Public recordExcellent
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-12 23:31 UTC
apple / coremltools
Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
apple/coremltools holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Community & Adoption (91/100) and lowest on Security (54/100). It was last updated 1 day ago. 6 contributors account for most of its recent work.
91
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
91
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.
The weighted overall 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).
Ownership
AppleOrganization
39,507 followers437 public repossince Jan 2015
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 |
|---|---|---|---|---|---|
| PyPI | coremltools | 9.0 | - | 56 | 275 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
75
Development activity
83Excellent
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 20.1/36 | Commit cadence — 29/52 weeks with commits |
| 16.9/18 | Commit volume — 76 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 76 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 29 |
Release discipline
63Moderate
How it's scored
| 27/27 | Ships releases — 45 releases published |
| 16.2/36 | Release recency — latest release 275 days ago |
| 19.8/27 | Release cadence — a release every ~82.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 45 |
| latest_release_tag | 9.0 |
| releases_from_tags | no |
| days_since_latest_release | 275 |
| mean_days_between_releases | 82.3 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
91
Popularity & adoption
96Exceptional
How it's scored
| 60/60 | Stars — 5,384 stars |
| 24.3/25 | Forks — 828 forks |
| 11.5/15 | Watchers — 120 watchers |
Inputs used
| forks | 828 |
| stars | 5,384 |
| watchers | 120 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-3-Clause) |
| 18/18 | 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 |
| readme_badges | 3 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | shields.io |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
91
Maintainer resilience (bus factor)
92Excellent
How it's scored
| 48.6/54 | Bus factor — 6 contributor(s) cover half of all commits |
| 19.4/22.5 | Commit distribution — top contributor authored 14% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations |
Inputs used
| bus_factor | 6 |
| contributors_sampled | 100 |
| top_contributor_share | 0.14 |
Issue & PR responsiveness
80Excellent
How it's scored
| 31.6/42 | Issue resolution — 75% of issues closed |
| 25.8/30 | PR acceptance — 944/1,096 decided PRs merged |
| 7.2/13 | Newcomer PR acceptance — 5/9 first-time contributors' PRs merged in 30d |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 944 |
| open_issues | 399 |
| closed_issues | 1,216 |
| prs_merged_7d | 9 |
| prs_decided_7d | 12 |
| prs_merged_30d | 19 |
| prs_decided_30d | 23 |
| issue_closed_ratio | 0.753 |
| closed_unmerged_prs | 152 |
| first_time_authors_30d | 6 |
| first_time_prs_merged_30d | 5 |
| first_time_prs_decided_30d | 9 |
Ownership & stewardship
100Exceptional
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain — verified-domain status not read for this organization |
| 25/25 | Owner reach — 39,507 followers of apple |
| 25/25 | Track record — 437 public repos, account ~11 yr old |
Inputs used
| followers | 39,507 |
| owner_type | Organization |
| is_verified | — |
| owner_login | apple |
| public_repos | 437 |
| account_age_days | 4,221 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
91Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 26/35 | Publish recency — latest publish 275 days ago |
| 20/20 | Version history — 56 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | coremltools |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 275 |
Engineering Quality
Are baseline engineering and documentation practices in place?
70
Engineering practices
50Moderate
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 16/16 | Linter config — .pylintrc, tox.ini |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Exceptional
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://coremltools.readme.io |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 10/10 | Wiki |
Inputs used
| topics | coremltools, tensorflow, pytorch, coreml, machine-learning, model-converter, model-conversion |
| has_wiki | yes |
| homepage | https://coremltools.readme.io |
| docs_site | https://coremltools.readme.io |
| 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?
54
Security posture
43Weak
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 0/2.5 | CI-Tests — 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
| 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 22 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — no data |
| 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 8 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 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — no data |
| 0/7.5 | Vulnerabilities — 32 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 14 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 4 |
| scorecard_aggregate | 4.3 |
Excluded from scoring (no data or not applicable): Branch-Protection, Dangerous-Workflow, Packaging, Token-Permissions. Remaining weights renormalized.
