Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 12:25 UTC

gianlucamazza / mklang

A declarative language for LLM-driven state machines - the .mkl document is the program, an LLM is the runtime

PythonApache-2.0★ 1 star⑂ 0 forkssince Jul 2026View on GitHub ↗

gianlucamazza/mklang holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (81/100) and lowest on Community & Adoption (42/100). It was last updated today. A single contributor accounts for most of its recent work.

62
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.

62
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

Gianluca MazzaPersonal account
67 followers61 public repossince Jan 2017gianlucamazza

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
PyPImklang1.0.112,747270 days agoagentsdslllmreasoningstate-machine

Metrics by category

Vitality

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

74Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
2.1/36Commit cadence — 3/52 weeks with commits
18/18Commit volume — 267 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year267
human_commit_share0.98
days_since_last_push0
active_weeks_last_year3

Release discipline

100Excellent
How it's scored
27/27Ships releases — 30 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count30
latest_release_tagv1.0.11
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.4
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?

42At risk · 18% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes
How it's scored
45.9/80Monthly downloads — 2,747 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmklang
dependents
ecosystemspypi
total_downloads
monthly_downloads2,747
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?

57Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1/22.5Commit distribution — top contributor authored 96% of commits
2.7/13.5Contributor breadth — 2 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.955
How it's scored
26.7/46.8Issue resolution — 57% of issues closed
37/38.3PR acceptance — 58/60 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0
Inputs used
merged_prs58
open_issues3
closed_issues4
issue_closed_ratio0.571
closed_unmerged_prs2
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
13.2/25Owner reach — 67 followers of gianlucamazza
25/25Track record — 61 public repos, account ~9 yr old
Inputs used
followers67
owner_typeUser
is_verified
owner_logingianlucamazza
public_repos61
account_age_days3,486
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 27 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmklang
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

81Good · 20% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://gianlucamazza.github.io/mklang/
10/10Repository description
10/10Topics — 5 topics
10/10Wiki
Inputs used
topicsagents, dsl, llm, python, state-machine
has_wikiyes
homepagehttps://gianlucamazza.github.io/mklang/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

50Moderate · 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
2.5/2.5CI-Tests — 2 out of 2 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
0/7.5Code-Review — Found 0/26 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
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
5/5Security-Policy — security policy file 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_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

AI Readiness

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

48At 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 — 98 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
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 — 31 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
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_share0.31
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/104 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes40,448
source_files_sampled104
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — demos, examples
Inputs used
example_dirsdemos, examples
has_mcp_signalyes
api_schema_files

Key facts

1GitHub stars
2contributors
267commits, last 12 months
0days since last push
30releases
1bus factor
3open 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
  • deps.dev does not index pypi:mklang@1.0.11; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 5.0 / 10
5.0aggregate

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 · 2026-07-27 12:25 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/26 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 6
RegistryPackageVersion constraintManifest
PyPIpyyaml>=6pyproject.toml
PyPIjsonschema>=4pyproject.toml
PyPIpython-dotenv>=1pyproject.toml
PyPIopenai>=1.40pyproject.toml
PyPIrich>=13.7pyproject.toml
PyPItextual>=0.80pyproject.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

