Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-24 07:06 UTC

KyaniteLabs / kinocut

Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.

PythonApache-2.0★ 88 stars⑂ 24 forkssince Mar 2026View on GitHub ↗

KyaniteLabs/kinocut holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Security (55/100). It was last updated today. A single contributor accounts for most of its recent work.

71
overall / 100
Good

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.

71
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

KyaniteLabsOrganization
5 followers16 public repossince Apr 2026

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

Package ecosystems

Metrics by category

Vitality

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

85Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
11.1/36Commit cadence — 16/52 weeks with commits
18/18Commit volume — 968 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year968
human_commit_share1
days_since_last_push0
active_weeks_last_year16

Release discipline

100Excellent
How it's scored
27/27Ships releases — 36 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~8.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count36
latest_release_tagv1.10.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases8.7
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

61Moderate · 18% of overall
How it's scored
31.5/60Stars — 88 stars
11.3/25Forks — 24 forks
0/15Watchers — 0 watchers
Inputs used
forks24
stars88
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code 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_conductyes
has_pull_request_templateyes
How it's scored
37.3/80Monthly downloads — 630 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageskinocut, kinocut
dependents
ecosystemsnpm, pypi
total_downloads
monthly_downloads630
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?

60Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.5/22.5Commit distribution — top contributor authored 94% of commits
8.1/13.5Contributor breadth — 6 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.935
How it's scored
44.6/46.8Issue resolution — 96% of issues closed
34/38.3PR acceptance — 303/341 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0
Inputs used
merged_prs303
open_issues4
closed_issues84
issue_closed_ratio0.955
closed_unmerged_prs38
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
5.6/25Owner reach — 5 followers of KyaniteLabs
9.6/25Track record — 16 public repos, account ~0 yr old
Inputs used
followers5
owner_typeOrganization
is_verified
owner_loginKyaniteLabs
public_repos16
account_age_days113
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 5 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageskinocut, kinocut
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://kinocut.dev/
10/10Repository description
10/10Topics — 20 topics
0/10Wiki
Inputs used
topicsai-agents, claude, claude-code, cursor, ffmpeg, mcp, mcp-server, python, video, video-editing, agent-tools, ai-video, mcp-tools, model-context-protocol, python-library, video-automation, cli, hyperframes, media-automation, subtitles
has_wikino
homepagehttps://kinocut.dev/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 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
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
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
0/7.5Vulnerabilities — 36 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.5
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.

64Moderate · 0% of overall
How it's scored
45/45Agent instructions — .cursorrules, .github/copilot-instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
34.7/40Legible commit history — 65 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
legible_history_share0.65
agent_instruction_files.cursorrules, .github/copilot-instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes8,032
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
54.9/55Manageable file sizes — 2/779 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes75,745
source_files_sampled779
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

88GitHub stars
6contributors
968commits, last 12 months
0days since last push
36releases
1bus factor
4open issues
npm, 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:kinocut@1.10.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 24 ⇿
0Stars
24Forks
32Releases

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.

048121620242422026-032026-052026-07
Major 1Minor 8Patch 23
OpenSSF Scorecard 5.5 / 10
5.5aggregate

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 · 2026-07-24 07:06 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 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
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
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
0Vulnerabilities36 existing vulnerabilities detected
Direct dependencies 3
RegistryPackageVersion constraintManifest
PyPImcp>=1.27.0pyproject.toml
PyPIpydantic>=2.13.2pyproject.toml
PyPIrich>=15.0.0pyproject.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

