Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 03:10 UTC
ambiorix-web / ambiorix
🖥️ Web framework for R
ambiorix-web/ambiorix holds a health index of 60 out of 100, placing it in the Moderate band. It scores highest on Vitality (79/100) and lowest on Security (32/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.
60
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.
60
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
ambiorixOrganization
25 followers22 public repossince Sep 2024
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
79
Development activity
76Good
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 11.8/36 | Commit cadence — 17/52 weeks with commits |
| 18/18 | Commit volume — 109 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 109 |
| human_commit_share | 1 |
| days_since_last_push | 2 |
| active_weeks_last_year | 17 |
Release discipline
84Good
How it's scored
| 27/27 | Ships releases — 7 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 12.6/27 | Release cadence — a release every ~354.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 7 |
| latest_release_tag | v3.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 354.2 |
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?
59
Popularity & adoption
54Moderate
How it's scored
| 38.5/60 | Stars — 236 stars |
| 9/25 | Forks — 13 forks |
| 6.4/15 | Watchers — 15 watchers |
Inputs used
| forks | 13 |
| stars | 236 |
| watchers | 15 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community health
65Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (GPL-3.0) |
| 0/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
54
Maintainer resilience (bus factor)
35At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 6.4/22.5 | Commit distribution — top contributor authored 71% of commits |
| 9.5/13.5 | Contributor breadth — 7 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.714 |
How it's scored
| 39.4/46.8 | Issue resolution — 84% of issues closed |
| 36.4/38.3 | PR acceptance — 39/41 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 39 |
| open_issues | 19 |
| closed_issues | 101 |
| issue_closed_ratio | 0.842 |
| closed_unmerged_prs | 2 |
Ownership & stewardship
54Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 10.2/25 | Owner reach — 25 followers of ambiorix-web |
| 13.7/25 | Track record — 22 public repos, account ~1 yr old |
Inputs used
| followers | 25 |
| owner_type | Organization |
| is_verified | — |
| owner_login | ambiorix-web |
| public_repos | 22 |
| account_age_days | 687 |
Engineering Quality
Are baseline engineering and documentation practices in place?
71
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
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 — http://ambiorix.dev |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 10/10 | Wiki |
Inputs used
| topics | r, rstats, webframework, ambiorix |
| has_wiki | yes |
| homepage | http://ambiorix.dev |
| 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?
32
Security posture
32At 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 |
| 2.5/2.5 | CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/1 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — dangerous workflow patterns detected |
| 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 — 30 commit(s) and 5 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 — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.2 |
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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
38
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.97 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 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 | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
28Critical
How it's scored
| 0/45 | Type-checkable code — R without a type-check config |
| 27.5/55 | Manageable file sizes — 1/2 source files over 60KB |
Inputs used
| primary_language | R |
| largest_source_bytes | 1,537,593 |
| source_files_sampled | 2 |
| oversized_source_files | 1 |
Key facts
236GitHub stars
7contributors
109commits, last 12 months
2days since last push
7releases
1bus factor
19open issues
—package ecosystems
Data collection warnings
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 236 ★ / 13 ⇿
236Stars
13Forks
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 6 days.
OpenSSF Scorecard 3.2 / 10
3.2aggregate
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 |
| 10 | CI-Tests | 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/1 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 0 | Dangerous-Workflow | dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 5 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 |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 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
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"notes": [],
"value": 68,
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"key": "ci_workflows",
"name": "CI workflows",
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"code": "ci_workflows",
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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{
"key": "linter_config",
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{
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{
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},
{
"key": "openssf_scorecard_ci_tests",
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}
]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 75,
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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{
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},
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{
"key": "wiki",
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],
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},
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},
{
"key": "branch_protection",
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{
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},
{
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"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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"points": 0,
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},
{
"key": "contributors",
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},
{
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},
{
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},
{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
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},
{
"key": "maintained",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
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"points": 0,
"status": "excluded",
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"code": "no_data",
"params": {}
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],
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},
{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 7.5,
"status": "met",
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"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
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"inputs": {
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"red_flag": false,
"exposures": [],
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"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
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"key": "policy_exposure_multiplier",
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"points": 100,
"status": "met",
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"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
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},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 38,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
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{
"code": "no_agent_instructions",
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],
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},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
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},
{
"key": "legible_commit_history",
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"points": 40,
"status": "met",
"details": [
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"code": "legible_history",
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}
}
],
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}
]
},
{
"key": "ai_verify_loop",
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"key": "one_command_bootstrap",
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"code": "file_list",
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{
"key": "automated_tests",
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"points": 22,
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{
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{
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{
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},
{
"key": "demonstrated_agent_practice",
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},
{
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"components": [
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{
"key": "manageable_file_sizes",
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],
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}
],
"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": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-22T03:10:24.226209Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ambiorix-web/ambiorix.svg",
"full_name": "ambiorix-web/ambiorix",
"license_state": "standard",
"license_spdx": "GPL-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 v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.