Public recordModerate
Software health reportschema 0.27.0 · metrics 2.3.0 · 2026-08-01 16:44 UTC
bingogome / samm
A 3D Slicer integration to Meta's SAM.
bingogome/samm holds a health index of 53 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (66/100) and lowest on AI Readiness (26/100). It was last updated 12 days ago. A single contributor accounts for most of its recent work.
53
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
53
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).
Ownership
Yihao LiuPersonal account
26 followers50 public repossince Nov 2016Johns Hopkins University
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
58
Development activity
41Weak
How it's scored
| 28.8/36 | Push recency — last push 12 days ago |
| 0.7/36 | Commit cadence — 1/52 weeks with commits |
| 6.3/18 | Commit volume — 4 commits in the last year |
| 5/10 | OpenSSF Scorecard: Maintained — 4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5 |
Inputs used
| commits_last_year | 4 |
| human_commit_share | 0.99 |
| days_since_last_push | 12 |
| active_weeks_last_year | 1 |
Release discipline
84Excellent
How it's scored
| 27/27 | Ships releases — 6 releases published |
| 36/36 | Release recency — latest release 12 days ago |
| 12.6/27 | Release cadence — a release every ~239.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 6 |
| latest_release_tag | v1.2.0 |
| releases_from_tags | no |
| days_since_latest_release | 12 |
| mean_days_between_releases | 239.2 |
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?
40
Popularity & adoption
54Moderate
How it's scored
| 38.8/60 | Stars — 247 stars |
| 12.8/25 | Forks — 35 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 35 |
| stars | 247 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
25At Risk
How it's scored
| 22.5/22.5 | README |
| 0/22.5 | License — no license file detected |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | no |
| readme_badges | — |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
50
Maintainer resilience (bus factor)
21At Risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 3.3/22.5 | Commit distribution — top contributor authored 85% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.852 |
How it's scored
| 38.1/42 | Issue resolution — 91% of issues closed |
| 30/30 | PR acceptance — 15/15 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/19 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 15 |
| open_issues | 5 |
| closed_issues | 49 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.907 |
| closed_unmerged_prs | 0 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
56Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 10.3/25 | Owner reach — 26 followers of bingogome |
| 24.4/25 | Track record — 50 public repos, account ~9 yr old |
Inputs used
| followers | 26 |
| owner_type | User |
| is_verified | — |
| owner_login | bingogome |
| public_repos | 50 |
| account_age_days | 3,547 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Engineering Quality
Are baseline engineering and documentation practices in place?
66
Engineering practices
60Moderate
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 12/20 | OpenSSF Scorecard: CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://arxiv.org/abs/2304.05622 |
| 10/10 | Repository description |
| 10/10 | Topics — 2 topics |
| 10/10 | Wiki |
Inputs used
| topics | pytorch, sam |
| has_wiki | yes |
| homepage | https://arxiv.org/abs/2304.05622 |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
50
Security posture
50Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 1.5/2.5 | CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/19 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 |
| 0/2.5 | License — license file not detected |
| 3.8/7.5 | Maintained — 4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
26
Agent context & guidance
8Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 7.5/40 | Legible commit history — 14 of 99 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.141 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 8/8 | Automated maintenance — 1 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.01 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.6/55 | Manageable file sizes — 2/76 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 93,228 |
| source_files_sampled | 76 |
| oversized_source_files | 2 |
Key facts
247GitHub stars
4contributors
4commits, last 12 months
12days since last push
6releases
1bus factor
5open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch pypi package 'samm-server' from its registry
More detail
Star and fork history 0 ★ / 35 ⇿
0Stars
35Forks
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 1Minor 1Patch 3
Each point covers 3 days.