Raw JSON report machine-readable
{
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      "languages": {
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      "pushed_at": "2026-07-27T12:23:40Z",
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      "updated_at": "2026-07-27T12:23:31Z",
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    "license": {
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    "activity": {
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          "kind": "patch",
          "published_at": "2026-07-23T23:27:30Z"
        },
        {
          "tag": "v1.0.2",
          "kind": "patch",
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          "tag": "v1.0.1",
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          "kind": "major",
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          "kind": "minor",
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          "kind": "minor",
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        },
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          "kind": "minor",
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        },
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          "kind": "minor",
          "published_at": "2026-07-18T10:35:59Z"
        },
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          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2026-07-18T08:58:43Z"
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          "kind": "patch",
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        },
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          "kind": "patch",
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          "oid": "2376e5adcd15d1ddb27a93d9689ac4c28cc052c1",
          "body": "Point PKGBUILD at the published PyPI sdist content-addressed URL and digest.",
          "is_bot": false,
          "headline": "chore: pin Arch source for 1.0.11",
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          "is_bot": false,
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        },
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          "is_bot": false,
          "headline": "chore: pin Arch source for 1.0.10",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
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          "body_truncated": false,
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        },
        {
          "oid": "3679d918436e8947c37a60ea8b14241a569f35c2",
          "body": "The cli split and the console bridge/capabilities moves touched\ndemo-pinned sources; the recordings are unchanged in behavior.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: re-pin demo manifest after the layout refactor",
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          "oid": "5767f1c4b1d9be153a22fb239a9ce237331eb631",
          "body": "Fold the audit fixes and the internal layout refactor (ADR 0029) into\nthe 1.0.10 entry — the version was prepared but never published, so it\nships as one release dated today.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: mklang 1.0.10",
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          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: record ADR 0029 (internal layout refactor)",
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          "oid": "9f738c1f72edcba5fb938f1aa467f34616c3224a",
          "body": "architecture.md maps the post-refactor layout (cli_doctor/cli_parser,\nconsole bridge and capabilities, and the previously undocumented fs.py\nand toolconfig.py); prose references point at the new tests/ paths.\nHistorical ADRs keep their era-accurate paths on purpose.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: refresh internal layout references",
          "author_name": "Gianluca",
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        },
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          "body": "51 pure git mv into domain directories (engine/ lang/ llm/ console/\nmcp/ tools/ host/ conformance/ repo/); basenames keep their domain\nprefixes (prepend import mode requires global uniqueness, no\n__init__.py). conftest.py gains a REPO_ROOT anchor replacing the four\ndepth-sensitive parents[1] paths; \n[…]\n_first_run and test_toolconfig\nshare tests/host/ (cross-module helper import). test_live.py stays at\nthe root — the workflows invoke it by path.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: mirror the src layout in tests/",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
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        },
        {
          "oid": "e2f1bb350e3085e85c73cc11cb861c56dc189d9f",
          "body": "test_remediation_002 -> test_judge_tier, test_lang03 ->\ntest_lang_parse_list, test_hardening -> test_cost_and_judge_errors,\ntest_golden -> test_golden_trace, test_gate_divergence_suite ->\ntest_gate_divergence_script (it tests the script, not a gate suite),\ntest_openai_compat -> test_openai_compat_retry, test_openai_compat_paths\n-> test_openai_compat_adapter. Content unchanged; the historical codes\nstay in the docstrings.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: rename opaque test modules",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-26T01:02:31Z",
          "body_truncated": false,
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          "headline": "docs: regenerate live demo assets (#65)",
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          "body": "Reliability honesty and release-gate strengthen: severity_escalate measured\nwith a 0.5 floor, SPEC §9 aligned to measured agreement, escalate lint notes,\nagent.mkl budget headroom. Spec stays 0.3.",
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          "headline": "release: 1.0.2",
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        },
        {
          "oid": "397d5ef8a545285ce26b8183adc7cf2e1d213cfd",
          "body": "Honest re-run of the four-machine suite on release day: three machines stay\nat agreement 1.0; severity_escalate drops to 0.667 on one DeepSeek repeat.\nRelease-gate single-machine rate remains 1.0. Document Anthropic blocked by\nmissing key in both local env and GitHub secrets.",