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 11 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:coremltools@9.0 runtime dependency closure — what installing the published package pulls in — 11 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
68
Agent context & guidance
40Weak
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 — 99 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 0.99 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — Makefile, coremltools/converters/mil/Makefile, deps/pybind11/noxfile.py, docs-guides/Makefile, docs/Makefile, mlmodel/docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .pylintrc, tox.ini |
| 11/11 | Static type checking — deps/pybind11/pybind11/py.typed |
| 10/10 | Reproducible environment — Dockerfile |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 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 | yes |
| typed_language | no |
| bootstrap_files | Makefile, coremltools/converters/mil/Makefile, deps/pybind11/noxfile.py, docs-guides/Makefile, docs/Makefile, mlmodel/docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | deps/pybind11/pybind11/py.typed |
| agent_commit_share | 0.01 |
| toolchain_manifests | deps/protobuf/benchmarks/java/pom.xml, deps/protobuf/csharp/compatibility_tests/v3.0.0/src/Google.Protobuf.Test/Google.Protobuf.Test.csproj, deps/protobuf/csharp/src/AddressBook/AddressBook.csproj, deps/protobuf/csharp/src/Google.Protobuf.Benchmarks/Google.Protobuf.Benchmarks.csproj, deps/protobuf/csharp/src/Google.Protobuf.Conformance/Google.Protobuf.Conformance.csproj, deps/protobuf/csharp/src/Google.Protobuf.JsonDump/Google.Protobuf.JsonDump.csproj, deps/protobuf/csharp/src/Google.Protobuf.Test.TestProtos/Google.Protobuf.Test.TestProtos.csproj, deps/protobuf/csharp/src/Google.Protobuf.Test/Google.Protobuf.Test.csproj, deps/protobuf/csharp/src/Google.Protobuf/Google.Protobuf.csproj, deps/protobuf/java/bom/pom.xml, deps/protobuf/java/core/pom.xml, deps/protobuf/java/kotlin-lite/pom.xml, deps/protobuf/java/kotlin/pom.xml, deps/protobuf/java/lite/pom.xml, deps/protobuf/java/pom.xml, deps/protobuf/java/util/pom.xml, deps/protobuf/protoc-artifacts/pom.xml, deps/protobuf/ruby/pom.xml |
| dependency_bot_commit_share | 0 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (deps/pybind11/pybind11/py.typed) |
| 51.9/55 | Manageable file sizes — 145/2,571 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 1,310,207 |
| source_files_sampled | 2,571 |
| oversized_source_files | 145 |
Machine-readable interfaces
100Exceptional
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — deps/protobuf/benchmarks/benchmarks.proto, deps/protobuf/benchmarks/datasets/google_message1/proto2/benchmark_message1_proto2.proto, deps/protobuf/benchmarks/datasets/google_message1/proto3/benchmark_message1_proto3.proto, deps/protobuf/benchmarks/datasets/google_message2/benchmark_message2.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_1.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_2.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_3.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_4.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_5.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_6.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_7.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_8.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_1.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_2.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_3.proto, deps/protobuf/benchmarks/google_size.proto, deps/protobuf/conformance/conformance.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/csharp/protos/unittest_issues.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/map_unittest_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_import_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_import_public_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_well_known_types.proto, deps/protobuf/csharp/protos/map_unittest_proto3.proto, deps/protobuf/csharp/protos/old_extensions1.proto, deps/protobuf/csharp/protos/old_extensions2.proto, deps/protobuf/csharp/protos/unittest.proto, deps/protobuf/csharp/protos/unittest_custom_options_proto3.proto, deps/protobuf/csharp/protos/unittest_import.proto, deps/protobuf/csharp/protos/unittest_import_proto3.proto, deps/protobuf/csharp/protos/unittest_import_public.proto, deps/protobuf/csharp/protos/unittest_import_public_proto3.proto, deps/protobuf/csharp/protos/unittest_issue6936_a.proto, deps/protobuf/csharp/protos/unittest_issue6936_b.proto, deps/protobuf/csharp/protos/unittest_issue6936_c.proto, deps/protobuf/csharp/protos/unittest_issues.proto, deps/protobuf/csharp/protos/unittest_proto3.proto, deps/protobuf/csharp/protos/unittest_selfreferential_options.proto, deps/protobuf/csharp/src/Google.Protobuf.Benchmarks/wrapper_benchmark_messages.proto, deps/protobuf/examples/addressbook.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/any_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/cached_field_size_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/deprecated_file.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/field_presence_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/lazy_fields_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/lite_equals_and_hash.