OpenSSF Scorecard 5.0 / 10
5.0aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 6 | CI-Tests | 2 out of 3 merged PRs checked by a CI test -- score normalized to 6 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/19 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 5 | Maintained | 4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 0
Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies to assess
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"pytorch",
"sam"
],
"is_fork": false,
"size_kb": 38197,
"has_wiki": true,
"homepage": "https://arxiv.org/abs/2304.05622",
"languages": {
"CMake": 2478,
"Python": 661558
},
"pushed_at": "2026-07-20T04:28:44Z",
"created_at": "2023-04-08T01:21:39Z",
"owner_type": "User",
"updated_at": "2026-07-20T04:26:28Z",
"description": "A 3D Slicer integration to Meta's SAM.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": null,
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://cs.jhu.edu/~yliu333/",
"name": "Yihao Liu",
"type": "User",
"login": "bingogome",
"company": "Johns Hopkins University",
"location": "Belmont, CA",
"followers": 26,
"avatar_url": "https://avatars.githubusercontent.com/u/23446504?v=4",
"created_at": "2016-11-14T06:44:15Z",
"is_verified": null,
"public_repos": 50,
"account_age_days": 3547
},
"license": {
"state": "absent",
"spdx_id": null,
"raw_spdx": null,
"file_present": false,
"scorecard_found": false,
"profile_has_license": false
},
"activity": {
"releases": [
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-07-20T04:28:44Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2024-01-31T19:40:54Z"
},
{
"tag": "v1.0.3",
"kind": "patch",
"published_at": "2023-05-04T21:54:09Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2023-04-15T22:13:30Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2023-04-15T05:35:49Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2023-04-11T01:28:08Z"
}
],
"recent_commits": [
{
"oid": "1cefcf20ca8acc77af51027f378018f37500b373",
"body": "…b-actions-02325a8da5\n\nBump the github-actions group with 2 updates",
"is_bot": false,
"headline": "Merge pull request #78 from bingogome/dependabot/github_actions/githu…",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2026-07-20T04:26:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e0d927d528374154d6d78ecaba7ba821684db8f",
"body": "Bumps the github-actions group with 2 updates: [actions/checkout](https://github.com/actions/checkout) and [actions/cache](https://github.com/actions/cache).\n\n\nUpdates `actions/checkout` from 6 to 7\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/acti\n[…]\nhe\n dependency-version: '6'\n dependency-type: direct:production\n update-type: version-update:semver-major\n dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump the github-actions group with 2 updates",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-20T04:19:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0ccd1db434082ff30e5b7d5fd694c36ac9ebff6f",
"body": "## Summary\n\nThis MR completes a major refactor of SAMM. A streamlined GUI, more robust service management, automated setup, and continuous integration and testing. Model inference and fine-tuning are fully manageable from the 3D Slicer GUI. Users no longer need to launch or manage the inference serv\n[…]\n- Improved segmentation, embedding, model, and job management.\n\n### Setup and testing\n\n- Automated model-variant setup and checkpoint preparation.\n- Added continuous integration and automated testing.",
"is_bot": false,
"headline": "Merge pull request #77 from bingogome/dev-1.2.0",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2026-07-20T04:18:54Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "069309d941c0a36b538001532644e43c96eb7be4",
"body": null,
"is_bot": false,
"headline": "release 1.2.0",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2026-07-20T04:08:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee627cd5ad43d65d57182a7a1ae0fca3e51a79fd",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-03-30T23:57:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48335ea15c34338d0b067b445d858f93e184e2d0",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-03-28T17:46:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41748694dbe8dc6bfcc3d2a3252d0ed82e0a4e7b",
"body": null,
"is_bot": false,
"headline": "figure",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-02-26T23:52:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a373fbbaa611d2bf3b1c112388511dede1b21fd4",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' of github.com:bingogome/samm",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-02-26T23:49:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcecbe05f58f68c62ead23f91c7af315e2190cdf",
"body": null,
"is_bot": false,
"headline": "figure",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-02-26T23:48:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f201b7e1b1360958766598fe85f2e697db4ae377",
"body": "Add training features to SAMM",
"is_bot": false,
"headline": "Merge pull request #70 from bingogome/dev-training",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-02-07T22:20:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24c03460b97c9f9926d257f7927d4f35eee70cac",