Raw JSON report machine-readable
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          "headline": "fix: register shorts tools without growing server facade",
          "author_name": "Simon Gonzalez De Cruz",
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          "body": "Compress shorts tool re-exports so server.py stays within the 180-line\nfacade limit, and apply ruff format to the shorts package/render modules.",
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          "headline": "fix: keep server facade thin and format shorts modules",
          "author_name": "Simon Gonzalez De Cruz",
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          "body": "Add thin CLI, Python client, and MCP surfaces for source-free plan show,\nreview, render, and package stages. Update development surface counts to\n155 MCP tools and 134 CLI commands without claiming a published release.",
          "is_bot": false,
          "headline": "feat: expose shorts plan review, render, and package adapters",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T05:13:09Z",
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          "is_bot": false,
          "headline": "Merge pull request 'feat: package approved shorts renders with fail-c…",
          "author_name": "simon",
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          "oid": "347157536a9711f4afb790a5c88c6d80137633bc",
          "body": "Add package_approved_candidate to assemble portable platform packages from\nrender receipts after approve, persist package_manifests on the plan, and\nrefuse packaging without current approval or prior renders.",
          "is_bot": false,
          "headline": "feat: package approved shorts renders with fail-closed provenance",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T05:06:19Z",
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          "is_bot": false,
          "headline": "Merge pull request 'feat: render approved shorts with fail-closed pla…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T05:05:40Z",
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        },
        {
          "oid": "db66f1cc4f899932a515b807460a47a56ccae2be",
          "body": "Orchestrate trim, 9:16 resize, edge fades, loudness, captions, and\nthumbnails only after an approve decision. Cache unchanged re-renders\nby digest and persist RenderRecord receipts on the plan.",
          "is_bot": false,
          "headline": "feat: render approved shorts with fail-closed platform drafts",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:59:52Z",
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          "is_bot": false,
          "headline": "Merge pull request 'feat: record platform render receipts on shorts p…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:59:28Z",
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        },
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          "oid": "bd68f1ea0f374af68ed698faef0f53d0f1081d50",
          "body": "Add optional RenderRecord entries and related plan fields so review-gated\nrender and package stages can persist provenance without inventing\napproval or posting surfaces.",
          "is_bot": false,
          "headline": "feat: record platform render receipts on shorts plans",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:46:14Z",
          "body_truncated": false,
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          "oid": "1b97102ecf648d53ba4ba8dcc95f6eaf5fffc9c3",
          "body": "… decisions' (#237) from feat/405-review-mutation into master\n\nfeat: mutate shorts plans with fail-closed review decisions",
          "is_bot": false,
          "headline": "Merge pull request 'feat: mutate shorts plans with fail-closed review…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:45:21Z",
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        },
        {
          "oid": "5fb4f586c04e4fa1c2ca62cdfe2fc47e85b7b694",
          "body": "Record append-only human decisions on persisted shorts plans and resolve\napproved candidates only when a current approve stands without unsuitable\nflags, so render stages can fail closed without inventing approval.",
          "is_bot": false,
          "headline": "feat: mutate shorts plans with fail-closed review decisions",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:40:05Z",
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        },
        {
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          "body": "…rom simon/feat-405-shorts-plan into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: persist exact shorts review plans' (#236) f…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:34:19Z",
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        {
          "oid": "689f50a5c067b0d06bdd6db1a9bc004fcb5229e6",
          "body": null,
          "is_bot": false,
          "headline": "feat: persist exact shorts review plans",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T04:24:15Z",
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        },
        {
          "oid": "26eb80c9b6f7f735193af1f4c977fdbb31bcde9b",
          "body": "…nance' (#235) from simon/feat-405-package-writer into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: package approved shorts with verified prove…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T03:53:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "585c493a90dd0819993e87c513fecc7217c122c0",
          "body": null,
          "is_bot": false,
          "headline": "feat: package approved shorts with verified provenance",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T03:46:13Z",
          "body_truncated": false,
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        {
          "oid": "497e550a376660efe0f30d16363ae03e2da476ae",
          "body": "…ts' (#234) from simon/feat-405-package-contracts into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: define deterministic shorts package contrac…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T02:38:58Z",
          "body_truncated": false,
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        {
          "oid": "d7d1759c5326458b82014afe14b939b93d7ef5b4",
          "body": null,
          "is_bot": false,
          "headline": "feat: preserve package manifests before writing assets",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T02:12:15Z",
          "body_truncated": false,
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        },
        {
          "oid": "0c6b80406500bd99dd06e8266d8e9d843118d00a",