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_for_proto2_lite_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_for_proto2_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_initialization_order_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_lite_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/message_lite_extension_util_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/multiple_files_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_builders_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_extension.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_extension_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/non_nested_extension.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/non_nested_extension_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test2.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test3.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/packed_field_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_message.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_message_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_unknown_enum_values.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto3_message.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto3_message_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_bad_identifiers.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_check_utf8.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_check_utf8_size.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_custom_options.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/wrappers_test.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/evil_names_proto2.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/evil_names_proto3.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/example_extensible_message.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/multiple_files_proto3.proto, deps/protobuf/java/util/src/test/proto/com/google/protobuf/util/json_test.proto, deps/protobuf/js/commonjs/test6/test6.proto, deps/protobuf/js/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.0.0/commonjs/test6/test6.proto, deps/protobuf/js/compatibility_tests/v3.0.0/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.0.0/data.proto, deps/protobuf/js/compatibility_tests/v3.0.0/proto3_test.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test2.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test3.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test4.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test5.proto, deps/protobuf/js/compatibility_tests/v3.0.0/testbinary.proto, deps/protobuf/js/compatibility_tests/v3.0.0/testempty.proto, deps/protobuf/js/compatibility_tests/v3.1.0/commonjs/test6/test6.proto, deps/protobuf/js/compatibility_tests/v3.1.0/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.1.0/data.proto, deps/protobuf/js/compatibility_tests/v3.1.0/proto3_test.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test2.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test3.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test4.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test5.proto, deps/protobuf/js/compatibility_tests/v3.1.0/testbinary.proto, deps/protobuf/js/compatibility_tests/v3.1.0/testempty.proto, deps/protobuf/js/data.proto, deps/protobuf/js/proto3_test.proto, deps/protobuf/js/test.proto, deps/protobuf/js/test10.proto, deps/protobuf/js/test11.proto, deps/protobuf/js/test12.proto, deps/protobuf/js/test13.proto, deps/protobuf/js/test14.proto, deps/protobuf/js/test15.proto, deps/protobuf/js/test2.proto, deps/protobuf/js/test3.proto, deps/protobuf/js/test4.proto, deps/protobuf/js/test5.proto, deps/protobuf/js/test8.proto, deps/protobuf/js/test9.proto, deps/protobuf/js/testbinary.proto, deps/protobuf/js/testempty.proto, deps/protobuf/js/testlargenumbers.proto, deps/protobuf/objectivec/Tests/unittest_cycle.proto, deps/protobuf/objectivec/Tests/unittest_deprecated.proto, deps/protobuf/objectivec/Tests/unittest_deprecated_file.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_a.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_b.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_c.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_d.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_e.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_f.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_g.proto, deps/protobuf/objectivec/Tests/unittest_objc.proto, deps/protobuf/objectivec/Tests/unittest_objc_options.proto, deps/protobuf/objectivec/Tests/unittest_objc_startup.proto, deps/protobuf/objectivec/Tests/unittest_runtime_proto2.proto, deps/protobuf/objectivec/Tests/unittest_runtime_proto3.proto, deps/protobuf/php/tests/proto/empty/echo.proto, deps/protobuf/php/tests/proto/test.proto, deps/protobuf/php/tests/proto/test_descriptors.proto, deps/protobuf/php/tests/proto/test_empty_php_namespace.proto, deps/protobuf/php/tests/proto/test_import_descriptor_proto.proto, deps/protobuf/php/tests/proto/test_include.proto, deps/protobuf/php/tests/proto/test_no_namespace.proto, deps/protobuf/php/tests/proto/test_php_namespace.proto, deps/protobuf/php/tests/proto/test_prefix.proto, deps/protobuf/php/tests/proto/test_reserved_enum_lower.proto, deps/protobuf/php/tests/proto/test_reserved_enum_upper.proto, deps/protobuf/php/tests/proto/test_reserved_enum_value_lower