Public recordGood
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 21:09 UTC
shoumikchow / bbox-visualizer
Make drawing and labeling bounding boxes a piece of cake
shoumikchow/bbox-visualizer holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Engineering Quality (76/100) and lowest on AI Readiness (46/100). It was last updated 4 days ago. A single contributor accounts for most of its recent work.
70
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
70
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
Shoumik ChowdhuryPersonal account
46 followers20 public repossince Dec 2014@andium
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | bbox_visualizer | 1.0.1 | 39,847 | 7 | 4 days ago | bbox-visualizerbounding-boxcomputer-visionvisualization |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
73
Development activity
65Moderate
How it's scored
| 36/36 | Push recency — last push 4 days ago |
| 4.2/36 | Commit cadence — 6/52 weeks with commits |
| 15.2/18 | Commit volume — 48 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 48 |
| human_commit_share | 1 |
| days_since_last_push | 4 |
| active_weeks_last_year | 6 |
Release discipline
84Good
How it's scored
| 27/27 | Ships releases — 7 releases published |
| 36/36 | Release recency — latest release 4 days ago |
| 12.6/27 | Release cadence — a release every ~353.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 7 |
| latest_release_tag | v1.0.1 |
| releases_from_tags | no |
| days_since_latest_release | 4 |
| mean_days_between_releases | 353.3 |
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?
73
Popularity & adoption
59Moderate
How it's scored
| 42.4/60 | Stars — 412 stars |
| 12.9/25 | Forks — 36 forks |
| 3.3/15 | Watchers — 5 watchers |
Inputs used
| forks | 36 |
| stars | 412 |
| watchers | 5 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
How it's scored
| 61.3/80 | Monthly downloads — 39,847 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | bbox_visualizer |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 39,847 |
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?
61
Maintainer resilience (bus factor)
24Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.4/22.5 | Commit distribution — top contributor authored 94% of commits |
| 8.1/13.5 | Contributor breadth — 6 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 6 |
| top_contributor_share | 0.937 |
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 34.5/38.3 | PR acceptance — 56/62 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 56 |
| open_issues | 0 |
| closed_issues | 15 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 6 |
Ownership & stewardship
54Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 12/25 | Owner reach — 46 followers of shoumikchow |
| 21.6/25 | Track record — 20 public repos, account ~11 yr old |
Inputs used
| followers | 46 |
| owner_type | User |
| is_verified | — |
| owner_login | shoumikchow |
| public_repos | 20 |
| account_age_days | 4,248 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 4 days ago |
| 20/20 | Version history — 7 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | bbox_visualizer |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 4 |
Engineering Quality
Are baseline engineering and documentation practices in place?
76
Engineering practices
66Moderate
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://bbox-visualizer.readthedocs.io |
| 10/10 | Repository description |
| 10/10 | Topics — 17 topics |
| 0/10 | Wiki |
Inputs used
| topics | computer-vision, computer-vision-tools, cv, labeling, data-labeling, object-detection, object-recognition, bboxes, deep-learning, image-annotation, annotations, annotation, image-labeling, image-labeling-tool, bounding-boxes, bounding-box, boundingbox |
| has_wiki | no |
| homepage | https://bbox-visualizer.readthedocs.io |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
69
Security posture
69Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/8 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.9 |
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.
46
Agent context & guidance
32At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 32/40 | Legible commit history — 60 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.6 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
56Moderate
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 10/10 | Demonstrated agent practice — 13 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.13 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/12 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 21,591 |
| source_files_sampled | 12 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
412GitHub stars
6contributors
48commits, last 12 months
4days since last push
7releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 412 ★ / 36 ⇿
412Stars
36Forks
5Releases
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.
Major 0Minor 3Patch 2
Each point covers 6 days.