          "body": "…tion' (#233) from simon/feat-404-audio-fades into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: fade audio edit boundaries before normaliza…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T00:57:01Z",
          "body_truncated": false,
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        },
        {
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          "body": "…m simon/feat-403-caption-placement into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: block unsafe caption placements' (#232) fro…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T00:48:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "671383f3b2c724472603c00ccf963596c052efe4",
          "body": "…rom simon/feat-403-caption-grouping into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: generate editable phrase captions' (#231) f…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T00:40:30Z",
          "body_truncated": false,
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        },
        {
          "oid": "e5c6bb2b10f26e92e38c1cf996b6c3793a482228",
          "body": "…#230) from simon/feat-403-caption-contracts into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: define truthful caption timing contracts' (…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T00:10:54Z",
          "body_truncated": false,
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        },
        {
          "oid": "9e489c12a798a65465e954e861e874d1a8fb1616",
          "body": "… from simon/feat-403-discovery-enrichment into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: enrich candidate editorial evidence' (#229)…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-24T00:02:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66ff2c20e131ff9e585ec7722754a02fcc3a1ec0",
          "body": "… from simon/feat-403-discovery-core into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: discover bounded transcript moments' (#228)…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T23:54:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e6c1c1701bdb68bc18f8399b37632f64c510168",
          "body": "…tion' (#227) from simon/feat-402-longform-orchestrator into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: orchestrate replay-safe long-form transcrip…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T23:45:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca4f374f10c427b0a70d261897e82bb4e5594029",
          "body": "…lly' (#226) from simon/feat-402-longform-merge into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: merge long-form transcript overlaps truthfu…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T23:37:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a59d6793a2e0a871a867c78c8fbd6365a86db55b",
          "body": "…(#225) from simon/feat-402-longform-runtime into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: transcribe bounded long-form audio chunks' …",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T23:29:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90ab9a45fcab91ef8e6ba1f2e27f5c4a605a1b95",
          "body": "…age' (#224) from simon/feat-402-longform-planning into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: plan complete long-form transcription cover…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T23:09:04Z",
          "body_truncated": false,
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        },
        {
          "oid": "b2c43b80e81feb092f1c0bf96e11bb1921212593",
          "body": "…s' (#223) from simon/feat-402-longform-foundation into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: establish long-form transcription boundarie…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T22:58:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e769687f9a34e283502d1b5c3223fbc097d932fe",
          "body": "…(#222) from simon/feat-401-shorts-config into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: centralize shorts configuration contracts' …",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T22:37:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "c38008bfb8ee8d7acd1795120e1b7149202a1814",
          "body": "…#221) from simon/feat-401-domain-models into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: define strict stream candidate contracts' (…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T22:12:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "28b04830ae378f40c3f253b605307b258c8843ee",
          "body": "… (#220) from simon/feat-404-audio-loudnorm into master",
          "is_bot": false,
          "headline": "Merge pull request 'fix: measure audio before loudness normalization'…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T21:42:59Z",
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        },
        {
          "oid": "379c52ea985bdd3aea6c57d6cdafd27062dbed74",
          "body": "…(#219) from simon/feat-401-platform-budgets into master",
          "is_bot": false,
          "headline": "Merge pull request 'feat: enforce Shorts and Reels duration budgets' …",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T21:42:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5bab967eb410cf19663c8ce35ba10c6f1c7c6bcf",
          "body": "The previous logic emitted low_confidence_tokens_flagged whenever any\ntoken fell below threshold regardless of policy, so omit-mode runs\nmislabelled their warnings and downstream consumers could not trust the\nflag as evidence of in-cue markers.\n\nTrack flagged_count alongside low_confidence_count so \n[…]\n actually substituted with a [?] marker, and let\nthe omit branch own its own warning. Timestamps and visible text are\nunchanged; low_confidence_token_count still reflects every below-\nthreshold token.",
          "is_bot": false,
          "headline": "Only emit flagged warning when a token is actually flagged",
          "author_name": "GJC Executor",
          "author_login": null,
          "committed_at": "2026-07-23T20:57:36Z",
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        {
          "oid": "6eab3c8182aa70b6269245a1c05530f0530f3b81",
          "body": null,
          "is_bot": false,
          "headline": "Block captions that overlap protected regions",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T20:57:34Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Preserve uncertain words in editable captions",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T20:57:24Z",
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          "oid": "5b13436475f7d99c34dc56f6de5c3d8e4abf2f5e",
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          "headline": "Fail closed on ambiguous caption timing",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