.proto, deps/protobuf/php/tests/proto/test_reserved_enum_value_upper.proto, deps/protobuf/php/tests/proto/test_reserved_message_lower.proto, deps/protobuf/php/tests/proto/test_reserved_message_upper.proto, deps/protobuf/php/tests/proto/test_service.proto, deps/protobuf/php/tests/proto/test_service_namespace.proto, deps/protobuf/php/tests/proto/test_wrapper_type_setters.proto, deps/protobuf/python/google/protobuf/internal/any_test.proto, deps/protobuf/python/google/protobuf/internal/descriptor_pool_test1.proto, deps/protobuf/python/google/protobuf/internal/descriptor_pool_test2.proto, deps/protobuf/python/google/protobuf/internal/factory_test1.proto, deps/protobuf/python/google/protobuf/internal/factory_test2.proto, deps/protobuf/python/google/protobuf/internal/file_options_test.proto, deps/protobuf/python/google/protobuf/internal/import_test_package/inner.proto, deps/protobuf/python/google/protobuf/internal/import_test_package/outer.proto, deps/protobuf/python/google/protobuf/internal/message_set_extensions.proto, deps/protobuf/python/google/protobuf/internal/missing_enum_values.proto, deps/protobuf/python/google/protobuf/internal/more_extensions.proto, deps/protobuf/python/google/protobuf/internal/more_extensions_dynamic.proto, deps/protobuf/python/google/protobuf/internal/more_messages.proto, deps/protobuf/python/google/protobuf/internal/no_package.proto, deps/protobuf/python/google/protobuf/internal/packed_field_test.proto, deps/protobuf/python/google/protobuf/internal/test_bad_identifiers.proto, deps/protobuf/python/google/protobuf/internal/test_proto3_optional.proto, deps/protobuf/python/google/protobuf/pyext/proto2_api_test.proto, deps/protobuf/python/google/protobuf/pyext/python.proto, deps/protobuf/ruby/compatibility_tests/v3.0.0/tests/generated_code.proto, deps/protobuf/ruby/compatibility_tests/v3.0.0/tests/test_import.proto, deps/protobuf/ruby/src/main/sentinel.proto, deps/protobuf/ruby/tests/basic_test.proto, deps/protobuf/ruby/tests/basic_test_proto2.proto, deps/protobuf/ruby/tests/generated_code.proto, deps/protobuf/ruby/tests/generated_code_proto2.proto, deps/protobuf/ruby/tests/multi_level_nesting_test.proto, deps/protobuf/ruby/tests/test_import.proto, deps/protobuf/ruby/tests/test_import_proto2.proto, deps/protobuf/ruby/tests/test_ruby_package.proto, deps/protobuf/ruby/tests/test_ruby_package_proto2.proto, deps/protobuf/src/google/protobuf/any.proto, deps/protobuf/src/google/protobuf/any_test.proto, deps/protobuf/src/google/protobuf/api.proto, deps/protobuf/src/google/protobuf/compiler/cpp/cpp_test_bad_identifiers.proto, deps/protobuf/src/google/protobuf/compiler/cpp/cpp_test_large_enum_value.proto, deps/protobuf/src/google/protobuf/compiler/plugin.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code_proto2.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code_proto2_import.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_explicit.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_explicit_legacy.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_implicit.proto, deps/protobuf/src/google/protobuf/descriptor.proto, deps/protobuf/src/google/protobuf/duration.proto, deps/protobuf/src/google/protobuf/empty.proto, deps/protobuf/src/google/protobuf/field_mask.proto, deps/protobuf/src/google/protobuf/map_lite_unittest.proto, deps/protobuf/src/google/protobuf/map_proto2_unittest.proto, deps/protobuf/src/google/protobuf/map_unittest.proto, deps/protobuf/src/google/protobuf/source_context.proto, deps/protobuf/src/google/protobuf/struct.proto, deps/protobuf/src/google/protobuf/test_messages_proto2.proto, deps/protobuf/src/google/protobuf/test_messages_proto3.proto, deps/protobuf/src/google/protobuf/timestamp.proto, deps/protobuf/src/google/protobuf/type.proto, deps/protobuf/src/google/protobuf/unittest.proto, deps/protobuf/src/google/protobuf/unittest_arena.proto, deps/protobuf/src/google/protobuf/unittest_custom_options.proto, deps/protobuf/src/google/protobuf/unittest_drop_unknown_fields.proto, deps/protobuf/src/google/protobuf/unittest_embed_optimize_for.proto, deps/protobuf/src/google/protobuf/unittest_empty.proto, deps/protobuf/src/google/protobuf/unittest_enormous_descriptor.proto, deps/protobuf/src/google/protobuf/unittest_import.proto, deps/protobuf/src/google/protobuf/unittest_import_lite.proto, deps/protobuf/src/google/protobuf/unittest_import_public.proto, deps/protobuf/src/google/protobuf/unittest_import_public_lite.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies_custom_option.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies_enum.proto, deps/protobuf/src/google/protobuf/unittest_lite.proto, deps/protobuf/src/google/protobuf/unittest_lite_imports_nonlite.proto, deps/protobuf/src/google/protobuf/unittest_mset.proto, deps/protobuf/src/google/protobuf/unittest_mset_wire_format.proto, deps/protobuf/src/google/protobuf/unittest_no_field_presence.proto, deps/protobuf/src/google/protobuf/unittest_no_generic_services.proto, deps/protobuf/src/google/protobuf/unittest_optimize_for.proto, deps/protobuf/src/google/protobuf/unittest_preserve_unknown_enum.proto, deps/protobuf/src/google/protobuf/unittest_preserve_unknown_enum2.proto, deps/protobuf/src/google/protobuf/unittest_proto3.proto, deps/protobuf/src/google/protobuf/unittest_proto3_arena.proto, deps/protobuf/src/google/protobuf/unittest_proto3_arena_lite.proto, deps/protobuf/src/google/protobuf/unittest_proto3_lite.proto, deps/protobuf/src/google/protobuf/unittest_proto3_optional.proto, deps/protobuf/src/google/protobuf/unittest_well_known_types.