# arnaudfroidmont/determined — health index 41/100 (Weak)

> Inspection of the public repository arnaudfroidmont/determined by inspect.software. It holds a health index of 41 out of 100, placing it in the Weak band. The index is a signal derived from publicly visible practice, not a warranty, a security audit, or an endorsement, and it is independent of payment.

- Repository: https://github.com/arnaudfroidmont/determined
- Report page: https://inspect.software/software/arnaudfroidmont/determined
- Full JSON report: https://inspect.software/api/repositories/arnaudfroidmont/determined/report
- Badge: https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arnaudfroidmont/determined.svg
- Inspected: 2026-10-18
- Methodology: metrics 2.10.0, report schema 0.34.0 (https://inspect.software/methodology.md)

## Category summary

| Category | Weight | Index | Band |
|---|---|---|---|
| Vitality | 21% | 20/100 | At Risk |
| Community & Adoption | 17% | 12/100 | Critical |
| Sustainability & Governance | 23% | 75/100 | Good |
| Engineering Quality | 19% | 71/100 | Good |
| Security | 16% | 56/100 | Moderate |
| AI Readiness | 4% | 73/100 | Good |

The weighted overall 49 is calibrated to 48 on the published index scale (record calibration 2026-08-02). Abandonment Policy applies a 85% multiplier to weighted overall health.

## Repository facts

| Field | Value |
|---|---|
| Description | Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow. |
| Classification | network-service, cli, library |
| Homepage | https://determined.ai |
| Primary language | Go |
| License | Apache-2.0 |
| Stars | 0 |
| Forks | 0 |
| Created | 2024-04-18 |
| Last push | 2024-04-18 |
| Latest release | 0.31.0 |
| Commits (last year) | 0 |
| Bus factor | 8 |
| Fork | yes |

## Published packages

| Registry | Package | Latest | Monthly downloads |
|---|---|---|---|
| go | github.com/determined-ai/determined | v0.38.1 | — |
| pypi | determined | 0.38.1 | 24,266 |
| pypi | model-hub | 0.36.0 | 559 |

## Vitality — 20/100 (At Risk)

Is the project alive — is code being written and are releases shipping? Weight: 21% of the overall index.

### Development activity — 1/100 (Critical)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Push recency | not met | 0 / 36 | last push 912 days ago |
| Commit cadence | not met | 0 / 36 | 0/52 weeks with commits |
| Commit volume | not met | 0 / 18 | 0 commits in the last year |
| OpenSSF Scorecard: Maintained | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Release discipline — 48/100 (Weak)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ships releases | partial | 16.2 / 27 | 100 version tags (no GitHub releases) |
| Release recency | not met | 0 / 36 | latest release 913 days ago |
| Release cadence | met | 27 / 27 | a release every ~0.9 days |
| OpenSSF Scorecard: Signed-Releases | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Abandonment — 85/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Project is still maintained | partial | 85 / 100 | no human commit for 912 days; 2 unmet obligation(s): a fixed advisory left unapplied, releases stalled |

## Community & Adoption — 12/100 (Critical)

Does the project have users, downloads, attention, and a welcoming setup for contributors? Weight: 17% of the overall index.

### Popularity & adoption — 1/100 (Critical)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Stars | not met | 0 / 60 | 0 stars |
| Forks | not met | 0 / 25 | 0 forks |
| Watchers | not met | 0 / 15 | 0 watchers |

### Community health — 25/100 (At Risk)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | not met | 0 / 22.5 | — |
| License | met | 22.5 / 22.5 | recognized license (Apache-2.0) |
| CONTRIBUTING guide | not met | 0 / 18 | — |
| Code of conduct | not met | 0 / 13.5 | — |
| Issue template | not met | 0 / 7.2 | — |
| PR template | not met | 0 / 6.3 | — |

## Sustainability & Governance — 75/100 (Good)

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep? Weight: 23% of the overall index.

### Maintainer resilience (bus factor) — 97/100 (Exceptional)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Bus factor | met | 54 / 54 | 8 contributor(s) cover half of all commits |
| Commit distribution | partial | 20.2 / 22.5 | top contributor authored 10% of commits |
| Contributor breadth | met | 13.5 / 13.5 | 90 contributors |
| OpenSSF Scorecard: Contributors | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Ownership & stewardship — 46/100 (Weak)

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ownership backing | partial | 10 / 30 | personal (user) account |
| Verified domain | excluded | 0 / 20 | not applicable to user accounts |
| Owner reach | partial | 6.5 / 25 | 7 followers of arnaudfroidmont |
| Track record | partial | 20.3 / 25 | 13 public repos, account ~7 yr old |

### Package maintenance — 79/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Published & resolvable | met | 25 / 25 | 1 package(s) on pypi |
| Publish recency | partial | 14 / 35 | latest publish 577 days ago |
| Version history | met | 20 / 20 | 607 published versions |
| Not deprecated | met | 20 / 20 | active, not deprecated or yanked |

## Engineering Quality — 71/100 (Good)

Are baseline engineering and documentation practices in place? Weight: 19% of the overall index.