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          "oid": "0fdf6db31b2fdcad635a6b7b9884c93a51a2dee3",
          "body": null,
          "is_bot": false,
          "headline": "Add editorial evidence without inventing copy",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T20:57:01Z",
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        {
          "oid": "d8a8311a28513ad29570116b98d20b1d7bb23277",
          "body": "… titles\n\nThe core slice shipped the deterministic discovery loop without explicit\ncontracts on three behaviors that the GLM review flagged as MEDIUM:\n\n* in-window signal preservation was preserved by construction but never\n  tested, so a future refactor could quietly drop out-of-window signals\n  fr\n[…]\nat module load, the in-text scan is a single finditer per excerpt,\nand no enrichment-slice logic (sensitivity, review warnings, adjacent\ncontext) is pulled backward. The slice remains transcript-only.",
          "is_bot": false,
          "headline": "fix(discovery): close GLM core findings on signals, monotonicity, and…",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
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          "headline": "Build deterministic discovery before enrichment",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
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          "headline": "Orchestrate replay-safe long-form transcription",
          "author_name": "Simon Gonzalez De Cruz",
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          "headline": "Merge long-form transcript overlaps truthfully",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
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          "headline": "Transcribe bounded long-form audio chunks",
          "author_name": "Simon Gonzalez De Cruz",
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          "headline": "Prevent scene overlap from stalling longform plans",
          "author_name": "Simon Gonzalez De Cruz",
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          "headline": "Fade edit boundaries before measuring loudness",
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          "headline": "Measure audio before applying loudness targets",
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          "headline": "Plan complete long-form transcription coverage",
          "author_name": "Simon Gonzalez De Cruz",
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          "headline": "Make long-form contracts deeply immutable",
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          "headline": "Establish long-form transcription boundaries",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T02:09:22Z",
          "body_truncated": false,
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Enforce project-local shorts output paths",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T01:30:39Z",
          "body_truncated": false,
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Centralize shorts configuration contracts",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-23T01:23:15Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "649b4337c14b0265d6e120fc1d03f91cc7cb8022",
          "body": null,
          "is_bot": false,
          "headline": "refactor: remove unused model serialization helper",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-22T22:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "0efee50e252174c961ae3919288a0dc8b0d40e60",
          "body": null,
          "is_bot": false,
          "headline": "fix: bind candidate identity to semantic content",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-22T22:39:01Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "f681c954c1e409a4e2470c840857203bb8b9fa6c",
          "body": null,
          "is_bot": false,
          "headline": "feat: define strict stream candidate contracts (#401)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-22T22:29:04Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "e71364f73cfd1432e58d0d1a387d63b73e88e600",
          "body": null,
          "is_bot": false,
          "headline": "fix: make platform budget invariants unrepresentable",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-22T21:20:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10afc1aa5592423593d2d799674411078b8794f4",
          "body": null,
          "is_bot": false,
          "headline": "feat: enforce platform clip duration budgets (#401)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-22T21:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13fe45740f529c41d8d0ec9ed0f762fb5675db13",
          "body": null,
          "is_bot": false,
          "headline": "test: pin fail-closed mirror scope",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-20T04:42:55Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "d6bc447a7eacffa62e637ab05a3b6df51fd1fbb2",
          "body": null,
          "is_bot": false,
          "headline": "fix: preserve Forgejo authority without pruning GitHub",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-20T04:37:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "64a9b5aa0049cb3537908c741d8a9c9bda98dc18",
          "body": "## Summary\n\n- route external clone, issue, support, Q&A, ideas, and pull-request\nguidance through GitHub\n- route private vulnerability reports through enabled GitHub private\nvulnerability reporting\n- update package metadata and public launch links so package-directory\nvisitors are not sent to mainta\n[…]\nution resources consistently\npoint to GitHub.\n\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: make GitHub the external contribution surface (#397)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-20T03:45:16Z",
          "body_truncated": true,
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        },
        {
          "oid": "a8e01a2f7e64b18254b2fc2e88f4e564128cfd6d",
          "body": "Closes #392. Child of #375.\n\nAdds the ten approved `edit` grouped paths as pure rewrites while\npreserving the existing flat `kino edit timeline.json` command: unknown\nedit actions fall through unchanged to argparse. Grouped help now names\nall four groups without adding parser commands; the public fl\n[…]\n/code> with what you\nneed. Autofix is disabled.</sup>\n\n<!-- codesmith:autofix:disabled -->\n<!-- /codesmith:footer -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "cli: add collision-safe edit namespace aliases (#395)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T19:12:11Z",
          "body_truncated": true,
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        },