"body": null,
"is_bot": false,
"headline": "add dummy",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-02-07T20:54:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd40c514960926b907182501153e76f432597ae9",
"body": null,
"is_bot": false,
"headline": "update readme for training",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-02-06T23:47:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc90a98100573ccbb423e37fdc80e32eac7b7d52",
"body": null,
"is_bot": false,
"headline": "minor fix",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-02-06T23:42:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51ac8216b5a537b5843199549397106440778789",
"body": null,
"is_bot": false,
"headline": "refactor training",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-02-06T20:35:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4151b59de6511246fa75e4d7146e059c6e623e63",
"body": null,
"is_bot": false,
"headline": "update training",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-02-06T05:02:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35cd579805af801758d75e87db49b7f5d6bea5c1",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-02-01T03:55:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b67cc6020fd6107a37e50f91966937f53ba43bd7",
"body": null,
"is_bot": false,
"headline": "remove pics",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-01-21T03:11:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bc028825192e9830bc56e9c9fbfd1e0ca88e4f4",
"body": null,
"is_bot": false,
"headline": "training feature added",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-01-21T03:06:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c83ac331488c72e61971c23adb38873944b47bdb",
"body": null,
"is_bot": false,
"headline": "training feature added",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-01-21T03:03:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af85895b74058be415332d11f08e96c14f63067a",
"body": null,
"is_bot": false,
"headline": "remove test",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-19T19:30:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ac68f855b9c77b8a37b7718667f968a2889eb54",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' of github.com:bingogome/samm into main",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-19T07:41:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7da10edd7efe44d10369aa13eddead75a7d3a38a",
"body": null,
"is_bot": false,
"headline": "W/L change and screenshot",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-19T07:40:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8efa71bd421bc1067147a6a183a5371697859c21",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-15T01:50:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92930cb92e474da110712cdb002e75f70e24b018",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-15T01:40:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7008e11f76f34127aa4f0fedb5f3684f4dd68ebf",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-15T01:39:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77252b70d259a51efe89458341e6fb72930a8b42",
"body": null,
"is_bot": false,
"headline": "readme",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-01-15T01:39:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ce0086c4da9937668fe02223865901cdca0b9ba7",
"body": null,
"is_bot": false,
"headline": "readme",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-01-15T01:35:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03dfeabbf7c64e58529100d17200e9968856dcb9",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-15T01:29:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cff5eea2d352191ac6e93c753f8996b63cc1b66a",
"body": null,
"is_bot": false,
"headline": "thumbnail",
"author_name": "Yihao Liu",
"author_login": null,
"committed_at": "2024-01-15T01:19:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5a90851d187c9f4a723f73636329af8313557c0",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-14T15:05:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "188788ef2a6305b91febcc884e6ad60b967484af",
"body": null,
"is_bot": false,
"headline": "Auto seg 3d completed and tested",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-14T15:03:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "81f1f0c7d0b772d2ed2a64bf6e7579f95720add1",
"body": null,
"is_bot": false,
"headline": "visual changes",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-14T13:25:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b12ffd72059669b7ae1fb4dbcd11fd8e6d8a2750",
"body": null,
"is_bot": false,
"headline": "minor changes",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2024-01-14T12:37:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa265836de4c7d4cf07d32dc044f98d0e4276f5a",
"body": null,
"is_bot": false,
"headline": "clean up files",
"author_name": "jmz3",
"author_login": "jmz3",
"committed_at": "2024-01-05T21:56:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ac68a41e9a97c279d7188e65998e6e7bcfae8e5",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-09T12:40:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82b46c03b60ee75522bcb73c1c1a60a193b6bc15",
"body": null,
"is_bot": false,