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/anys.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/books.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/default_value.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/default_value_test.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/field_mask.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/maps.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/oneofs.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/proto3.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/struct.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/timestamp_duration.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/wrappers.proto, deps/protobuf/src/google/protobuf/util/json_format.proto, deps/protobuf/src/google/protobuf/util/json_format_proto3.proto, deps/protobuf/src/google/protobuf/util/message_differencer_unittest.proto, deps/protobuf/src/google/protobuf/wrappers.proto, mlmodel/format/ArrayFeatureExtractor.proto, mlmodel/format/AudioFeaturePrint.proto, mlmodel/format/BayesianProbitRegressor.proto, mlmodel/format/CategoricalMapping.proto, mlmodel/format/ClassConfidenceThresholding.proto, mlmodel/format/CustomModel.proto, mlmodel/format/DataStructures.proto, mlmodel/format/DictVectorizer.proto, mlmodel/format/FeatureTypes.proto, mlmodel/format/FeatureVectorizer.proto, mlmodel/format/GLMClassifier.proto, mlmodel/format/GLMRegressor.proto, mlmodel/format/Gazetteer.proto, mlmodel/format/Identity.proto, mlmodel/format/Imputer.proto, mlmodel/format/ItemSimilarityRecommender.proto, mlmodel/format/LinkedModel.proto, mlmodel/format/MIL.proto, mlmodel/format/Model.proto, mlmodel/format/NearestNeighbors.proto, mlmodel/format/NeuralNetwork.proto, mlmodel/format/NonMaximumSuppression.proto, mlmodel/format/Normalizer.proto, mlmodel/format/OneHotEncoder.proto, mlmodel/format/Parameters.proto, mlmodel/format/SVM.proto, mlmodel/format/Scaler.proto, mlmodel/format/SoundAnalysisPreprocessing.proto, mlmodel/format/TextClassifier.proto, mlmodel/format/TreeEnsemble.proto, mlmodel/format/VisionFeaturePrint.proto, mlmodel/format/WordEmbedding.proto, mlmodel/format/WordTagger.proto |
| 0/20 | MCP server — not applicable to this kind of software |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | deps/protobuf/benchmarks/benchmarks.proto, deps/protobuf/benchmarks/datasets/google_message1/proto2/benchmark_message1_proto2.proto, deps/protobuf/benchmarks/datasets/google_message1/proto3/benchmark_message1_proto3.proto, deps/protobuf/benchmarks/datasets/google_message2/benchmark_message2.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_1.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_2.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_3.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_4.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_5.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_6.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_7.proto, deps/protobuf/benchmarks/datasets/google_message3/benchmark_message3_8.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_1.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_2.proto, deps/protobuf/benchmarks/datasets/google_message4/benchmark_message4_3.proto, deps/protobuf/benchmarks/google_size.proto, deps/protobuf/conformance/conformance.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/csharp/protos/unittest_issues.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/map_unittest_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_import_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_import_public_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_proto3.proto, deps/protobuf/csharp/compatibility_tests/v3.0.0/protos/src/google/protobuf/unittest_well_known_types.proto, deps/protobuf/csharp/protos/map_unittest_proto3.proto, deps/protobuf/csharp/protos/old_extensions1.proto, deps/protobuf/csharp/protos/old_extensions2.proto, deps/protobuf/csharp/protos/unittest.proto, deps/protobuf/csharp/protos/unittest_custom_options_proto3.proto, deps/protobuf/csharp/protos/unittest_import.proto, deps/protobuf/csharp/protos/unittest_import_proto3.proto, deps/protobuf/csharp/protos/unittest_import_public.proto, deps/protobuf/csharp/protos/unittest_import_public_proto3.proto, deps/protobuf/csharp/protos/unittest_issue6936_a.proto, deps/protobuf/csharp/protos/unittest_issue6936_b.proto, deps/protobuf/csharp/protos/unittest_issue6936_c.proto, deps/protobuf/csharp/protos/unittest_issues.proto, deps/protobuf/csharp/protos/unittest_proto3.proto, deps/protobuf/csharp/protos/unittest_selfreferential_options.proto, deps/protobuf/csharp/src/Google.Protobuf.Benchmarks/wrapper_benchmark_messages.proto, deps/protobuf/examples/addressbook.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/any_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/cached_field_size_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/deprecated_file.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/field_presence_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/lazy_fields_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/lite_equals_and_hash.