Public recordAt risk
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 02:49 UTC
jolespin / veba
A modular end-to-end suite for in silico recovery, clustering, and analysis of prokaryotic, microeukaryotic, and viral genomes from metagenomes
jolespin/veba holds a health index of 45 out of 100, placing it in the At risk band. It scores highest on Vitality (70/100) and lowest on AI Readiness (20/100). It was last updated 14 days ago. A single contributor accounts for most of its recent work.
45
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.
45
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
Josh L. EspinozaPersonal account
93 followers50 public repossince Oct 2014
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?
70
Development activity
62Moderate
How it's scored
| 28.8/36 | Push recency — last push 14 days ago |
| 6.9/36 | Commit cadence — 10/52 weeks with commits |
| 16.2/18 | Commit volume — 62 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 14 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 62 |
| human_commit_share | 1 |
| days_since_last_push | 14 |
| active_weeks_last_year | 10 |
Release discipline
83Good
How it's scored
| 27/27 | Ships releases — 27 releases published |
| 36/36 | Release recency — latest release 24 days ago |
| 19.8/27 | Release cadence — a release every ~83.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 27 |
| latest_release_tag | v2.5.3 |
| releases_from_tags | no |
| days_since_latest_release | 24 |
| mean_days_between_releases | 83.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
47
Popularity & adoption
44At risk
How it's scored
| 32.7/60 | Stars — 105 stars |
| 8.7/25 | Forks — 12 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 12 |
| stars | 105 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (AGPL-3.0) |
| 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 | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
47
Maintainer resilience (bus factor)
12Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.3/22.5 | Commit distribution — top contributor authored 98% of commits |
| 2.7/13.5 | Contributor breadth — 2 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.985 |
How it's scored
| 37.7/46.8 | Issue resolution — 81% of issues closed |
| 37.2/38.3 | PR acceptance — 103/106 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 1/7 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 103 |
| open_issues | 20 |
| closed_issues | 83 |
| issue_closed_ratio | 0.806 |
| closed_unmerged_prs | 3 |
Ownership & stewardship
61Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 14.2/25 | Owner reach — 93 followers of jolespin |
| 24.4/25 | Track record — 50 public repos, account ~11 yr old |
Inputs used
| followers | 93 |
| owner_type | User |
| is_verified | — |
| owner_login | jolespin |
| public_repos | 50 |
| account_age_days | 4,311 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Engineering Quality
Are baseline engineering and documentation practices in place?
25
Engineering practices
1Critical
How it's scored
| 0/24 | CI workflows |
| 0/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | no |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
60Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 6 topics |
| 10/10 | Wiki |
Inputs used
| topics | bioinformatics, genomics, metagenomics, metatranscriptomics, microbial, microbiome |
| has_wiki | yes |
| homepage | — |
| 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?
31
Security posture
31At risk
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 |
| 0/2.5 | CI-Tests — 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 1/7 approved changesets -- score normalized to 1 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 14 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — no data |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3.1 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, token_permissions. 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.
20
Agent context & guidance
16Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 16/40 | Legible commit history — 30 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.3 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
10Critical
How it's scored
| 0/18 | One-command bootstrap |
| 0/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | no |
| lockfiles | — |
| has_dockerfile | yes |
| 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 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.3/55 | Manageable file sizes — 2/164 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 78,394 |
| source_files_sampled | 164 |
| oversized_source_files | 2 |
Key facts
105GitHub stars
2contributors
62commits, last 12 months
14days since last push
27releases
1bus factor
20open issues
—package ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 0 ★ / 12 ⇿
0Stars
12Forks
25Releases
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 9Patch 11
Each point covers 4 days.
OpenSSF Scorecard 3.1 / 10
3.1aggregate
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 |
| 0 | CI-Tests | 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 1/7 approved changesets -- score normalized to 1 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| n/a | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 14 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 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 |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| n/a | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
"data": {
"repo": {
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"bioinformatics",
"genomics",
"metagenomics",
"metatranscriptomics",
"microbial",
"microbiome"
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},
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"license": {
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"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2.5.3",
"kind": "patch",
"published_at": "2026-07-03T02:54:27Z"
},
{
"tag": "v2.5.2",
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"tag": "v2.5.0",
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"tag": "v2.4.1",
"kind": "patch",
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},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2025-01-29T20:28:17Z"
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{
"tag": "v2.3.0",
"kind": "minor",
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},
{
"tag": "v2.2.1",
"kind": "patch",
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},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2024-06-10T01:16:47Z"
},
{
"tag": "v2.1.0-zen",
"kind": "prerelease",
"published_at": "2024-06-03T18:46:16Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2024-05-17T14:13:04Z"
},
{
"tag": "v2.1.0b",
"kind": "other",
"published_at": "2024-05-08T21:11:06Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2024-03-10T20:12:45Z"
},
{
"tag": "v1.5.0",
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},
{
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},
{
"tag": "v1.4.1",
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},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2023-10-27T21:13:37Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2023-07-12T00:22:32Z"
},
{
"tag": "v1.1.2",