OpenSSF Scorecard 6.9 / 10
6.9aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/8 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 2
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | opencv-python | >=4.8.1.78 | pyproject.toml |
| PyPI | numpy | >=1.19.0 | pyproject.toml |
All dependencies 13
Full resolved dependency set from the GitHub dependency graph: 2 direct and 11 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | numpy | — | direct |
| PyPI | opencv-python | — | direct |
| PyPI | build | — | indirect |
| PyPI | hatch | — | indirect |
| PyPI | hatch-fancy-pypi-readme | — | indirect |
| PyPI | hatch-vcs | — | indirect |
| PyPI | hatchling | — | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocstrings | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | ruff | — | indirect |
| PyPI | twine | — | indirect |
| PyPI | ty | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"computer-vision",
"computer-vision-tools",
"cv",
"labeling",
"data-labeling",
"object-detection",
"object-recognition",
"bboxes",
"deep-learning",
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"image-labeling-tool",
"bounding-boxes",
"bounding-box",
"boundingbox"
],
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"languages": {
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"Makefile": 1833
},
"pushed_at": "2026-07-17T19:55:10Z",
"created_at": "2020-06-22T06:16:10Z",
"owner_type": "User",
"updated_at": "2026-07-21T07:39:42Z",
"description": "Make drawing and labeling bounding boxes a piece of cake",
"is_archived": false,
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"license_spdx": "MIT",
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"license_spdx_raw": "MIT",
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},
"owner": {
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"type": "User",
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"company": "@andium ",
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"created_at": "2014-12-03T09:36:55Z",
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"public_repos": 20,
"account_age_days": 4248
},
"license": {
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"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2026-07-17T19:55:10Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-07-17T19:29:39Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2026-01-29T07:01:13Z"
},
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2025-06-02T01:55:44Z"
},
{
"tag": "0.2.1",
"kind": "patch",
"published_at": "2025-04-29T05:51:42Z"
},
{
"tag": "0.2.0",
"kind": "minor",
"published_at": "2025-03-03T07:49:47Z"
},
{
"tag": "0.1.0",
"kind": "minor",
"published_at": "2020-09-27T06:27:12Z"
}
],
"recent_commits": [
{
"oid": "180edea0b2851dec985c3aa952809d4f6ecafc63",
"body": "Mark package as Production/Stable for 1.0",
"is_bot": false,
"headline": "Merge pull request #80 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:53:50Z",
"body_truncated": false,
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},
{
"oid": "22ea083372580ab15cca1005e2c954625cbd931f",
"body": "The 4 - Beta classifier predates the stable release.",
"is_bot": false,
"headline": "Mark package as Production/Stable for 1.0",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:51:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "687f161457bf54a5e7f5a02118546f35d042ab85",
"body": "Dev",
"is_bot": false,
"headline": "Merge pull request #79 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:27:18Z",
"body_truncated": false,
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},
{
"oid": "293b7f47fbe85a1f295ec84e642066f69fe5fc38",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' of github.com:shoumikchow/bbox-visualizer into dev",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:24:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44270d42aedbff5f81151610ff8ecf7a6ce75cd2",
"body": "Addresses Copilot's review comment on #78: descent is negative when all\nink sits above the baseline (e.g. \"-\"). The geometry is unaffected\nsince callers only use ascent + descent, which is always the ink span.",
"is_bot": false,
"headline": "Clarify that _get_ink_metrics descent can be negative",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:22:59Z",
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{
"oid": "6ee3e78df1705263eace25f4ab68fcc41877ebd3",
"body": "Dev",
"is_bot": false,
"headline": "Merge pull request #78 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:12:58Z",
"body_truncated": false,
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},
{
"oid": "812ab88519d1ad9ab980cd32e9dab2180679d4ee",
"body": "The cover was rendered per object (box, label, box, label, ...), so a\nlater box stroke could cross an earlier label. Draw all boxes first,\nthen all labels.",
"is_bot": false,
"headline": "Redraw cover with labels above all boxes",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:08:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41b6c371d1dc426c925ca372954f7c1bd5aad6ce",
"body": "The gallery images dated from 2020 and showed the old label rendering\n(bottom-heavy backgrounds, stroke spilling outside the box, stubby flag\npoles). Regenerate all of them from the current code: the eight style\nimages come straight from the example scripts' output, and the cover is\nrebuilt from cover_source.json with the original per-class colors\nsampled from the old cover.",
"is_bot": false,
"headline": "Regenerate README gallery images; list label_stress example",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:05:50Z",
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},
{
"oid": "d00f0648befce7cb83895df6a5dc9d23a6805b7a",