          "is_bot": false,
          "headline": "docs: record 1.0.1 gate-divergence suite (severity_escalate 0.667)",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T23:05:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "414a20bab79de002acce9b96fe86f2b608b8fde8",
          "body": "Refresh the demo manifest package_version, README status (1.0 posture +\nAUR link), ROADMAP shipped 1.0.1 follow-ups, and the distribution protocol\nversion pointer. AUR mklang 1.0.1-1 was published separately.",
          "is_bot": false,
          "headline": "docs: align living surfaces with 1.0.1 and AUR",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T23:00:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cb91989d13c92fa027374e3eb247dd8959951a7",
          "body": "Double-checked against the published PyPI sdist digest for 1.0.1.",
          "is_bot": false,
          "headline": "release(arch): pin the 1.0.1 sdist sha256 in the PKGBUILD",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T22:58:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65fd712b0a3c907f7aefa6df2947b629b235bb9d",
          "body": "Validation follow-ups after 1.0.0: authoring blind_spot measurement, ADR 0028\nprovisional 1.0 posture, doctor complexity cut, CI format/tag gates. Spec stays\n0.3. Bump package across the release-sync surface; cut [Unreleased] → [1.0.1].",
          "is_bot": false,
          "headline": "release: 1.0.1",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T22:55:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ec377def972f88a6a2c281f38da8d6488a47019",
          "body": "Align the audit register/detail for A1–A4 with the landed CI and doctor\nfollow-ups; document post-1.0 Unreleased work (ADR 0028, blind_spot, CI\ngates, doctor). Import mklang at package scope in gate_divergence.py so\nscripts stay free of noqa/sys.path hacks.",
          "is_bot": false,
          "headline": "chore: clear residual validation drift and drop gate_divergence noqa",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T22:53:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97925e2de6f731b1314a7a2439c1559769fbd3c1",
          "body": "Re-pin the demo manifest after the cmd_doctor refactor (cli.py source hash\nonly; assets unchanged) so quality.yml check-drift stays green. Align the\nvalidation report's detail/§5 with measured B1/B2 and ADR 0028, publish the\nnew experiment pages in the mkdocs Research nav, and refresh the ADR count.",
          "is_bot": false,
          "headline": "chore: close demo-source drift and doc gaps after validation follow-ups",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T22:49:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3717c7c019ac1d916ebc41fe98a0004addfb9140",
          "body": "… 0028\n\n- Extract cmd_doctor helpers (CC 41 → 8); keep cli dispatch table intact (#63)\n- Freeze authoring corpus + harness; live DeepSeek run: blind_spot=0.0167 →\n  do not build test_machine (#59)\n- ADR 0028: provisional 1.0.0 posture with falsifiable 2.0 conditions (#62)\n- Five-reader protocol for D1; leave Anthropic gate-divergence external (#60/#61)",
          "is_bot": false,
          "headline": "Close validation follow-ups: doctor refactor, blind_spot measure, ADR…",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T22:42:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f0a781b4ec115933f27b2c10f51403213ff5627",
          "body": "…an-vzb550\n\nValidate the 2026-07-23 audit: verdicts, deterministic fixes, best-practices docs",
          "is_bot": false,
          "headline": "Merge pull request #57 from gianlucamazza/claude/mklang-validation-pl…",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T17:36:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25b3673521f4a820424b1a9cfc06d905983c762e",
          "body": "Closes #58 — the two workflow enforcements deferred from the validation\nbranch because the automation account lacked workflows permission.\n\n- quality.yml checks: add `ruff format --check` after Lint (A1)\n- quality.yml test: fetch-depth: 0 so the tag↔CHANGELOG test runs in CI (A3)\n- validation report: mark A1/A3 CI items DONE",
          "is_bot": false,
          "headline": "ci: gate ruff format and fetch tags for the release invariant",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T17:34:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8589cc092bb98d27db08e1881da8792e6419e9f",
          "body": "- SECURITY.md + best-practices.md: \"no filesystem authority\" overstated the\n  guarantee (ADR 0013 allows an explicit per-call checkpoint_path write).\n  Reword to \"no general filesystem-write authority\", keeping the checkpoint\n  opt-in caveat.\n- validation report: complete the truncated \"SPEC §\" cita\n[…]\nthub/workflows/. Replying on the thread; not weakening the test's skip.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01MPyaGeffXcgvNWgsjybgiQ",
          "is_bot": false,
          "headline": "docs/test: address CodeRabbit review on PR #57",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-23T17:20:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e815eb1a19d09cbfeb531f7dab11c68bbf26e52c",
          "body": "Fill the gaps the 2026-07-23 validation identified in the project's\nbest-practices and contributor documentation. Docs only — no code, no\nworkflow changes.\n\nbest-practices.md:\n- B1: new §10 note \"Static checks are not behavioural correctness\" — check/\n  lint prove well-formedness, not behaviour; run\n[…]\ns the validation report to mark C2 done and record the doc completions.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01MPyaGeffXcgvNWgsjybgiQ",
          "is_bot": false,
          "headline": "docs: complete best practices surfaced by the validation findings",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-23T17:00:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d9ea50630d2fca1e1b79b4cfccc6b72c65ba15c1",