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_for_proto2_lite_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_for_proto2_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_initialization_order_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_lite_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/map_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/message_lite_extension_util_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/multiple_files_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_builders_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_extension.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/nested_extension_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/non_nested_extension.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/non_nested_extension_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test2.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/outer_class_name_test3.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/packed_field_test.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_message.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_message_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto2_unknown_enum_values.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto3_message.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/proto3_message_lite.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_bad_identifiers.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_check_utf8.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_check_utf8_size.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/test_custom_options.proto, deps/protobuf/java/core/src/test/proto/com/google/protobuf/wrappers_test.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/evil_names_proto2.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/evil_names_proto3.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/example_extensible_message.proto, deps/protobuf/java/kotlin/src/test/proto/com/google/protobuf/multiple_files_proto3.proto, deps/protobuf/java/util/src/test/proto/com/google/protobuf/util/json_test.proto, deps/protobuf/js/commonjs/test6/test6.proto, deps/protobuf/js/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.0.0/commonjs/test6/test6.proto, deps/protobuf/js/compatibility_tests/v3.0.0/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.0.0/data.proto, deps/protobuf/js/compatibility_tests/v3.0.0/proto3_test.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test2.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test3.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test4.proto, deps/protobuf/js/compatibility_tests/v3.0.0/test5.proto, deps/protobuf/js/compatibility_tests/v3.0.0/testbinary.proto, deps/protobuf/js/compatibility_tests/v3.0.0/testempty.proto, deps/protobuf/js/compatibility_tests/v3.1.0/commonjs/test6/test6.proto, deps/protobuf/js/compatibility_tests/v3.1.0/commonjs/test7/test7.proto, deps/protobuf/js/compatibility_tests/v3.1.0/data.proto, deps/protobuf/js/compatibility_tests/v3.1.0/proto3_test.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test2.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test3.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test4.proto, deps/protobuf/js/compatibility_tests/v3.1.0/test5.proto, deps/protobuf/js/compatibility_tests/v3.1.0/testbinary.proto, deps/protobuf/js/compatibility_tests/v3.1.0/testempty.proto, deps/protobuf/js/data.proto, deps/protobuf/js/proto3_test.proto, deps/protobuf/js/test.proto, deps/protobuf/js/test10.proto, deps/protobuf/js/test11.proto, deps/protobuf/js/test12.proto, deps/protobuf/js/test13.proto, deps/protobuf/js/test14.proto, deps/protobuf/js/test15.proto, deps/protobuf/js/test2.proto, deps/protobuf/js/test3.proto, deps/protobuf/js/test4.proto, deps/protobuf/js/test5.proto, deps/protobuf/js/test8.proto, deps/protobuf/js/test9.proto, deps/protobuf/js/testbinary.proto, deps/protobuf/js/testempty.proto, deps/protobuf/js/testlargenumbers.proto, deps/protobuf/objectivec/Tests/unittest_cycle.proto, deps/protobuf/objectivec/Tests/unittest_deprecated.proto, deps/protobuf/objectivec/Tests/unittest_deprecated_file.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_a.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_b.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_c.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_d.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_e.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_f.proto, deps/protobuf/objectivec/Tests/unittest_extension_chain_g.proto, deps/protobuf/objectivec/Tests/unittest_objc.proto, deps/protobuf/objectivec/Tests/unittest_objc_options.proto, deps/protobuf/objectivec/Tests/unittest_objc_startup.proto, deps/protobuf/objectivec/Tests/unittest_runtime_proto2.proto, deps/protobuf/objectivec/Tests/unittest_runtime_proto3.proto, deps/protobuf/php/tests/proto/empty/echo.proto, deps/protobuf/php/tests/proto/test.proto, deps/protobuf/php/tests/proto/test_descriptors.proto, deps/protobuf/php/tests/proto/test_empty_php_namespace.proto, deps/protobuf/php/tests/proto/test_import_descriptor_proto.proto, deps/protobuf/php/tests/proto/test_include.proto, deps/protobuf/php/tests/proto/test_no_namespace.proto, deps/protobuf/php/tests/proto/test_php_namespace.proto, deps/protobuf/php/tests/proto/test_prefix.proto, deps/protobuf/