Public recordExcellent
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 03:12 UTC
PaddlePaddle / Paddle
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
PaddlePaddle/Paddle holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (100/100) and lowest on Security (44/100). It was last updated today. 20 contributors account for most of its recent work.
86
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.
86
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
PaddlePaddleOrganization
7,197 followers109 public repossince Nov 2016
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?
93
Development activity
100Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 3,242 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 3,242 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
82Good
How it's scored
| 27/27 | Ships releases — 69 releases published |
| 27/36 | Release recency — latest release 170 days ago |
| 19.8/27 | Release cadence — a release every ~102.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 69 |
| latest_release_tag | v3.3.0 |
| releases_from_tags | no |
| days_since_latest_release | 170 |
| mean_days_between_releases | 102.3 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
96
Popularity & adoption
100Excellent
How it's scored
| 60/60 | Stars — 24,022 stars |
| 25/25 | Forks — 6,010 forks |
| 15/15 | Watchers — 707 watchers |
Inputs used
| forks | 6,010 |
| stars | 24,022 |
| watchers | 707 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
89
Maintainer resilience (bus factor)
98Excellent
How it's scored
| 54/54 | Bus factor — 20 contributor(s) cover half of all commits |
| 21.1/22.5 | Commit distribution — top contributor authored 6% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 20 |
| contributors_sampled | 100 |
| top_contributor_share | 0.064 |
Issue & PR responsiveness
86Excellent
How it's scored
| 44.3/46.8 | Issue resolution — 95% of issues closed |
| 28.6/38.3 | PR acceptance — 44,356/59,309 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 44,356 |
| open_issues | 1,010 |
| closed_issues | 18,326 |
| issue_closed_ratio | 0.948 |
| closed_unmerged_prs | 14,953 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 7,197 followers of PaddlePaddle |
| 25/25 | Track record — 109 public repos, account ~9 yr old |
Inputs used
| followers | 7,197 |
| owner_type | Organization |
| is_verified | — |
| owner_login | PaddlePaddle |
| public_repos | 109 |
| account_age_days | 3,532 |
Engineering Quality
Are baseline engineering and documentation practices in place?
100
Engineering practices
100Excellent
How it's scored
| 24/24 | CI workflows — 51 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — http://www.paddlepaddle.org/ |
| 10/10 | Repository description |
| 10/10 | Topics — 8 topics |
| 10/10 | Wiki |
Inputs used
| topics | paddlepaddle, deep-learning, scalability, machine-learning, neural-network, python, efficiency, distributed-training |
| has_wiki | yes |
| homepage | http://www.paddlepaddle.org/ |
| 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?
44
Security posture
30At risk
How it's scored
| 30/30 | Security policy (SECURITY.md) |
| 0/25 | Dependabot config |
| 0/25 | Dependency lockfiles |
| 0/20 | CodeQL workflow |
Inputs used
| source | file_signals |
| lockfiles | — |
| manifests | pyproject.toml, python/requirements.txt, setup.py |
| has_codeql_workflow | no |
| has_security_policy | yes |
| has_dependabot_config | no |
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 14 |
| affected_packages | 3 |
| assessed_packages | 13 |
| unassessed_packages | 28 |
| affected_by_severity | high 3 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV. 28 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
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.