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"is_bot": false,
"headline": "style: format and lint code with Ruff",
"author_name": "shoumikchow",
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"committed_at": "2026-07-17T19:05:03Z",
"body_truncated": false,
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},
{
"oid": "78ed532826f5256fbfccf6004eee0a07dcb3d434",
"body": "Grid of awkward label strings (caps, descenders, punctuation, long\nwords) rendered through every label style plus a font-size sweep, for\neyeballing label layout changes.",
"is_bot": false,
"headline": "Add label stress-test example",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:00:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a0ac09d0cfed0eb2162dad790c3bfb5f90a0d90",
"body": "The pole rose height/4 above the box, which looks stubby on small boxes.\nFloor it at T_LINE_LENGTH (50px, matching the T-label stem) so small\nboxes get a visible pole; large boxes keep the proportional rise.",
"is_bot": false,
"headline": "Give the flag pole a minimum rise above the box",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T18:58:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9fa33286fed716d0ddea82704c63bdb6532e64b",
"body": "…e flag\n\ncv2.getTextSize reports the font's nominal ascent, which overshoots the\ntallest glyphs by ~5px and lowercase-only text by ~11px, making label\nbackgrounds bottom-heavy. Replace _get_text_size with _get_ink_metrics,\nwhich renders the text once on a scratch canvas (cached) and measures the\nact\n[…]\n ascent/descent, so backgrounds get even padding on all sides.\n\nAlso start the flag pole 2px below the flag top: cv2 caps the 3px stroke\npast its endpoint, which poked a nub above the flag background.",
"is_bot": false,
"headline": "Size label backgrounds from real ink metrics; keep flag pole under th…",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T17:44:10Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "353fc58f56a5db2b1f23e98e4cf2c35e0cbcef3f",
"body": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
"is_bot": false,
"headline": "Merge pull request #76 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-16T17:41:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4c67381487a2a7154b3b4717e34d0d4a49c9f34",
"body": "…cv floor\n\n - publish.yml: pass tag name via env instead of shell interpolation\n - Pin all GitHub Actions to commit SHAs (with version comments)\n - ruff.yml: scope write permissions to the autofix job\n - pyproject.toml: raise opencv-python floor to >=4.8.1.78 (CVE-2023-4863, libwebp heap overflow in bundled builds)",
"is_bot": false,
"headline": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
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"body": "- Document COCO/YOLO bbox_format support in usage.md and update the\n troubleshooting section that claimed VOC was the only format\n- List the runnable example scripts in index.md\n- State the Python 3.10 floor and replace the dead git:// clone URL\n with HTTPS/SSH in installation.md",
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"body": "The len()-based empty checks from #73 raised TypeError for None inputs;\nguard None explicitly so the error contract stays consistent with\n_validate_bbox and _convert_bbox_to_voc.\n\nAddresses Copilot review comments on #73.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"headline": "Restore ValueError for None bboxes/labels in multi-object functions",
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"body": "Drop --locked from the CI uv sync steps. As a library, shipped installs\nare governed by pyproject.toml ranges, so CI should test against freshly\nresolved dependencies rather than pinned ones. This also fixes CI\nerroring on the lockfile, which was never tracked.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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"body": "Accept any 3-length sequence as a color (was tuple-only), drop the\npointless lru_cache on _validate_color, remove the np.array round-trip\nin add_multiple_labels, and delete a duplicate T-label fallback test\nthat claimed to cover the right edge but re-tested vertical space.",
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/8 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow 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 6",
"points": 3,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 9",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 46,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 32,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.6,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "60 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 32,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 60,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 56,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.13,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "13 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 13,
"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 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 21591,
"source_files_sampled": 12,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/12 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 12,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"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": [
"deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-21T21:09:37.077347Z",
"schema_version": "0.23.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shoumikchow/bbox-visualizer.svg",
"full_name": "shoumikchow/bbox-visualizer",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.23.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.