php/tests/proto/test_reserved_enum_lower.proto, deps/protobuf/php/tests/proto/test_reserved_enum_upper.proto, deps/protobuf/php/tests/proto/test_reserved_enum_value_lower.proto, deps/protobuf/php/tests/proto/test_reserved_enum_value_upper.proto, deps/protobuf/php/tests/proto/test_reserved_message_lower.proto, deps/protobuf/php/tests/proto/test_reserved_message_upper.proto, deps/protobuf/php/tests/proto/test_service.proto, deps/protobuf/php/tests/proto/test_service_namespace.proto, deps/protobuf/php/tests/proto/test_wrapper_type_setters.proto, deps/protobuf/python/google/protobuf/internal/any_test.proto, deps/protobuf/python/google/protobuf/internal/descriptor_pool_test1.proto, deps/protobuf/python/google/protobuf/internal/descriptor_pool_test2.proto, deps/protobuf/python/google/protobuf/internal/factory_test1.proto, deps/protobuf/python/google/protobuf/internal/factory_test2.proto, deps/protobuf/python/google/protobuf/internal/file_options_test.proto, deps/protobuf/python/google/protobuf/internal/import_test_package/inner.proto, deps/protobuf/python/google/protobuf/internal/import_test_package/outer.proto, deps/protobuf/python/google/protobuf/internal/message_set_extensions.proto, deps/protobuf/python/google/protobuf/internal/missing_enum_values.proto, deps/protobuf/python/google/protobuf/internal/more_extensions.proto, deps/protobuf/python/google/protobuf/internal/more_extensions_dynamic.proto, deps/protobuf/python/google/protobuf/internal/more_messages.proto, deps/protobuf/python/google/protobuf/internal/no_package.proto, deps/protobuf/python/google/protobuf/internal/packed_field_test.proto, deps/protobuf/python/google/protobuf/internal/test_bad_identifiers.proto, deps/protobuf/python/google/protobuf/internal/test_proto3_optional.proto, deps/protobuf/python/google/protobuf/pyext/proto2_api_test.proto, deps/protobuf/python/google/protobuf/pyext/python.proto, deps/protobuf/ruby/compatibility_tests/v3.0.0/tests/generated_code.proto, deps/protobuf/ruby/compatibility_tests/v3.0.0/tests/test_import.proto, deps/protobuf/ruby/src/main/sentinel.proto, deps/protobuf/ruby/tests/basic_test.proto, deps/protobuf/ruby/tests/basic_test_proto2.proto, deps/protobuf/ruby/tests/generated_code.proto, deps/protobuf/ruby/tests/generated_code_proto2.proto, deps/protobuf/ruby/tests/multi_level_nesting_test.proto, deps/protobuf/ruby/tests/test_import.proto, deps/protobuf/ruby/tests/test_import_proto2.proto, deps/protobuf/ruby/tests/test_ruby_package.proto, deps/protobuf/ruby/tests/test_ruby_package_proto2.proto, deps/protobuf/src/google/protobuf/any.proto, deps/protobuf/src/google/protobuf/any_test.proto, deps/protobuf/src/google/protobuf/api.proto, deps/protobuf/src/google/protobuf/compiler/cpp/cpp_test_bad_identifiers.proto, deps/protobuf/src/google/protobuf/compiler/cpp/cpp_test_large_enum_value.proto, deps/protobuf/src/google/protobuf/compiler/plugin.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code_proto2.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_code_proto2_import.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_explicit.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_explicit_legacy.proto, deps/protobuf/src/google/protobuf/compiler/ruby/ruby_generated_pkg_implicit.proto, deps/protobuf/src/google/protobuf/descriptor.proto, deps/protobuf/src/google/protobuf/duration.proto, deps/protobuf/src/google/protobuf/empty.proto, deps/protobuf/src/google/protobuf/field_mask.proto, deps/protobuf/src/google/protobuf/map_lite_unittest.proto, deps/protobuf/src/google/protobuf/map_proto2_unittest.proto, deps/protobuf/src/google/protobuf/map_unittest.proto, deps/protobuf/src/google/protobuf/source_context.proto, deps/protobuf/src/google/protobuf/struct.proto, deps/protobuf/src/google/protobuf/test_messages_proto2.proto, deps/protobuf/src/google/protobuf/test_messages_proto3.proto, deps/protobuf/src/google/protobuf/timestamp.proto, deps/protobuf/src/google/protobuf/type.proto, deps/protobuf/src/google/protobuf/unittest.proto, deps/protobuf/src/google/protobuf/unittest_arena.proto, deps/protobuf/src/google/protobuf/unittest_custom_options.proto, deps/protobuf/src/google/protobuf/unittest_drop_unknown_fields.proto, deps/protobuf/src/google/protobuf/unittest_embed_optimize_for.proto, deps/protobuf/src/google/protobuf/unittest_empty.proto, deps/protobuf/src/google/protobuf/unittest_enormous_descriptor.proto, deps/protobuf/src/google/protobuf/unittest_import.proto, deps/protobuf/src/google/protobuf/unittest_import_lite.proto, deps/protobuf/src/google/protobuf/unittest_import_public.proto, deps/protobuf/src/google/protobuf/unittest_import_public_lite.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies_custom_option.proto, deps/protobuf/src/google/protobuf/unittest_lazy_dependencies_enum.proto, deps/protobuf/src/google/protobuf/unittest_lite.proto, deps/protobuf/src/google/protobuf/unittest_lite_imports_nonlite.proto, deps/protobuf/src/google/protobuf/unittest_mset.proto, deps/protobuf/src/google/protobuf/unittest_mset_wire_format.proto, deps/protobuf/src/google/protobuf/unittest_no_field_presence.proto, deps/protobuf/src/google/protobuf/unittest_no_generic_services.proto, deps/protobuf/src/google/protobuf/unittest_optimize_for.proto, deps/protobuf/src/google/protobuf/unittest_preserve_unknown_enum.proto, deps/protobuf/src/google/protobuf/unittest_preserve_unknown_enum2.proto, deps/protobuf/src/google/protobuf/unittest_proto3.proto, deps/protobuf/src/google/protobuf/unittest_proto3_arena.proto, deps/protobuf/src/google/protobuf/unittest_proto3_arena_lite.proto, deps/protobuf/src/google/protobuf/unittest_proto3_lite.proto, deps/protobuf/src/google/protobuf/unittest_proto3_optional.proto, deps/protobuf/src/google/protobuf/unittest_well_known_types.