"headline": "supports to medsam (pre-trained)",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-09T08:40:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8af3f7d92ded23dcb75174ce5f051f9927716ba3",
"body": null,
"is_bot": false,
"headline": "updated readme",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T23:37:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9cd99978e4cd104961e872e4683991618cc04fd",
"body": "add bbox support",
"is_bot": false,
"headline": "Merge pull request #63 from bingogome/dev-refactor-everything",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T23:25:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4b10f0a9d0d3e9946af914aef655e2b60a29c20",
"body": null,
"is_bot": false,
"headline": "add bbox support",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T23:25:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f85ad57bc59b4f75ece522a4327eb2c32cd52292",
"body": "mobile samm support",
"is_bot": false,
"headline": "Merge pull request #61 from bingogome/dev-refactor-everything",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T19:07:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e7533268c2990e9ec1cc7101643de8a6d5b8d84",
"body": null,
"is_bot": false,
"headline": "mobile samm support",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T19:06:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "40da608073ca96b7fee38759a489133ce4858a41",
"body": "Dev refactor everything",
"is_bot": false,
"headline": "Merge pull request #60 from bingogome/dev-refactor-everything",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T02:42:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34e8a63ab659e0fa8c0c5cf9da71f90086e3d74e",
"body": null,
"is_bot": false,
"headline": "other vit models",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-08T02:40:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4023eeceea1e17bcd9435e16d67858dba48b0f64",
"body": "update to main",
"is_bot": false,
"headline": "Merge pull request #59 from bingogome/main",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T23:02:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f26fbd80e87c6481b1542a9819b2b0fbe3890487",
"body": null,
"is_bot": false,
"headline": "disable local embedding",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T22:55:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "beacb953fa757dd10eddd7d965d42bae60c9952f",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' of github.com:bingogome/samm",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T21:33:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c6d01da0fd590acc3452c078a8aba8cc57808a19",
"body": null,
"is_bot": false,
"headline": "added saving and loading embeddings from local. not working yet",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T21:33:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "120a360e65dd0673ebe9276eda80b9f8117e18f8",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T20:01:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab51033f736455e991419f581f648012abb3684d",
"body": null,
"is_bot": false,
"headline": "some cleanups and adds",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T19:54:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b63c7dfa120c39066215fb766f8b246be3e2414",
"body": "Dev refactor everything",
"is_bot": false,
"headline": "Merge pull request #56 from bingogome/dev-refactor-everything",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T18:14:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a428a61a0d3abb3e70feec91f1e79ac0c77c934",
"body": null,
"is_bot": false,
"headline": "fixed RAS2IJK not showing",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T18:10:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc7d61892b86426f4d3be60dfe00189669623769",
"body": null,
"is_bot": false,
"headline": "cleanups on UI, fixed mask freezing",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T17:28:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9f1fc94d5eaab45c53d46c1c7858b8470b20927d",
"body": null,
"is_bot": false,
"headline": "fixed multiview image shape problem",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T16:35:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa95aeeede881ed0fd94e0c4980fe2a9302f09bd",
"body": null,
"is_bot": false,
"headline": "new communication protocol. supports all channels",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T10:07:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60790c0ed0c4d5f5dcbddf5d4d99cc657af97019",
"body": null,
"is_bot": false,
"headline": "refactoring architecture",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-08-07T00:27:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "263a9b2ddfb9af112249871ca6d5f690d3a58e95",
"body": null,
"is_bot": false,
"headline": "Delete .github/workflows directory",
"author_name": "Jeremy Zhang",
"author_login": "jmz3",
"committed_at": "2023-05-20T02:13:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "93d013b3db4cb2078998c9fba930073d1a41513e",
"body": "Joss",
"is_bot": false,
"headline": "Merge pull request #37 from bingogome/JOSS",
"author_name": "Jeremy Zhang",
"author_login": "jmz3",
"committed_at": "2023-05-20T02:07:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c926ece492d8249c7620af545df0296c497505f",
