Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-29 15:55 UTC
triton-inference-server / model_analyzer
Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.
triton-inference-server/model_analyzer holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Sustainability & Governance (87/100) and lowest on AI Readiness (44/100). It was last updated 5 days ago. 3 contributors account for most of its recent work.
77
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.
77
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
Triton Inference ServerOrganization
2,032 followers36 public repossince Jul 2020
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | triton-model-analyzer | 1.56.0 | 10,607 | 58 | 0 days ago | tritontensorrtinferenceserverserviceanalyzernvidia |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
81
Development activity
74Good
How it's scored
| 36/36 | Push recency — last push 5 days ago |
| 18/36 | Commit cadence — 26/52 weeks with commits |
| 14.9/18 | Commit volume — 45 commits in the last year |
| 5/10 | OpenSSF Scorecard: Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
Inputs used
| commits_last_year | 45 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 26 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 34 releases published |
| 36/36 | Release recency — latest release 32 days ago |
| 19.8/27 | Release cadence — a release every ~64.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 34 |
| latest_release_tag | v1.55.0 |
| releases_from_tags | no |
| days_since_latest_release | 32 |
| mean_days_between_releases | 64.1 |
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?
68
Popularity & adoption
66Moderate
How it's scored
| 44.1/60 | Stars — 523 stars |
| 16.2/25 | Forks — 88 forks |
| 5.3/15 | Watchers — 10 watchers |
Inputs used
| forks | 88 |
| stars | 523 |
| watchers | 10 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | 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 | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
67Moderate
How it's scored
| 53.7/80 | Monthly downloads — 10,607 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | triton-model-analyzer |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,607 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
87
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.2/22.5 | Commit distribution — top contributor authored 24% of commits |
| 13.5/13.5 | Contributor breadth — 25 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 25 |
| top_contributor_share | 0.236 |
Issue & PR responsiveness
97Excellent
How it's scored
| 46/46.8 | Issue resolution — 98% of issues closed |
| 35.8/38.3 | PR acceptance — 799/853 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 799 |
| open_issues | 3 |
| closed_issues | 171 |
| issue_closed_ratio | 0.983 |
| closed_unmerged_prs | 54 |
Ownership & stewardship
77Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 23.8/25 | Owner reach — 2,032 followers of triton-inference-server |
| 23.4/25 | Track record — 36 public repos, account ~6 yr old |
Inputs used
| followers | 2,032 |
| owner_type | Organization |
| is_verified | — |
| owner_login | triton-inference-server |
| public_repos | 36 |
| account_age_days | 2,210 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 58 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | triton-model-analyzer |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
85
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | deep-learning, inference, gpu, performance-analysis |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
57
Security posture
57Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no 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 |
| 3.8/7.5 | Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — no data |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 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 | 5.7 |
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.
44
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
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | 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 |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| 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 |
| 54.5/55 | Manageable file sizes — 3/347 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 82,674 |
| source_files_sampled | 347 |
| oversized_source_files | 3 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
523GitHub stars
25contributors
45commits, last 12 months
5days since last push
34releases
3bus factor
3open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:triton-model-analyzer@1.56.0; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 88 ⇿
0Stars
88Forks
34Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 34Patch 0
Each point covers 6 days.