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},
{
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{
"tag": "v1.1.0",
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{
"tag": "v1.0.4",
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},
{
"tag": "v1.0.3e",
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{
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{
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}
],
"recent_commits": [
{
"oid": "ceab34424cee16ec2fb8c16285c1e6afe81e6af9",
"body": "## [2.5.3] - 2026-07-02\n### Change\n - Removed the prepending to de Bruijn graph now that support is dropping for `MetaCOaG`. Fixes an issue when running `rnaspades.py` through the `assembly` module [Issue #208](https://github.com/jolespin/veba/issues/208)\n\nThanks to @411an13",
"is_bot": false,
"headline": "Merge pull request #210 from jolespin/dev",
"author_name": "Josh L. Espinoza",
"author_login": "jolespin",
"committed_at": "2026-07-03T02:53:46Z",
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{
"oid": "cf5aae8aef5639fd25be0ac4ef36f6cd1282a41a",
"body": null,
"is_bot": false,
"headline": "Updated versions",
"author_name": "Josh L. Espinoza",
"author_login": "jolespin",
"committed_at": "2026-07-03T02:51:34Z",
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{
"oid": "90b1836a19686131e4facfa6a60f72dc9e3a4d47",
"body": "…#208",
"is_bot": false,
"headline": "Removed support for prepending to de bruijn graphs which fixes Issue …",
"author_name": "Josh L. Espinoza",
"author_login": "jolespin",
"committed_at": "2026-07-03T02:47:35Z",
"body_truncated": false,
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},
{
"oid": "933eb62f80b6058f7b6d7048512bc3751c65fc61",
"body": null,
"is_bot": false,
"headline": "Fixed issue 208",
"author_name": "Josh L. Espinoza",
"author_login": "jolespin",
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"body_truncated": false,
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},
{
"oid": "94c3fa3cb0216562cb26f4496aa42c05a502a5d3",
"body": "Remove prepend-de-Bruijn support (fixes #208)",
"is_bot": false,
"headline": "Merge pull request #209 from 411an13/bug/208_prepend-debruijn",
"author_name": "Josh L. Espinoza",
"author_login": "jolespin",
"committed_at": "2026-07-03T00:13:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "982125f13cf556846d4adcdce9b2c32876e529bc",
"body": "Replace the explicit transcripts.fasta / transcripts.fasta.* /\ntranscripts.paths entries with a single transcripts.* glob, mirroring\nthe scaffolds.* glob used for SPAdes. Captures transcripts.paths and\nis more maintainable.",
"is_bot": false,
"headline": "Use transcripts.* glob in rnaSPAdes symlink step (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-30T23:39:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0fe47975810f9b684f427d329de85df9ebbc00e9",
"body": "The symlink step listed rnaSPAdes files explicitly, and the\ntranscripts.fasta.* glob didn't match transcripts.paths, so it was\nnever linked into output/. Add it explicitly and validate it as a\nstep-1 output, mirroring scaffolds.paths for SPAdes (whose scaffolds.*\nglob already covers it).",
"is_bot": false,
"headline": "Symlink transcripts.paths for rnaSPAdes output (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-30T23:31:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c7ce120989674533b02a6f4fb22297384e2ed8e",
"body": "rnaSPAdes writes transcripts.paths, not scaffolds.paths, but the\npipeline appended scaffolds.paths to the validated outputs for any\nprogram matching 'spades', causing validate_outputs to fail. Scope\nthe append to the non-rnaSPAdes branch (the rnaSPAdes case is handled\nseparately above, and the symlink step already special-cases it).",
"is_bot": false,
"headline": "Don't require scaffolds.paths output for rnaSPAdes (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-17T23:18:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2141f7e18d2a0206f7d36b50e6d650a4079dbef",
"body": "Drop the now-deleted script from accessory_scripts in both assembly\nmodules' add_executables_to_environment().",
"is_bot": false,
"headline": "Remove prepend_de-bruijn_path.py from script registries (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-12T20:32:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68f2fe43e730ccc7fa8387e195a991d94744a504",
"body": null,
"is_bot": false,
"headline": "Document de Bruijn prepend removal in CHANGELOG (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-12T20:26:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a140a18892d639c06e5080dbdca056f013f1ec6",
"body": null,
"is_bot": false,
"headline": "Remove prepend_de-bruijn_path.py from version manifest (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-12T20:20:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5763fc88d9deb208af0a9e6c36c33ce16e0ccba",
"body": "The script's only callers (assembly.py and assembly-long.py) were\nremoved; it only ever served the soon-to-be deprecated MetaCoAG.",
"is_bot": false,
"headline": "Delete prepend_de-bruijn_path.py (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-12T20:15:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ae5189882b1f7008f0e8ebb8b8a6fde6f6a2c66",
"body": "Drop the two prepend_de-bruijn_path.py calls on assembly_graph.gfa\nand assembly_info.txt in get_assembly_cmd(). These only served the\nsoon to be deprecated metaCoAG binner. The native Flye outputs are\nstill produced and symlinked to the final output, just unprefixed.",
"is_bot": false,
"headline": "Remove de Bruijn path prefixing from Flye assembly (#208)",
"author_name": "Allan Phillips",
"author_login": "411an13",
"committed_at": "2026-06-12T20:13:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2c28efef79d93a25f045741a499d85182666d08",
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"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "14 commit(s) and 3 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 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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": 3
},
"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": "critical",
"name": "AI Readiness",
"value": 20,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.3,
"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": "30 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 16,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 30,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 10,
"inputs": {
"has_nix": false,
"has_tests": false,
"lockfiles": [],
"has_dockerfile": true,
"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
},
"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": 0,
"status": "missed",
"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": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 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": 78394,
"source_files_sampled": 164,
"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": "2/164 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 164,
"oversized": 2
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-28T02:49:25.176117Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jolespin/veba.svg",
"full_name": "jolespin/veba",
"license_state": "standard",
"license_spdx": "AGPL-3.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.