"body": null,
"is_bot": false,
"headline": "Create drraft-pdf.yml",
"author_name": "Jeremy Zhang",
"author_login": "jmz3",
"committed_at": "2023-05-20T02:05:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "350ae6ffdde0623d9badeb1975ca0bb37699d785",
"body": null,
"is_bot": false,
"headline": "Create paper.md",
"author_name": "Jeremy Zhang",
"author_login": "jmz3",
"committed_at": "2023-05-20T01:54:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5dcf7269d7f35c5b9ddbd054ee62eb4ace7f884",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Jeremy Zhang",
"author_login": "jmz3",
"committed_at": "2023-05-20T01:52:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84d59b57f6690d6505110af3f5a041adb4a7a740",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-16T20:47:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b802bbae437b1c0a0c1e236a7b24dfa89e2b3d7e",
"body": null,
"is_bot": false,
"headline": "small addition",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-06T19:25:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43b5a401ad7fe19cb7b5d7021a503cbe91f38007",
"body": null,
"is_bot": false,
"headline": "latency logger class",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-06T18:04:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "254b8812006583c19cb0e8e398b5443bb99749a3",
"body": "server exit gracefully",
"is_bot": false,
"headline": "Merge pull request #29 from bingogome/dev-multilabel",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-04T23:12:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "775d46303c4eee94fd18f3560a2b210507d58392",
"body": null,
"is_bot": false,
"headline": "server exit gracefully",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-04T23:11:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6840c3fc9151a7295e9cb66fd7f795c0a1136713",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-04T21:58:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b25dd5e9e19c7dac8fbf1d7d0ea840ed48bc7113",
"body": null,
"is_bot": false,
"headline": "ui changes",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-04T21:03:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb1872c2663eb5abd537127804e144121a347393",
"body": null,
"is_bot": false,
"headline": "adding multi-label",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-04T20:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "368e72682cec1976180efd94142b03f2549fb872",
"body": null,
"is_bot": false,
"headline": "MPS support",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-05-02T12:43:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a87a0e555e5c01e683ceead27f11b331bf50a4b4",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' of github.com:bingogome/samm",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T16:46:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9611ca87fcfdc09dd834eab42bccd28a1c371da7",
"body": null,
"is_bot": false,
"headline": "path joining handling",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T16:46:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4f8207090c2ba9bafc46dff1053947bfee4e2e7",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T15:40:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae2e01e39744f7d284e94fb89fd6571acf89b8db",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T02:06:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99f621772f1c236b9e95427eecb525be21c7ec33",
"body": "passing zmq no pull. captures other excpetions",
"is_bot": false,
"headline": "Merge pull request #23 from bingogome/dev-multilabel",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T01:54:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98129af38eff0fa422b5b5842134e6dbe770b869",
"body": null,
"is_bot": false,
"headline": "passing zmq no pull. captures other excpetions",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T01:54:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "221f6ef8a046f870d5407c799323f6d58ce0f91d",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-17T01:33:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d66c7a508925798e5c417eab141706cf10fc862",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-16T01:43:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e9b7217ba8c74aa572c38efe9bd1702aea2826f",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-16T01:31:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aec29965abdde444dbeedffc1e0b583c96f7191d",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-16T01:31:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dddcd19d9b92700537da96bf40f655f238b09c2c",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-16T01:23:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c41750f81672335aea7d5242417f18b67a8ff157",
"body": null,
"is_bot": false,
"headline": "UI changes, added 2D image option (disable promptpoints sync)",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T21:58:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c921e6965877f82044b0b1dda264b3da51c22b9b",
"body": null,
"is_bot": false,