57
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — python/paddle/py.typed |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | python/paddle/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
99Excellent
How it's scored
| 45/45 | Type-checkable code — C++ (statically typed) |
| 54.2/55 | Manageable file sizes — 206/13,386 source files over 60KB |
Inputs used
| primary_language | C++ |
| largest_source_bytes | 329,789 |
| source_files_sampled | 13,386 |
| oversized_source_files | 206 |
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto |
| 0/20 | MCP server |
| 40/40 | Runnable examples — example |
Inputs used
| example_dirs | example |
| has_mcp_signal | no |
| api_schema_files | paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto |
Key facts
24,022GitHub stars
100contributors
3,242commits, last 12 months
0days since last push
69releases
20bus factor
1,010open issues
PyPIpackage ecosystems
Data collection warnings
- OpenSSF Scorecard did not return a usable result (2026/07/21 03:12:13 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
More detail
All dependencies 41
Full resolved dependency set from the GitHub dependency graph: 0 direct and 41 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | apache-tvm-ffi | 0.1.11 | indirect |
| PyPI | autograd | 1.4 | indirect |
| PyPI | coverage | 7.10.7 | indirect |
| PyPI | distro | — | indirect |
| PyPI | graphviz | — | indirect |
| PyPI | gymnasium | — | indirect |
| PyPI | httpx | — | indirect |
| PyPI | hypothesis | — | indirect |
| PyPI | jinja2 | — | indirect |
| PyPI | librosa | 0.11.0 | indirect |
| PyPI | mock | — | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | networkx | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | nvidia-ml-py3 | — | indirect |
| PyPI | opencv-python | — | indirect |
| PyPI | opt-einsum | 3.3.0 | indirect |
| PyPI | packaging | — | indirect |
| PyPI | paddle2onnx | — | indirect |
| PyPI | parameterized | — | indirect |
| PyPI | pillow | — | indirect |
| PyPI | prettytable | — | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | pybind11-stubgen | — | indirect |
| PyPI | pygithub | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | safetensors | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | setuptools | 57.4.0 | indirect |
| PyPI | setuptools | 69.0.2 | indirect |
| PyPI | soundfile | — | indirect |
| PyPI | triton | — | indirect |
| PyPI | typing-extensions | — | indirect |
| PyPI | ubelt | 1.4.0 | indirect |
| PyPI | visualdl | 2.5.3 | indirect |
| PyPI | wandb | — | indirect |
| PyPI | wget | — | indirect |
| PyPI | wheel | 0.45.1 | indirect |
| PyPI | xdoctest | 1.3.0 | indirect |
| PyPI | xlsxwriter | 3.0.9 | indirect |
Dependency advisories 3
This repository publishes no package the index resolves, so its own dependency graph was assessed — 13 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 0 are direct. 28 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| setuptools | 57.4.0 | indirect | high | 7 | 83.0.0 |
| setuptools | 69.0.2 | indirect | high | 5 | 83.0.0 |
| wheel | 0.45.1 | indirect | high | 2 | 0.46.2 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV; 28 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 13
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 28
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 14,
"affected_packages": 3,
"assessed_packages": 13,
"unassessed_packages": 28,
"affected_by_severity": "high 3",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 13,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": 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": "moderate",
"name": "AI Readiness",
"value": 57,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
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"legible_history_share": null,
"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": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"python/paddle/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"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": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "python/paddle/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "python/paddle/py.typed"
}
}
],
"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 data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"primary_language": "C++",
"largest_source_bytes": 329789,
"source_files_sampled": 13386,
"oversized_source_files": 206
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "C++ (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C++"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "206/13386 source files over 60KB",
"points": 54.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 13386,
"oversized": 206
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "good",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"example_dirs": [
"example"
],
"has_mcp_signal": false,
"api_schema_files": [
"paddle/cinn/hlir/pe/schedule_param.proto",
"paddle/cinn/ir/group_schedule/config/tile_config_desc.proto",
"paddle/cinn/ir/schedule/schedule_desc.proto",
"paddle/fluid/distributed/ps.proto",
"paddle/fluid/distributed/the_one_ps.proto",
"paddle/fluid/framework/data_feed.proto",
"paddle/fluid/framework/distributed_strategy.proto",
"paddle/fluid/framework/framework.proto",
"paddle/fluid/framework/heter_service.proto",
"paddle/fluid/framework/op_def.proto",
"paddle/fluid/framework/pass_desc.proto",
"paddle/fluid/framework/trainer_desc.proto",
"paddle/fluid/inference/utils/shape_range_info.proto",
"paddle/fluid/jit/property.proto",
"paddle/fluid/platform/profiler/dump/nodetree.proto",
"paddle/phi/api/profiler/profiler.proto",
"paddle/phi/core/distributed/auto_parallel/auto_parallel.proto",
"paddle/phi/core/external_error.proto",
"paddle/phi/core/framework/data_feed.proto",
"paddle/phi/core/framework/framework.proto",
"paddle/phi/core/framework/heter_service.proto",
"paddle/phi/core/framework/pass_desc.proto",
"paddle/phi/core/framework/trainer_desc.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
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}
}
],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
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"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
}
],
"max_points": 40
}
]
}
],
"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": [
"OpenSSF Scorecard did not return a usable result (2026/07/21 03:12:13 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-21T03:12:52.329713Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PaddlePaddle/Paddle.svg",
"full_name": "PaddlePaddle/Paddle",
"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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.