OpenSSF Scorecard 5.7 / 10
5.7aggregate
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 |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 5 | Maintained | 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| n/a | Packaging | packaging workflow not detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 9 | SAST | SAST tool detected but not run on all commits |
| 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 |
Direct dependencies 18
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | cryptography | >=3.3.2 | pyproject.toml |
| PyPI | distro | >=1.5.0 | pyproject.toml |
| PyPI | docker | >=4.3.1 | pyproject.toml |
| PyPI | gevent | >=22.08.0 | pyproject.toml |
| PyPI | grpcio | >=1.81.1 | pyproject.toml |
| PyPI | httplib2 | >=0.19.0 | pyproject.toml |
| PyPI | importlib_metadata | >=7.1.0 | pyproject.toml |
| PyPI | matplotlib | >=3.3.4 | pyproject.toml |
| PyPI | numba | >=0.51.2 | pyproject.toml |
| PyPI | optuna | ==3.6.1 | pyproject.toml |
| PyPI | pdfkit | >=0.6.1 | pyproject.toml |
| PyPI | prometheus_client | >=0.9.0 | pyproject.toml |
| PyPI | protobuf | — | pyproject.toml |
| PyPI | psutil | >=5.8.0 | pyproject.toml |
| PyPI | pyyaml | >=5.3.1 | pyproject.toml |
| PyPI | requests | >=2.24.0 | pyproject.toml |
| PyPI | tritonclient | >=2.4.0 | pyproject.toml |
| PyPI | urllib3 | >=2.0.7 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
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"points": 5,
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"details": [],
"max_points": 10
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]
},
{
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"notes": [
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},
{
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],
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"days_since_latest_release": 32,
"mean_days_between_releases": 64.1
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"components": [
{
"key": "ships_releases",
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"detail": "34 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 34
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}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 32 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 32
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}
],
"max_points": 36
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{
"key": "release_cadence",
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"detail": "a release every ~64.1 days",
"points": 19.8,
"status": "partial",
"details": [
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"gap": 64.1
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],
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{
"key": "openssf_scorecard_signed_releases",
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"points": 0,
"status": "excluded",
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],
"max_points": 10
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]
},
{
"key": "abandonment",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
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"signals": [],
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"multiplier_pct": 100,
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"components": [
{
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"points": 100,
"status": "met",
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"code": "abandonment_maintained",
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}
],
"max_points": 100
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]
}
],
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},
{
"key": "community",
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"name": "Community & Adoption",
"value": 68,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"notes": [],
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"inputs": {
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"stars": 523,
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"components": [
{
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"points": 44.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 523
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "88 forks",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 88
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "10 watchers",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 10
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"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": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
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},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
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],
"max_points": 22.5
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{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
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"points": 0,
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},
{
"key": "issue_template",
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"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
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"status": "missed",
"details": [],
"max_points": 6.3
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]
},
{
"key": "ecosystem_adoption",
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"name": "Ecosystem adoption (downloads)",
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"notes": [
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},
{
"code": "weights_renormalized",
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],
"value": 67,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 10607
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"components": [
{
"key": "monthly_downloads",
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"detail": "10,607 downloads/month across pypi",
"points": 53.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 10607,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
"band": "excellent",
"name": "Sustainability & Governance",
"value": 87,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
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"count": 3
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 24% of commits",
"points": 17.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "25 contributors",
"points": 13.5,
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"details": [
{
"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 7 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"closed_issues": 171,
"issue_closed_ratio": 0.983,
"closed_unmerged_prs": 54
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"components": [
{
"key": "issue_resolution",
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"detail": "98% of issues closed",
"points": 46,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
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"share": 98
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "799/853 decided PRs merged",
"points": 35.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
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"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"followers": 2032,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "triton-inference-server",
"public_repos": 36,
"account_age_days": 2210
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2,032 followers of triton-inference-server",
"points": 23.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"login": "triton-inference-server"
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}
],
"max_points": 25
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{
"key": "track_record",
"name": "Track record",
"detail": "36 public repos, account ~6 yr old",
"points": 23.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 36
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},
{
"code": "account_age_years",
"params": {
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
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"code": "packages_published",
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}
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{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
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"code": "publish_recency",
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}
],
"max_points": 35
},
{
"key": "version_history",
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"detail": "58 published versions",
"points": 20,
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"details": [
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"code": "published_versions",
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}
],
"max_points": 20
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{
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],
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]
}
],
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},
{
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"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
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"notes": [],
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"inputs": {
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"components": [
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"details": [
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"code": "ci_workflows",
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}
],
"max_points": 24
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{
"key": "tests_present",
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"points": 24,
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"max_points": 24
},
{
"key": "linter_config",
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"details": [],
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{
"key": "pre_commit_hooks",
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"points": 9.6,
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},
{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
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"inputs": {
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{
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{
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"status": "missed",
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]
}
],
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{
"key": "security",
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"weight": 0.16,
"metrics": [
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{
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],
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"inputs": {
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"components": [
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"status": "partial",
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
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"points": 0,
"status": "missed",
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{
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{
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{
"key": "dangerous_workflow",
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"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"status": "excluded",
"details": [
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"code": "no_data",
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],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 4.5,
"status": "partial",
"details": [],
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},
{
"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": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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": [
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"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"exposures": [],
"policy_countries": [
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"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
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"note": null,
"notes": [],
"value": 40,
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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."
}
],
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},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:triton-model-analyzer@1.56.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-29T15:55:58.107249Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/triton-inference-server/model_analyzer.svg",
"full_name": "triton-inference-server/model_analyzer",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.