"headline": "UI change",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-16T01:04:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ee201c0f50b35a35a72a02321a41532addb76b3",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T05:34:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4a7b1a975f8ad38bbd03e42143c6e0f544ac4d8",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T05:28:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "034da63c05306abbbd10dccf7f131953592a9e5d",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T05:13:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8ed1ed60d7a49b75048b8b19093e59a5ba959c3c",
"body": "Dev ver 1.0.1",
"is_bot": false,
"headline": "Merge pull request #21 from bingogome/dev-ver-1.0.1",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T05:12:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "514d0147e5146acad9b31484553990a7eda61b3e",
"body": null,
"is_bot": false,
"headline": "CT ([-1,0,0][0,-1,0][0,0,1]) works",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T05:06:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a18f9386bcd245c76e1c4e8298be7c5f48b4e0c3",
"body": null,
"is_bot": false,
"headline": "debugging",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T04:45:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c17b886daa095b57ae1314fdbc026ba3cfe55d9",
"body": null,
"is_bot": false,
"headline": "completed IJKRASDir problem in view fiducial dropping, pending test",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T03:43:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a75a8b4bb23ce52a43ed4892f2e04a62fe0daf47",
"body": null,
"is_bot": false,
"headline": "ver1.0.1 first commit",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-15T03:34:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e13272137f62ad9aa2bd4615266e328247361b83",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-13T08:56:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f92315c4799309c4133d15b7c546e89514b51c33",
"body": null,
"is_bot": false,
"headline": "fixed server crash when switching to different volume",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-13T05:37:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99d3ad9a29a61306c3ffeda26e51291507cf759f",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-13T04:21:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9c03b44287a1ca40e33c11ea46a35ba3f3e0831",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-13T04:21:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6fe484b7a44801e2a47323339b2a6bb53f711121",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-13T04:20:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0ef67d3fae18dd887a6089f13696689b9af27150",
"body": "Update README.md with new pip method (slicer.util.pip_install(\"pyzmq\")) instead of (pip.main(['install', 'pyzmq']))",
"is_bot": false,
"headline": "Merge pull request #12 from dzenanz/patch-1",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-11T17:00:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf11a701f8b87bdc4191e69fb6f306767cfcc427",
"body": "The old way causes a lot of warnings in a recent Slicer:\r\n\r\n```log\r\nPython 3.9.10 (main, Mar 23 2023, 23:31:17) [MSC v.1930 64 bit (AMD64)] on win32\r\n>>> \r\nimport pip\r\npip.main(['install', 'pyyaml'])\r\npip.main(['install', 'pyzmq'])\r\nSetuptools is replacing distutils.\r\nWARNING: pip is being invoked b\n[…]\nyaml-6.0\r\n>>> slicer.util.pip_install(\"pyzmq\")\r\nRequirement already satisfied: pyzmq in c:\\users\\dzenan\\appdata\\local\\slicer.org\\slicer 5.3.0-2023-03-22\\lib\\python\\lib\\site-packages (25.0.2)\r\n>>>\r\n```",
"is_bot": false,
"headline": "Update README.md",
"author_name": "Dženan Zukić",
"author_login": "dzenanz",
"committed_at": "2023-04-11T14:52:53Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0ebafbc80b26eb19ae76c784a0e6a427bb39fc4f",
"body": null,
"is_bot": false,
"headline": "small fix",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-11T05:29:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df310fbc30ed06853e9cc3cf908e0cd9f7c98100",
"body": null,
"is_bot": false,
"headline": "added time latency logging",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-11T04:51:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3d26670e1b766d6ade56374a5e2b7e924dcdbba",
"body": null,
"is_bot": false,
"headline": "small fix",
"author_name": "Yihao Liu",
"author_login": "bingogome",
"committed_at": "2023-04-10T23:18:19Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 6,
"commits_last_year": 4,
"latest_release_at": "2026-07-20T04:28:44Z",
"latest_release_tag": "v1.2.0",
"releases_from_tags": false,
"days_since_last_push": 12,
"active_weeks_last_year": 1,
"days_since_latest_release": 12,
"mean_days_between_releases": 239.2
},
"community": {
"has_readme": true,
"has_license": false,
"has_description": true,
"has_contributing": false,
"health_percentage": 28,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": []
},
"popularity": {
"forks": 35,
"stars": 247,
"watchers": 4,
"fork_history": {
"days": [
{
"date": "2023-04-11",
"count": 2
},
{
"date": "2023-04-13",
"count": 3
},
{
"date": "2023-04-14",
"count": 2
},
{
"date": "2023-04-17",
"count": 2
},
{
"date": "2023-04-25",
"count": 2
},
{
"date": "2023-05-04",
"count": 1
},
{
"date": "2023-05-16",
"count": 1
},
{
"date": "2023-05-24",
"count": 1
},
{
"date": "2023-05-26",