        {
          "oid": "ec78f24db1dde756bce34768dcbafb76a337063b",
          "body": "Closes #391. Child of #375.\n\nAdds the five approved `qa` grouped paths as pure rewrites to existing\nflat commands. Every flat target remains directly available, no argparse\nnamespace subparser is added, and the public count stays exactly 130.\n\nFocused verification: 84 passed; Ruff clean; grouped `ki\n[…]\n/code> with what you\nneed. Autofix is disabled.</sup>\n\n<!-- codesmith:autofix:disabled -->\n<!-- /codesmith:footer -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "cli: add QA namespace aliases (#394)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T18:07:57Z",
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        {
          "oid": "0954a7b25e30d56b356a77dfc9ceb5de1ee2a62e",
          "body": "Closes #390. Child of #375.\n\nAdds the nine approved audio grouped paths as pure rewrites to existing\nflat commands, including `audio bed` → `audio-bed`. Flat commands remain\ndirectly available and the public count remains exactly 130.\n\nFocused verification: 72 passed; Ruff clean; grouped audio-bed and flat\nnormalize-audio help replayed successfully. T7a merged-master CI\n29696915559 passed all jobs.\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "cli: add audio namespace aliases (#393)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T17:48:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "914754490d25fe944d94efe028b6839d4dc48f4d",
          "body": "Closes #388. Child of #375.\\n\\n- rewrites recognized group/action pairs\nbefore argparse while preserving global options\\n- makes all seven\naivideo aliases production-live without adding subparsers\\n- removes the\norphan namespace parser and keeps the flat command set at 130\\n- adds\nruntime parity, da\n[…]\nns, help\noutput, and invalid input scenarios.\n\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "cli: wire reserved-prefix router and aivideo aliases (#389)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T17:29:04Z",
          "body_truncated": true,
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        },
        {
          "oid": "d93a1f79d61699d419bc123a8b0221f454f8577f",
          "body": "## Why\n\nCloses #373. The governed audio-bed engine already performs loop/trim,\nducking, loudness normalization, exact keep-video duration verification,\nand `AudioBedReceipt` generation, but it was not reachable through\nnormal public surfaces.\n\n## What changed\n\n- added MCP `video_audio_bed`\n- added P\n[…]\ndle missing required audio inputs.\n\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\n\n---------\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: expose guarded audio-bed public workflow (#387)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T05:00:11Z",
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        },
        {
          "oid": "cd7a3b0e60e8dbc4b3158573ae9cece606465aa9",
          "body": "## Why\\n\\nCloses #385. Hyperframes has passed two consecutive full CI\nruns on pinned Node 22, so keeping the job informational would now hide\nreal integration regressions.\\n\\n## What changed\\n\\n- removed\n`continue-on-error: true` from `hyperframes-integration`\\n- removed the\nstale informational labe\n[…]\n/code> with what you\nneed. Autofix is disabled.</sup>\n\n<!-- codesmith:autofix:disabled -->\n<!-- /codesmith:footer -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: promote Hyperframes integration to required gate (#386)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T01:24:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "85456aae6103a1f1f0795492c506b9a5f5c27a86",
          "body": "## Why\n\n`master` CI is red because optional integration matrices rely on stale\nrunner/assets: Hyperframes receives Node 20 although it requires Node\n>=22, and the GitHub FFmpeg 7/8 legs reference expired BtbN daily-build\nURLs.\n\nCloses #383.\n\n## What changed\n\n- pinned the existing approved `actions/s\n[…]\nmpeg 7 and 8 build artifacts used in testing.\n\n<!-- end of auto-generated comment: release notes by coderabbit.ai -->\n\nCo-authored-by: Simon Gonzalez De Cruz <simongonzalezdc@users.noreply.github.com>",
          "is_bot": false,
          "headline": "ci: restore Node and FFmpeg matrix compatibility (#384)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-19T01:07:31Z",
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        },
        {
          "oid": "4c52d4297ef232e10313789322c482e277c056e3",
          "body": "## Why\n\nPR #361 correctly prevented Hyperframes from hanging without a TTY, but\nit also made `--skip-transcribe` unconditional. That silently inverted\nthe documented `skip_transcribe=False` default across the engine, Python\nclient, CLI, and MCP tool. This restores the public contract without\nreopeni\n[…]\n is small, reversible, and limited to Hyperframes `init`\nargument construction.\n- [x] The implementation worker stayed inside its two-file scope;\nverification was run separately and is recorded above.",
          "is_bot": false,
          "headline": "fix(hyperframes): restore skip-transcribe contract (#380)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T20:29:59Z",
          "body_truncated": true,
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        },
        {
          "oid": "39273b4805d4d8c8934a69f83276610d823912d9",
          "body": "## Why\n\nOfficial CI was re-enabled for PR #380 and exposed repository-wide Ruff\nformatting drift already present on `master`. Because both CI and PR\nsafety check the entire tree, every code PR fails before tests\nregardless of its own formatting.\n\nCloses #381.\n\n## What changed\n\n- Applied the configur\n[…]\ncodesmith-dark.svg\"></picture></a>\n<sup>Need help on this PR? Tag <code>/codesmith</code> with what you\nneed. Autofix is disabled.</sup>\n\n<!-- codesmith:autofix:disabled -->\n<!-- /codesmith:footer -->",
          "is_bot": false,
          "headline": "ci: restore repository-wide Ruff format baseline (#382)",
          "author_name": "Simon Gonzalez De Cruz",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T20:17:09Z",
          "body_truncated": true,
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        },
        {
          "oid": "a7ac4dc23c2adc33c4fb982b8ab1e98f22c7f5b0",
          "body": "… (#216) from phase2/p6-evidence into master",
          "is_bot": false,
          "headline": "Merge pull request 'P6: correct protected release evidence summaries'…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:39:54Z",
          "body_truncated": false,
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        },
