# ZeyuChen/Paddle — health index 34/100 (At Risk)

> Inspection of the public repository ZeyuChen/Paddle by inspect.software. It holds a health index of 34 out of 100, placing it in the At Risk 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/ZeyuChen/Paddle
- Report page: https://inspect.software/software/ZeyuChen/Paddle
- Full JSON report: https://inspect.software/api/repositories/ZeyuChen/Paddle/report
- Badge: https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/ZeyuChen/Paddle.svg
- Inspected: 2026-09-09
- 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% | 82/100 | Excellent |
| Engineering Quality | 19% | 57/100 | Moderate |
| Security | 16% | 1/100 | Critical |
| AI Readiness | 4% | 62/100 | Moderate |

The weighted overall 39 is calibrated to 34 on the published index scale (record calibration 2026-08-02).

## Repository facts

| Field | Value |
|---|---|
| Description | PArallel Distributed Deep LEarning |
| Homepage | http://www.paddlepaddle.org/ |
| Primary language | C++ |
| License | Apache-2.0 |
| Stars | 0 |
| Forks | 0 |
| Created | 2018-11-08 |
| Last push | 2020-09-28 |
| Latest release | v1.1.0 |
| Commits (last year) | 0 |
| Bus factor | 8 |
| Fork | yes |

## 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 2172 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 | 13 version tags (no GitHub releases) |
| Release recency | not met | 0 / 36 | latest release 2870 days ago |
| Release cadence | met | 27 / 27 | a release every ~20.8 days |
| OpenSSF Scorecard: Signed-Releases | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Abandonment — 100/100 (Exceptional)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Project is still maintained | met | 100 / 100 | no human commit for 2862 days, with nothing left unanswered; held at dormant by nothing open to answer |

## 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 | 1 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 — 82/100 (Excellent)

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 | 19.4 / 22.5 | top contributor authored 14% of commits |
| Contributor breadth | met | 13.5 / 13.5 | 100 contributors |
| OpenSSF Scorecard: Contributors | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Ownership & stewardship — 64/100 (Moderate)

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 | 17.9 / 25 | 311 followers of ZeyuChen |
| Track record | partial | 23.7 / 25 | 39 public repos, account ~14 yr old |

## Engineering Quality — 57/100 (Moderate)

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

### Engineering practices — 62/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| CI workflows | not met | 0 / 24 | — |
| Tests present | met | 24 / 24 | — |
| Linter config | met | 16 / 16 | — |
| 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 — 50/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | not met | 0 / 30 | — |
| Documentation directory | met | 25 / 25 | — |
| Documentation / homepage site | met | 15 / 15 | http://www.paddlepaddle.org/ |
| Repository description | not met | 0 / 10 | — |
| Topics | not met | 0 / 10 | — |
| Wiki | met | 10 / 10 | — |

## Security — 1/100 (Critical)

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 — 1/100 (Critical)

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

### 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 — 62/100 (Moderate)

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 — 27/100 (At Risk)

| 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 | partial | 26.7 / 40 | 50 of 100 human commits state their intent (structured subject or explanatory body) |

### Verify loop (build / test / typecheck) — 60/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| One-command bootstrap | not met | 0 / 18 | — |
| Automated tests | met | 22 / 22 | — |
| Lint / format config | met | 11 / 11 | — |
| Static type checking | met | 11 / 11 | C++ (statically typed) |
| Reproducible environment | met | 10 / 10 | Dockerfile |
| Demonstrated agent practice | not met | 0 / 10 | no agent-authored commits among the last 100 |
| Automated maintenance | not met | 0 / 8 | no automated dependency updates observed |
| OpenSSF Scorecard: Pinned-Dependencies | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

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

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Type-checkable code | met | 45 / 45 | C++ (statically typed) |
| Manageable file sizes | partial | 54.6 / 55 | 16/2443 source files over 60KB |

### Machine-readable interfaces — 100/100 (Exceptional)

Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| API schema (OpenAPI/GraphQL/proto) | met | 40 / 40 | paddle/fluid/framework/framework.proto, paddle/fluid/platform/profiler.proto, proto/DataConfig.proto, proto/DataFormat.proto, proto/ModelConfig.proto, proto/OptimizerConfig.proto, proto/ParameterConfig.proto, proto/ParameterServerConfig.proto, proto/ParameterService.proto, proto/TrainerConfig.proto |
| MCP server | excluded | 0 / 20 | not applicable to this kind of software |
| Runnable examples | met | 40 / 40 | examples |

## Collection warnings

- Community profile unavailable
- 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; 2026/09/09 22:51:36 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