"count": 1
},
{
"date": "2023-06-01",
"count": 1
},
{
"date": "2023-06-26",
"count": 1
},
{
"date": "2023-07-01",
"count": 1
},
{
"date": "2023-08-10",
"count": 1
},
{
"date": "2023-09-01",
"count": 1
},
{
"date": "2023-09-06",
"count": 1
},
{
"date": "2023-09-07",
"count": 1
},
{
"date": "2023-10-12",
"count": 1
},
{
"date": "2023-12-07",
"count": 1
},
{
"date": "2023-12-16",
"count": 1
},
{
"date": "2024-01-05",
"count": 1
},
{
"date": "2024-01-06",
"count": 1
},
{
"date": "2024-02-04",
"count": 1
},
{
"date": "2024-03-17",
"count": 1
},
{
"date": "2024-05-24",
"count": 1
},
{
"date": "2024-09-10",
"count": 1
},
{
"date": "2024-12-29",
"count": 1
},
{
"date": "2025-01-27",
"count": 1
},
{
"date": "2025-10-01",
"count": 1
},
{
"date": "2025-11-19",
"count": 1
}
],
"complete": true,
"collected": 35,
"total_forks": 35
},
"star_history": null,
"open_issues_and_prs": 6
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 93228,
"source_files_sampled": 76,
"oversized_source_files": 2,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"service/pyproject.toml"
],
"advisories": {
"error": "No resolved dependencies to assess",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [],
"collected": true,
"truncated": false,
"total_count": 0,
"direct_count": 0,
"indirect_count": 0
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 15,
"open_issues": 5,
"closed_ratio": 0.907,
"closed_issues": 49,
"closed_unmerged_prs": 0
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "bingogome",
"commits": 127,
"avatar_url": "https://avatars.githubusercontent.com/u/23446504?v=4"
},
{
"type": "User",
"login": "jmz3",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/73157024?v=4"
},
{
"type": "User",
"login": "shez12",
"commits": 4,
"avatar_url": "https://avatars.githubusercontent.com/u/86984634?v=4"
},
{
"type": "User",
"login": "dzenanz",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/1792121?v=4"
}
],
"contributors_sampled": 4,
"top_contributor_share": 0.852
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml"
],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 6,
"reason": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 1/19 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 3,
"reason": "project has 1 contributing companies or organizations -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 0,
"reason": "license file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 5,
"reason": "4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 10,
"reason": "GitHub workflow tokens follow principle of least privilege",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "1cefcf20ca8acc77af51027f378018f37500b373",
"ran_at": "2026-08-01T16:44:07Z",
"aggregate_score": 5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-08-01T15:46:10Z",
"oldest_open_prs": [
{
"number": 76,
"created_at": "2025-10-01T21:37:48Z",
"last_comment_at": "2025-10-03T16:29:45Z",
"last_comment_author": "Einse57"
}
],
"last_merged_pr_at": "2026-07-20T04:26:24Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 24,
"created_at": "2023-04-17T14:50:58Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 62,
"created_at": "2023-08-08T21:55:09Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 69,
"created_at": "2023-11-06T01:55:00Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 73,
"created_at": "2024-06-24T16:09:41Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 75,
"created_at": "2025-03-19T05:54:31Z",
"last_comment_at": "2025-09-23T16:41:14Z",
"last_comment_author": "Einse57"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/bingogome/samm",
"host": "github.com",
"name": "samm",
"owner": "bingogome"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": "The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).",
"notes": [
{
"code": "overall_calibration",
"params": {
"raw": 52,
"calibrated": 53,
"calibration": "2026-08-02"
}
}
],
"value": 53,
"inputs": {
"security": 50,
"vitality": 58,
"community": 40,
"governance": 50,
"calibration": "2026-08-02",
"engineering": 66,
"ai_readiness": 26,
"weighted_overall_raw": 52
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 58,
"weight": 0.21,
"metrics": [
{
"key": "development_activity",
"band": "weak",
"name": "Development activity",
"note": null,
"notes": [],
"value": 41,
"inputs": {
"commits_last_year": 4,
"human_commit_share": 0.99,
"days_since_last_push": 12,
"active_weeks_last_year": 1
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 12 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 12
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "1/52 weeks with commits",
"points": 0.7,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 1
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "4 commits in the last year",
"points": 6.3,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 4
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5",
"points": 5,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 84,
"inputs": {
"releases_count": 6,
"latest_release_tag": "v1.2.0",
"releases_from_tags": false,
"days_since_latest_release": 12,
"mean_days_between_releases": 239.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "6 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 6