        {
          "oid": "48a8222f621c977e0229d832dd3f93136846d863",
          "body": null,
          "is_bot": false,
          "headline": "docs(release): correct latest release summaries",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:29:45Z",
          "body_truncated": false,
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        {
          "oid": "2d2d548c6c335e7511d8ce933428fa3914aa0063",
          "body": "…om phase2/p5-event-core into master",
          "is_bot": false,
          "headline": "Merge pull request 'P5: add durable event consumer cursors' (#209) fr…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:24:47Z",
          "body_truncated": false,
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        {
          "oid": "aa457858ce412680e8b9b02426eb533c36634d29",
          "body": "… phase2/p5-retention into phase2/p5-event-core",
          "is_bot": false,
          "headline": "Merge pull request 'P5: bound acknowledged audit history' (#210) from…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:20:36Z",
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        },
        {
          "oid": "e6d94e6653924d86fda7445938146b53d434f8d6",
          "body": "…m phase2/p5-events-tests into phase2/p5-retention",
          "is_bot": false,
          "headline": "Merge pull request 'P5: prove replay and retention safety' (#211) fro…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:16:48Z",
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        },
        {
          "oid": "b10bcc2b291d3342cc7aab985740c9d7b475abeb",
          "body": "…om phase2/p5-privacy into phase2/p5-events-tests",
          "is_bot": false,
          "headline": "Merge pull request 'P5: reject unsanitized audit summaries' (#212) fr…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:13:01Z",
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        },
        {
          "oid": "a1e6c34ef81a60a4ad18f071bf67244642e95984",
          "body": "…e2/p5-review-fixes into phase2/p5-privacy",
          "is_bot": false,
          "headline": "Merge pull request 'P5: confine cursor supersession' (#213) from phas…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:09:06Z",
          "body_truncated": false,
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        },
        {
          "oid": "577bf368f6f1d5741d027d9af099de2af68b7d65",
          "body": "… from phase2/p5-closure into phase2/p5-review-fixes",
          "is_bot": false,
          "headline": "Merge pull request 'P5: protect pending consumers and secrets' (#214)…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T01:05:18Z",
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        },
        {
          "oid": "2ae11601705255474e6ad3aa1b29996411747bd5",
          "body": "…rom phase2/p5-full-suite into phase2/p5-closure",
          "is_bot": false,
          "headline": "Merge pull request 'P5: close audit vocabulary verification' (#215) f…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:59:27Z",
          "body_truncated": false,
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        {
          "oid": "a732f846d973c7be81831145ee71cdea5389c8c7",
          "body": null,
          "is_bot": false,
          "headline": "feat(events): add durable consumer cursors",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:46:28Z",
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          "oid": "4b5cca6df44075bced2ceba5e82582dfaf49fddb",
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          "headline": "feat(events): bound acknowledged audit history",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:46:28Z",
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          "headline": "test(events): prove replay and retention safety",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
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          "body_truncated": false,
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        {
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          "headline": "fix(events): reject unsanitized audit summaries",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
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          "is_bot": false,
          "headline": "fix(events): confine cursor supersession",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
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          "headline": "fix(events): protect pending consumers and secrets",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:46:28Z",
          "body_truncated": false,
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        {
          "oid": "b4d277427cb1e959c02c35ca8d3f92b6a3970d98",
          "body": null,
          "is_bot": false,
          "headline": "test(events): update closed audit vocabulary",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:46:28Z",
          "body_truncated": false,
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        {
          "oid": "44157b2a32af3b3e76511702efd6eb66c3752a99",
          "body": "…) from phase2/p4-revisions into master",
          "is_bot": false,
          "headline": "Merge pull request 'P4: preserve edits across branch histories' (#205…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:43:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5507b57c6276d4f9cdf9bbc400e2af41ae7fa348",
          "body": "…phase2/p4-review-fixes into phase2/p4-revisions",
          "is_bot": false,
          "headline": "Merge pull request 'P4: keep branch heads authoritative' (#206) from …",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:38:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "4b6903b8e6d96196a936a6bf43e9c40f19a683e3",
          "body": "…rom phase2/p4-data-safety into phase2/p4-review-fixes",
          "is_bot": false,
          "headline": "Merge pull request 'P4: retain revision source blobs safely' (#207) f…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:34:27Z",
          "body_truncated": false,
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        },
        {
          "oid": "1de2c7e8541aedf68e8b102cab1f634feff5b91c",
          "body": "…om phase2/p4-closure into phase2/p4-data-safety",
          "is_bot": false,
          "headline": "Merge pull request 'P4: prove crash-safe revision rollback' (#208) fr…",
          "author_name": "simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:29:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "2b9b253f16b8b8b81914013e67975d7b18cf96e0",
          "body": null,
          "is_bot": false,