          "body": "Fixes the four code/doc defects whose verdicts were CONFIRMED and whose fix\nis unambiguous. Blocked items (B1 magnitude, C3 live, D1 external) and the\njudgement ADRs (C1/C2/C4) are left for a keyed/maintainer session.\n\nA1 — format gate absent, one file drifted:\n  - reformat tests/test_truncation.py \n[…]\nsion.\n\nOffline suite: 448 passed, 2 skipped, coverage 91.81% (gate 90).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01MPyaGeffXcgvNWgsjybgiQ",
          "is_bot": false,
          "headline": "fix: address the deterministic findings from the validation report",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-23T16:53:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "861254f765071c0ef4e6cf6bebb9e2862b496a84",
          "body": "Execute the twelve-finding validation plan against a clean clone and fill\nthe §4 results register with evidence, falsifier status, and a verdict per\nclaim. No fixes prescribed beyond the derived backlog (plan method §0).\n\nSettled deterministically:\n- A1 format gate absent (reproduced on CI-resolved \n[…]\n re-run, D1 external reader test. Each marked with the resource needed.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01MPyaGeffXcgvNWgsjybgiQ",
          "is_bot": false,
          "headline": "docs(experiments): record validation verdicts for the 2026-07-23 audit",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-23T16:44:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e525a1b8afeea3d6966e4022e9067d95bca52b70",
          "body": "release(arch): pin the 1.0.0 sdist sha256 in the PKGBUILD",
          "is_bot": false,
          "headline": "Merge pull request #56 from gianlucamazza/release/1.0.0-arch-pin",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:47:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5771ecedb7b7d1c510248f3f8aaf7ff67244d18e",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release(arch): pin the 1.0.0 sdist sha256 in the PKGBUILD",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:46:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "551970f0359adf9cf4c3ca9f3c2c48844fbe908e",
          "body": "The .github/ tree (excluded from the sdist but run by CI) still referenced examples/*.mk, triage.mk, hello.mk; update to .mkl so the schema check, mklang check/lint/test, and check-drift steps resolve.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: rename .mk -> .mkl in the quality gate and issue templates",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:34:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fa094f9851fd30ad76f4442310e81351d8bfb0c7",
          "body": "Re-render agent + language demos (vhs 0.11.0, DeepSeek) so recordings and manifest track the renamed .mkl sources; clears the demo-assets source-drift CI gate.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(demos): regenerate live demos for the .mkl rename",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:30:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "37bd155ba95c1aea785d96d272b2343fb0c3d23a",
          "body": "release: 1.0.0 (.mkl rename + stability policy)",
          "is_bot": false,
          "headline": "Merge pull request #55 from gianlucamazza/release/1.0.0",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "debfedf2a7b78869921c807c3654a75a6cf95f14",
          "body": "Drop Development Status :: 4 - Beta -> 5 - Production/Stable and bump the\npackage 0.16.0 -> 1.0.0 across the release-sync surface (pyproject,\n__init__, PKGBUILD pkgver, README, ROADMAP, CHANGELOG, uv.lock). Spec\nstays 0.3. Cut [Unreleased] -> [1.0.0].\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: 1.0.0",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:06:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "42ac9641217c3f935438b60c23ba44598333b433",
          "body": "Machine file extension .mk -> .mkl, hard cut: directory discovery\n(registry.load_registry, stdlib loader, CLI project scan) matches *.mkl only;\n.mk still loads by explicit path. Sheds the Makefile / GitHub Linguist\ncollision (ADR 0027; .gitattributes Linguist override).\n\nSPEC section 9 triaged: ever\n[…]\nes/stability.md). Also fixes a\nbuild-docs.sh gap: depth-2 (../../) CHANGELOG/CONTRIBUTING link rewrites.\n\nSpec stays 0.3; CHANGELOG history kept on .mk.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor!: rename .mk -> .mkl and state the 1.0 stability surface",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T15:03:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1c2cdc4ce25af36998473aa979316a4309633f6",
          "body": "release(arch): pin the 0.16.0 sdist sha256",
          "is_bot": false,
          "headline": "Merge pull request #54 from gianlucamazza/release/0.16.0-arch-pin",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:55:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95e5ba1f44d7c7f3a1d6c3d217e518817219b99b",
          "body": "pkgver was already bumped to 0.16.0 in the release commit; this pins the\nsha256sums to the published PyPI sdist digest\n(d1b089c99c62cbec90c616418ade0412c19b71ffc1b77a80ef154475a4fd0bda),\ndouble-verified against a local download. pkgrel stays 1.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release(arch): pin the 0.16.0 sdist sha256 in the PKGBUILD",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:54:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e81cd44d750b591b85d60658ad1b28fff4d08a46",
          "body": "…-gate-count\n\nfix(gate-divergence): exclude skipped-provider rows from the machine count",
          "is_bot": false,
          "headline": "Merge pull request #53 from gianlucamazza/fix/gate-divergence-release…",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:48:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fba0e863ce1a95e7deedbf70376d92ace0c2944e",
          "body": "…count\n\n_ci_errors derived n_machines from the distinct `machine` values across ALL\nrows, but skipped-provider rows carry no `machine` field, so `None` was counted\nas a machine. With the release matrix always skipping the no-key optional\nproviders, `expected = repeats * n_machines` became 2x the run\n[…]\noviders plus machine-less skipped rows for the optional ones. Record the fix\nunder CHANGELOG [0.16.0] (### Fixed) since it ships with the re-cut 0.16.0.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(gate-divergence): exclude skipped-provider rows from the machine …",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:46:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "649b3c4e1375b2f3d2bb9d6bab3370f4535b017b",