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 12 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 12
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~239.2 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 239.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "exceptional",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 13,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 13 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 13
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "weak",
"name": "Community & Adoption",
"value": 40,
"weight": 0.17,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"forks": 35,
"stars": 247,
"watchers": 4,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "247 stars",
"points": 38.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 247
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "35 forks",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 35
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "4 watchers",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 4
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 25,
"inputs": {
"has_readme": true,
"has_license": false,
"readme_badges": null,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"readme_badge_services": [],
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "no license file detected",
"points": 0,
"status": "missed",
"details": [
{
"code": "license_absent",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 50,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 21,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 4,
"top_contributor_share": 0.852
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 85% of commits",
"points": 3.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 85
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 78,
"inputs": {
"merged_prs": 15,
"open_issues": 5,
"closed_issues": 49,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 0.907,
"closed_unmerged_prs": 0,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "91% of issues closed",
"points": 38.1,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 91
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "15/15 decided PRs merged",
"points": 30,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 15,
"decided": 15
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 1/19 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"followers": 26,
"owner_type": "User",
"is_verified": null,
"owner_login": "bingogome",
"public_repos": 50,
"account_age_days": 3547
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "26 followers of bingogome",
"points": 10.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 26,
"login": "bingogome"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "50 public repos, account ~9 yr old",
"points": 24.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 50
}
},
{
"code": "account_age_years",
"params": {
"years": 9
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 66,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
"points": 12,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"pytorch",
"sam"
],
"has_wiki": true,
"homepage": "https://arxiv.org/abs/2304.05622",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://arxiv.org/abs/2304.05622",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "2 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 2
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 50,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 50,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 1/19 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "4 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"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": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 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": 26,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 8,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.141,
"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": "14 of 99 human commits state their intent (structured subject or explanatory body)",
"points": 7.5,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 14,
"sampled": 99
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 30,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.01
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "1 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 93228,
"source_files_sampled": 76,
"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": "2/76 source files over 60KB",
"points": 53.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 76,
"oversized": 2
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [],
"scores": {},
"primary": null,
"evidence": [],
"artifacts": [],
"confidence": "none",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": false
},
"metrics_version": "2.3.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"Could not fetch pypi package 'samm-server' from its registry"
],
"report_type": "repository",
"generated_at": "2026-08-01T16:44:18.223681Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/bingogome/samm.svg",
"full_name": "bingogome/samm",
"license_state": "absent",
"license_spdx": null
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.