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/anys.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/books.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/default_value.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/default_value_test.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/field_mask.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/maps.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/oneofs.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/proto3.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/struct.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/timestamp_duration.proto, deps/protobuf/src/google/protobuf/util/internal/testdata/wrappers.proto, deps/protobuf/src/google/protobuf/util/json_format.proto, deps/protobuf/src/google/protobuf/util/json_format_proto3.proto, deps/protobuf/src/google/protobuf/util/message_differencer_unittest.proto, deps/protobuf/src/google/protobuf/wrappers.proto, mlmodel/format/ArrayFeatureExtractor.proto, mlmodel/format/AudioFeaturePrint.proto, mlmodel/format/BayesianProbitRegressor.proto, mlmodel/format/CategoricalMapping.proto, mlmodel/format/ClassConfidenceThresholding.proto, mlmodel/format/CustomModel.proto, mlmodel/format/DataStructures.proto, mlmodel/format/DictVectorizer.proto, mlmodel/format/FeatureTypes.proto, mlmodel/format/FeatureVectorizer.proto, mlmodel/format/GLMClassifier.proto, mlmodel/format/GLMRegressor.proto, mlmodel/format/Gazetteer.proto, mlmodel/format/Identity.proto, mlmodel/format/Imputer.proto, mlmodel/format/ItemSimilarityRecommender.proto, mlmodel/format/LinkedModel.proto, mlmodel/format/MIL.proto, mlmodel/format/Model.proto, mlmodel/format/NearestNeighbors.proto, mlmodel/format/NeuralNetwork.proto, mlmodel/format/NonMaximumSuppression.proto, mlmodel/format/Normalizer.proto, mlmodel/format/OneHotEncoder.proto, mlmodel/format/Parameters.proto, mlmodel/format/SVM.proto, mlmodel/format/Scaler.proto, mlmodel/format/SoundAnalysisPreprocessing.proto, mlmodel/format/TextClassifier.proto, mlmodel/format/TreeEnsemble.proto, mlmodel/format/VisionFeaturePrint.proto, mlmodel/format/WordEmbedding.proto, mlmodel/format/WordTagger.proto |
| interfaces_expected_of | — |
Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.
Key facts
5,384GitHub stars
100contributors
76commits, last 12 months
1days since last push
45releases
6bus factor
399open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 828 ⇿
0Stars
828Forks
44Releases
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 1Patch 0
Each point covers 9 days.
OpenSSF Scorecard 4.3 / 10
4.3aggregate
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 |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 0 | CI-Tests | 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 22 contributing companies or organizations |
| n/a | Dangerous-Workflow | no workflows found |
| 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 8 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 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| n/a | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 32 existing vulnerabilities detected |
All dependencies 34
Full resolved dependency set from the GitHub dependency graph: 0 direct and 34 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | alabaster | 0.7.10 | indirect |
| PyPI | attrs | — | indirect |
| PyPI | babel | 2.5.3 | indirect |
| PyPI | cattrs | — | indirect |
| PyPI | certifi | 2018.1.18 | indirect |
| PyPI | chardet | 3.0.4 | indirect |
| PyPI | docutils | 0.14 | indirect |
| PyPI | idna | 2.6 | indirect |
| PyPI | imagesize | 0.7.1 | indirect |
| PyPI | markupsafe | 1.0 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | numpy | 1.14.0 | indirect |
| PyPI | numpydoc | 0.7.0 | indirect |
| PyPI | packaging | — | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | protobuf | 3.5.1 | indirect |
| PyPI | pyaml | — | indirect |
| PyPI | pygments | 2.2.0 | indirect |
| PyPI | pytz | 2017.3 | indirect |
| PyPI | six | 1.10.0 | indirect |
| PyPI | snowballstemmer | 1.2.1 | indirect |
| PyPI | sphinx | 1.6.6 | indirect |
| PyPI | sphinx-rtd-theme | 0.2.4 | indirect |
| PyPI | sphinxcontrib-websupport | 1.0.1 | indirect |
| PyPI | sphinxtogithub | 1.1.0 | indirect |
| PyPI | sympy | — | indirect |
| PyPI | sympy | 1.4 | indirect |
| PyPI | tqdm | — | indirect |
| PyPI | typing | 3.6.4 | indirect |
| PyPI | urllib3 | 1.25.7 | indirect |
| RubyGems | rake-compiler | — | indirect |
| RubyGems | rake-compiler-dock | — | indirect |
| RubyGems | rubygems-tasks | — | indirect |
| RubyGems | test-unit | — | indirect |
Dependency advisories 0
Installing pypi:coremltools@9.0 pulls in 11 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
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
Feedback
Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.
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 v2.10.0, schema v0.31.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.