          "headline": "feat(projects): preserve edits across branch histories",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:14:09Z",
          "body_truncated": false,
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        {
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          "body": null,
          "is_bot": false,
          "headline": "fix(projects): keep branch heads authoritative",
          "author_name": "Simon",
          "author_login": "simongonzalezdc",
          "committed_at": "2026-07-18T00:14:09Z",
          "body_truncated": false,
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        {
          "oid": "2be5b92f6fc413e7eafceeca4aaf8e6fbd01a1c2",
          "body": null,
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            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
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            "components": [
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                "key": "project_is_still_maintained",
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                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 61,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
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            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 43,
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              "forks": 24,
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              "growth_factor_pct": 100,
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "88 stars",
                "points": 31.5,
                "status": "partial",
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                    "code": "stars",
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                      "count": 88
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "24 forks",
                "points": 11.3,
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                "details": [
                  {
                    "code": "forks",
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                      "count": 24
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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": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
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                "key": "readme",
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                "status": "met",
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                "max_points": 22.5
              },
              {
                "key": "license",
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                "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",
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                "status": "met",
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              },
              {
                "key": "code_of_conduct",
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                "status": "met",
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              {
                "key": "issue_template",
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            ]
          },
          {
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                  "components": [
                    "registry_dependents"
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 47,
            "inputs": {
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                "kinocut"
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              "dependents": null,
              "ecosystems": "npm, pypi",
              "total_downloads": null,
              "monthly_downloads": 630
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                "key": "monthly_downloads",
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                      "count": 630,
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                  }
                ],
                "max_points": 80
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              {
                "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
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
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          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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                "key": "bus_factor",
                "name": "Bus factor",
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                    "code": "bus_factor",
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                      "count": 1
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                  }
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                "max_points": 54
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                "key": "commit_distribution",
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                "points": 1.5,
                "status": "partial",
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                  {
                    "code": "top_contributor_share",
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                      "share": 94
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                  }
                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 303,
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              "closed_issues": 84,
              "issue_closed_ratio": 0.955,
              "closed_unmerged_prs": 38
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "96% of issues closed",
                "points": 44.6,
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                  {
                    "code": "issues_closed_share",
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                      "share": 96
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                  }
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                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "303/341 decided PRs merged",
                "points": 34,
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                "details": [
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                    "code": "decided_prs_merged",
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                      "merged": 303,
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
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            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "followers": 5,
              "owner_type": "Organization",
              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
