in incorrect format for batch reverse\ngeocoding operations, causing API errors. Coordinates are now properly\nconverted to strings before sending to the API.\n\n- Convert tuple coordinates to comma-separated strings\n- Send coordinates as plain array instead of wrapped object\n- Support mixed input formats (tuples and strings)",
          "is_bot": false,
          "headline": "fix(reverse): fix batch reverse geocoding coordinate format",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T12:19:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31a3abc1fd8d2720864d93d0d16eecca6d4776c8",
          "body": "Corrected the import statements for exception classes to properly\nimport from geocodio.exceptions module instead of the main geocodio\nmodule. This ensures the code examples work correctly.",
          "is_bot": false,
          "headline": "docs: fix error handling import statements in README",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T12:18:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c6c6c2cfb88ff643c03c22d58269d10b213b4d5",
          "body": null,
          "is_bot": false,
          "headline": "fix: Update license",
          "author_name": "Mathias Hansen",
          "author_login": "MiniCodeMonkey",
          "committed_at": "2025-08-08T11:50:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7662863062283167eafc4169cff6d9033904079f",
          "body": "Enhance GitHub Actions workflows for publishing",
          "is_bot": false,
          "headline": "Merge pull request #5 from Geocodio/hotfix/publish-workflow",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T21:13:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "d616412a5b0507c10149d04f2470f839d291bd1d",
          "body": "- Add push triggers for main, hotfix, and release branches in publish.yml\n- Introduce test-act-event-ci.json and test-act-event-publish.json for local workflow testing with act, enabling version and publish target inputs",
          "is_bot": false,
          "headline": "Enhance GitHub Actions workflows for publishing",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T21:12:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8dbf4665d5a4ae09c6d8d2a6b20a9526ef5fbbf",
          "body": "Feature/ci pipeline tasks",
          "is_bot": false,
          "headline": "Merge pull request #4 from Geocodio/feature/ci-pipeline-tasks",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T20:30:06Z",
          "body_truncated": false,
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        },
        {
          "oid": "601d45639fbd680923bf7e7881253d0f18de09a5",
          "body": "- Add tests/test_workflows.py with pytest-based workflow tests\n\n- Test CI and publish workflows using act\n\n- Skip tests in CI environments to avoid Docker-in-Docker conflicts\n\n- Use --container-architecture linux/amd64 for M-series chip compatibility\n\n- Support real TestPyPI tokens when available\n\n- Update README.md with workflow testing setup instructions\n\n- Document prerequisites: act, Docker, and optional TestPyPI token",
          "is_bot": false,
          "headline": "Add workflow testing with act for local development",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T20:23:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "6ac47f00b843be0d1880a20bee7a1764a84d1cda",
          "body": "Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update test_pypi_release.py",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T20:07:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8923d48a66bd8baa94f6611ae4c694b64e77591a",
          "body": "Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update .github/workflows/ci.yml",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-07-01T20:07:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "800bfabec8c73ded9b43545dc8ae102cec9bf9f2",
          "body": null,
          "is_bot": false,
          "headline": "revert: remove CI test line",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T23:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e59c3b998601fd9beb446f8a1528ab5e8d92ef6",
          "body": null,
          "is_bot": false,
          "headline": "test: trigger CI with API key to verify e2e tests run",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T23:07:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "137cd96514d891ee0b5fef2e87808eda3b5e6893",
          "body": "- Added section on CI processes, including unit tests and E2E test conditions.\n- Documented the PyPI publishing workflow and local packaging script usage.",
          "is_bot": false,
          "headline": "docs: update README with CI and publishing details",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T23:02:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e186344632908d17a09102a78fd85d5c45de23a4",
          "body": "- Script to build, check, and (optionally) upload to TestPyPI for local verification\n\n- Useful for validating packaging and credentials before CI/CD release",
          "is_bot": false,
          "headline": "chore: add local PyPI release test script",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T22:57:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b369d497d3e6f064ed48635edbeddaab34c1517",
          "body": "- Create GitHub Actions workflow for automated PyPI publishing\n\n- Support both TestPyPI and PyPI publishing targets\n\n- Add manual workflow dispatch with version input\n\n- Configure automatic publishing on release creation\n\n- Use uv for dependency management and build tools\n\n- Include version update capability for manual releases",
          "is_bot": false,
          "headline": "feat: add PyPI publishing workflow",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T22:56:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7496a79714d6b630b10aca3af4e5d1eee0fc5c9",
          "body": "- Replace fictional addresses with real, valid addresses (White House, Apple HQ)\n\n- Fix List API examples to use correct .data attribute for paginated responses\n\n- Add working error handling examples with proper exception types\n\n- Update development installation instructions to use -e flag\n\n- Improve code examples to show actual output rather than raw objects\n\n- All examples tested and verified to work with live API",
          "is_bot": false,
          "headline": "docs: update README with verified examples and installation instructions",
          "author_name": "Ed Finkler",
          "author_login": "funkatron",
          "committed_at": "2025-06-30T22:54:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "320eca4e43d84c5f4147564c2b03f73e3644139f",
          "body": "- Split test execution into unit tests and e2e tests\n\n- Add conditional e2e test execution based on API key availability\n\n- Configure GEOCODIO_API_KEY secret for e2e test authentication\n\n- Add verbose output for e2e tests to aid debugging\n\n- Maintain existing linting step in workflow\n\n- Unit tests run always, e2e tests run only when API key is provided",
          "is_bot": false,
          "headline": "feat: enhance CI pipeline with e2e test support",
          "author_name": "Ed Finkler",
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 17,
              "open_issues": 0,
              "closed_issues": 7,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "17/22 decided PRs merged",
                "points": 29.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 17,
                      "decided": 22
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 4/21 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "followers": 10,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "Geocodio",
              "public_repos": 35,
              "account_age_days": 4551
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of Geocodio",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "Geocodio"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "35 public repos, account ~12 yr old",
                "points": 23.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 35
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "geocodio-library-python"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 52
            },
            "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 52 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 52
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "8 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 54,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 33,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.3
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 2,
                "status": "partial",
                "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 4/21 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "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": "7 existing vulnerabilities detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:geocodio-library-python@1.0.0 runtime dependency closure — what installing the published package pulls in — 6 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:geocodio-library-python@1.0.0",
                  "assessed": 6
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 6,
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": "excellent",
            "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": 6,
              "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": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 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": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.87,
              "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": "87 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 87,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.06,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "6 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 6,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 54413,
              "source_files_sampled": 26,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/26 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 26,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T10:16:50.404519Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/Geocodio/geocodio-library-python.svg",
  "full_name": "Geocodio/geocodio-library-python",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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