### Engineering practices — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| CI workflows | met | 24 / 24 | 18 workflow(s) |
| Tests present | met | 24 / 24 | — |
| Linter config | met | 16 / 16 | .eslintrc.js, .flake8, .golangci.yml, e2e_tests/pyproject.toml ([tool.black]), harness/pyproject.toml ([tool.black]), model_hub/pyproject.toml ([tool.black]), pyproject.toml ([tool.black]) |
| Pre-commit hooks | met | 9.6 / 9.6 | — |
| .editorconfig | not met | 0 / 6.4 | — |
| OpenSSF Scorecard: CI-Tests | excluded | 0 / 20 | OpenSSF Scorecard unavailable |

### Documentation — 40/100 (Weak)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | not met | 0 / 30 | — |
| Documentation directory | met | 25 / 25 | — |
| Documentation / homepage site | met | 15 / 15 | https://determined.ai |
| Repository description | not met | 0 / 10 | — |
| Topics | not met | 0 / 10 | — |
| Wiki | not met | 0 / 10 | — |

## Security — 56/100 (Moderate)

Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure? Weight: 16% of the overall index.

### Security posture — 50/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Security policy (SECURITY.md) | not met | 0 / 30 | — |
| Dependabot config | met | 25 / 25 | — |
| Dependency lockfiles | met | 25 / 25 | go.sum, package-lock.json |
| CodeQL workflow | not met | 0 / 20 | — |

### Dependency advisories — 79/100 (Good)

Matched the pypi:determined@0.38.1 runtime dependency closure — what installing the published package pulls in — 66 packages. Reachability is not analyzed.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Direct dependencies free of known advisories | partial | 19.3 / 35 | 1 affected: requests 2.31.0 (moderate 5.6) |
| Indirect dependencies free of known advisories | met | 25 / 25 | no indirect dependency carries a known advisory |
| No advisories left outstanding | partial | 35.1 / 40 | 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 880 days ago |

### Malicious dependencies — 100/100 (Exceptional)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| No dependency reported as a malicious package | met | 100 / 100 | no dependency is reported as a malicious package |

### High-Risk Jurisdiction Exposure — 100/100 (Exceptional)

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.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Policy exposure multiplier | met | 100 / 100 | no confirmed policy-scope location match |

## AI Readiness — 73/100 (Good)

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).

### Agent context & guidance — 40/100 (Weak)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Agent instructions | not met | 0 / 45 | no CLAUDE.md / AGENTS.md / editor rules |
| Machine-readable docs (llms.txt) | not met | 0 / 15 | — |
| Legible commit history | met | 40 / 40 | 100 of 100 human commits state their intent (structured subject or explanatory body) |

### Verify loop (build / test / typecheck) — 86/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| One-command bootstrap | met | 18 / 18 | Makefile, agent/Makefile, bindings/Makefile, docs/Makefile, docs/deploy/Makefile, e2e_tests/Makefile, examples/Makefile, harness/Makefile, helm/Makefile, master/Makefile, model_hub/Makefile, performance/Makefile, proto/Makefile, schemas/Makefile, tools/Makefile, tools/slurm/Makefile, tools/slurm/packer/Makefile, tools/slurm/terraform/Makefile, webui/Makefile, webui/react/Makefile |
| Automated tests | met | 22 / 22 | — |
| Lint / format config | met | 11 / 11 | .eslintrc.js, .flake8, .golangci.yml, e2e_tests/pyproject.toml ([tool.black]), harness/pyproject.toml ([tool.black]), model_hub/pyproject.toml ([tool.black]), pyproject.toml ([tool.black]) |
| Static type checking | met | 11 / 11 | e2e_tests/mypy.ini, harness/determined/common/py.typed, harness/determined/py.typed, harness/mypy.ini, model_hub/model_hub/py.typed, model_hub/mypy.ini, performance/tsconfig.json, schemas/mypy.ini, tools/mypy.ini, webui/react/tsconfig.json |
| Reproducible environment | met | 10 / 10 | devcontainer, Dockerfile, lockfile |
| Demonstrated agent practice | not met | 0 / 10 | no agent-authored commits among the last 100 |
| Automated maintenance | partial | 5 / 8 | dependency automation configured, none observed in the sampled commits |
| OpenSSF Scorecard: Pinned-Dependencies | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Code legibility for models — 99/100 (Exceptional)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Type-checkable code | met | 45 / 45 | Go (statically typed) |
| Manageable file sizes | partial | 54.2 / 55 | 29/1941 source files over 60KB |