          "body": "release: 0.16.0",
          "is_bot": false,
          "headline": "Merge pull request #52 from gianlucamazza/release/0.16.0",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:12:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60a1802f5c13924b9ace8ff711a6b27f44f42b92",
          "body": "Version bump to 0.16.0, kept synchronized across the release-provenance surface\n(tests/test_release.py): pyproject.toml + mklang.__version__, uv.lock, the Arch\nPKGBUILD pkgver (sha256sums follows the published sdist in a later step), the\nREADME current-version line, and the ROADMAP pointers. Fix the\n[…]\nge gate 90 / mypy strict tier, four-machine gate-divergence suite, demo\nrefocus) ships as 0.16.0 so the 1.0 groundwork starts from a published baseline.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: 0.16.0",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:10:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "63b6d5f3076df86d17c7986288ab1f13f382221f",
          "body": "…-refresh\n\ndocs: land the 2026-07-23 four-machine gate-divergence results on main",
          "is_bot": false,
          "headline": "Merge pull request #51 from gianlucamazza/docs/roadmap-close-showcase…",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T12:01:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f1720b0b640d2445fc25573690b475ba7d8bb6c",
          "body": "…uite\n\ndocs: publish the 2026-07-23 four-machine gate-divergence results",
          "is_bot": false,
          "headline": "Merge pull request #50 from gianlucamazza/docs/gate-divergence-live-s…",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:31:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b54c903b93e54c5796d53745ab33e78c411404d2",
          "body": "…-refresh\n\ndocs: mark the showcase refresh shipped in the ROADMAP",
          "is_bot": false,
          "headline": "Merge pull request #49 from gianlucamazza/docs/roadmap-close-showcase…",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:31:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "633bf791772755ab473bcc8abf01e11aa1568516",
          "body": "First live run of the full suite (--machines all) across DeepSeek and\nOpenAI, 3 repeats each: 24/24 runs done, per-machine agreement 1.0 on\nall four gate shapes, zero gate errors. Free-text outputs diverge on\nthe contestable machines (sentiment_borderline, severity_escalate)\nwhile the gate signature\n[…]\nreliability claim in\nminiature. Dated row + detail section in the experiment doc; the\nROADMAP item moves from [next] to [shipped].\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: publish the 2026-07-23 four-machine gate-divergence results",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:24:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b57d39f91051a7cd3efc1ad5c87f2afb636dd2d1",
          "body": "The near-term list still carried Showcase refresh as [next], but the\ndemo suite was already refocused and pruned to the two product surfaces\n(agent + language) in the PR 42-48 cycle. Record the outcome as shipped\nso the remaining [next] items reflect the real open work.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: mark the showcase refresh shipped in the ROADMAP",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:21:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dcf2eaa954bfcc1233d9a6add86822c83e65e385",
          "body": "docs: prune the demo suite to two (agent + language)",
          "is_bot": false,
          "headline": "Merge pull request #48 from gianlucamazza/docs/demo-prune-to-two",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:16:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "001c98796d75406376312bba3e9bd37f2e73f7ce",
          "body": "…age)\n\nSix separate recordings were more than the language+console focus needs and\ncost maintenance/review/drift-pinning per demo. Keep the two that map to the\nproduct pillars — agent (console TUI: NL commissioning + consent + trace) and\nlanguage (react.mk CLI: gates + tool + accumulate loop + tier)\n[…]\nat the 12 removed files are actually gone).\n\ncheck-drift/validate/ruff/shellcheck/mkdocs --strict and the offline suite all\ngreen.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prune the demo suite to the two product surfaces (agent + langu…",
          "author_name": "Gianluca",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T11:15:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3853aebf41148a2840f93766c6c18c6396c9448a",
          "body": "fix: remove orphan cli/search demo assets and guard against recurrence",
          "is_bot": false,
          "headline": "Merge pull request #47 from gianlucamazza/fix/demo-orphan-assets",
          "author_name": "Gianluca Mazza",
          "author_login": "gianlucamazza",
          "committed_at": "2026-07-23T10:37:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
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                "details": [
                  {
                    "code": "abandonment_unverified",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 42,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
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              "forks": 0,
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
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                "detail": "1 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "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",
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                "points": 6.3,
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                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2747
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,747 downloads/month across pypi",