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                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "5 followers of KyaniteLabs",
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                "status": "partial",
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                    "code": "owner_followers",
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                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~0 yr old",
                "points": 9.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 16
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                  },
                  {
                    "code": "account_age_years",
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                      "years": 0
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "kinocut",
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              "ecosystems": "npm, pypi",
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            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on npm, pypi",
                "points": 25,
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                "details": [
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                "max_points": 25
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                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
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                    "code": "publish_recency",
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                "max_points": 35
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              {
                "key": "version_history",
                "name": "Version history",
                "detail": "5 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                      "count": 5
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                ],
                "max_points": 20
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              {
                "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",
        "band": "excellent",
        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 8
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
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                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "status": "missed",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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            ]
          },
          {
            "key": "documentation",
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            "inputs": {
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                "mcp-server",
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                "agent-tools",
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                "mcp-tools",
                "model-context-protocol",
                "python-library",
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                "hyperframes",
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              "has_docs_dir": true,
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            "components": [
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                "key": "readme",
                "name": "README",
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
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                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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              },
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                "key": "topics",
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                ],
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              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
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            "components": [
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                "key": "binary_artifacts",
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                "status": "met",
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                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
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              },
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                "key": "ci_tests",
                "name": "CI-Tests",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "36 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 64,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 95,
            "inputs": {
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              "legible_history_share": 0.65,
              "agent_instruction_files": [
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                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 8032
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".cursorrules, .github/copilot-instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "65 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 34.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 65,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "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",
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                "points": 11,
                "status": "met",
                "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": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "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 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
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            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "largest_source_bytes": 75745,
              "source_files_sampled": 779,
              "oversized_source_files": 2
            },
            "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": "2/779 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 779,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "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": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
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                    "params": {
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                    }
                  }
                ],
                "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:kinocut@1.10.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T07:06:53.811178Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/KyaniteLabs/kinocut.svg",
  "full_name": "KyaniteLabs/kinocut",
  "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, npm.