### Machine-readable interfaces — 80/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| API schema (OpenAPI/GraphQL/proto) | met | 40 / 40 | hpc-ard-launcher-go/launcher/api/openapi.yaml, proto/src/determined/agent/v1/agent.proto, proto/src/determined/api/v1/agent.proto, proto/src/determined/api/v1/api.proto, proto/src/determined/api/v1/auth.proto, proto/src/determined/api/v1/checkpoint.proto, proto/src/determined/api/v1/command.proto, proto/src/determined/api/v1/experiment.proto, proto/src/determined/api/v1/group.proto, proto/src/determined/api/v1/job.proto, proto/src/determined/api/v1/master.proto, proto/src/determined/api/v1/model.proto, proto/src/determined/api/v1/notebook.proto, proto/src/determined/api/v1/pagination.proto, proto/src/determined/api/v1/project.proto, proto/src/determined/api/v1/rbac.proto, proto/src/determined/api/v1/resourcepool.proto, proto/src/determined/api/v1/run.proto, proto/src/determined/api/v1/shell.proto, proto/src/determined/api/v1/task.proto, proto/src/determined/api/v1/template.proto, proto/src/determined/api/v1/tensorboard.proto, proto/src/determined/api/v1/trial.proto, proto/src/determined/api/v1/user.proto, proto/src/determined/api/v1/webhook.proto, proto/src/determined/api/v1/workspace.proto, proto/src/determined/checkpoint/v1/checkpoint.proto, proto/src/determined/command/v1/command.proto, proto/src/determined/common/v1/common.proto, proto/src/determined/container/v1/container.proto, proto/src/determined/device/v1/device.proto, proto/src/determined/experiment/v1/experiment.proto, proto/src/determined/experiment/v1/searcher.proto, proto/src/determined/group/v1/group.proto, proto/src/determined/job/v1/job.proto, proto/src/determined/log/v1/log.proto, proto/src/determined/master/v1/master.proto, proto/src/determined/metric/v1/metric.proto, proto/src/determined/model/v1/model.proto, proto/src/determined/notebook/v1/notebook.proto, proto/src/determined/project/v1/project.proto, proto/src/determined/rbac/v1/rbac.proto, proto/src/determined/resourcepool/v1/resourcepool.proto, proto/src/determined/run/v1/run.proto, proto/src/determined/shell/v1/shell.proto, proto/src/determined/task/v1/task.proto, proto/src/determined/template/v1/template.proto, proto/src/determined/tensorboard/v1/tensorboard.proto, proto/src/determined/trial/v1/trial.proto, proto/src/determined/user/v1/user.proto, proto/src/determined/util/v1/util.proto, proto/src/determined/webhook/v1/webhook.proto, proto/src/determined/workspace/v1/workspace.proto, proto/src/google/api/annotations.proto, proto/src/google/api/http.proto, proto/src/google/protobuf/field_mask.proto, proto/src/google/protobuf/struct.proto, proto/src/google/protobuf/timestamp.proto, proto/src/google/protobuf/wrappers.proto, proto/src/protoc-gen-swagger/options/annotations.proto, proto/src/protoc-gen-swagger/options/openapiv2.proto |
| MCP server | not met | 0 / 20 | — |
| Runnable examples | met | 40 / 40 | examples, notebooks |

## Collection warnings

- Community profile unavailable
- go package 'github.com/determined-ai/determined' points at a different repository (https://github.com/determined-ai/determined); excluded from ecosystem scoring
- pypi package 'model-hub' points at a different repository (https://determined.ai/); excluded from ecosystem scoring
- Could not fetch go package 'github.hpe.com/hpe/hpc-ard-launcher-go' from its registry
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/10/18 16:24:19 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

## What this report is

inspect.software measures public repositories against a single published, versioned methodology and reports the result as a 1–100 health index. Findings are signals derived from what is visible in public repository data — they are not a security audit, a warranty, or an endorsement, and no result depends on payment.

- Methodology, formulas and weights: https://inspect.software/methodology.md
- What a result does and does not claim: https://inspect.software/wiki/signals-not-warranties.md
- Rating bands: https://inspect.software/wiki/scoring-bands.md
- Corrections: https://inspect.software/contact.md
- Index of all documents: https://inspect.software/llms.txt