                "points": 45.9,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2747,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.955
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 96% of commits",
                "points": 1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 96
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "merged_prs": 58,
              "open_issues": 3,
              "closed_issues": 4,
              "issue_closed_ratio": 0.571,
              "closed_unmerged_prs": 2
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "57% of issues closed",
                "points": 26.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 57
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "58/60 decided PRs merged",
                "points": 37,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 58,
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "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"
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
            "inputs": {
              "followers": 67,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "gianlucamazza",
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              "account_age_days": 3486
            },
            "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": {}
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                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "67 followers of gianlucamazza",
                "points": 13.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 67,
                      "login": "gianlucamazza"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "61 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 61
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mklang"
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              "ecosystems": "pypi",
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              "min_days_since_publish": 0
            },
            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                ],
                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "27 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                      "count": 27
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "key": "pre_commit_hooks",
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              },
              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
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                "state-machine"
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              "has_wiki": true,
              "homepage": "https://gianlucamazza.github.io/mklang/",
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
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                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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                "key": "documentation_homepage_site",
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                "detail": "https://gianlucamazza.github.io/mklang/",
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                "status": "met",
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                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
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              },
              {
                "key": "topics",
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                "details": [
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                ],
                "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?"
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      {
        "key": "security",
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        "name": "Security",
        "value": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 50,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
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              "scorecard_aggregate": 5
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            "components": [
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                "key": "binary_artifacts",
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                "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": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
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                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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 detected",
                "points": 5,
                "status": "met",
                "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": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 48,
        "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": 1,
              "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": "98 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 98,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.31,
              "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": "31 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 31,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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": 40448,
              "source_files_sampled": 104,
              "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": "0/104 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 104,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "demos",
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "demos, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "demos, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "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",
    "deps.dev does not index pypi:mklang@1.0.11; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T12:25:41.956872Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gianlucamazza/mklang.svg",
  "full_name": "gianlucamazza/mklang",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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

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