公开记录
软件健康报告模式 0.31.0 · 指标 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.

Python · C++BSD-3-Clause★ 5,384 星标⑂ 828 复刻始于 2017年6月在 GitHub 上查看 ↗
类型如何判定

apple/coremltools 的健康指数为 100 分中的 91 分,处于「优秀」区间。 其得分最高的类别是Community & Adoption(91/100),最低的是Security(54/100)。 最近一次更新在 1 天前。 近期的大部分工作由 6 位贡献者完成。

91
总分 / 100
优秀

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。

91
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 77 经校准后在公布的指数量表上为 91(记录校准 2026-08-02)。

所有权

Apple组织
39,507 关注者437 个公开仓库始于 2015年1月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIcoremltools9.0-56275 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

75良好 · 占总体的 21%
评分方式
36/36推送新近度最近一次推送于 1 天前
20.1/36提交节奏52 周中有 29 周有提交
16.9/18提交量最近一年 76 次提交
10/10OpenSSF Scorecard:Maintained30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year76
human_commit_share1
days_since_last_push1
active_weeks_last_year29

发布纪律

63中等
评分方式
27/27有发布版本已发布 45 个发布版本
16.2/36发布时效最近一次发布版本于 275 天前
19.8/27发布节奏约每 82.3 天发布一次
0/10OpenSSF Scorecard:Signed-ReleasesProject has not signed or included provenance with any releases.
所用输入
releases_count45
latest_release_tag9.0
releases_from_tags
days_since_latest_release275
mean_days_between_releases82.3

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

91优秀 · 占总体的 17%
评分方式
60/60星标5,384 个星标
24.3/25复刻828 个复刻
11.5/15关注者120 位关注者
所用输入
forks828
stars5,384
watchers120
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证可识别的许可证(BSD-3-Clause)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges3
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_servicesshields.io
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

91优秀 · 占总体的 23%
评分方式
48.6/54巴士系数6 位贡献者贡献了半数提交
19.4/22.5提交分布头号贡献者编写了 14% 的提交
13.5/13.5贡献者广度100 位贡献者
10/10OpenSSF Scorecard:Contributorsproject has 22 contributing companies or organizations
所用输入
bus_factor6
contributors_sampled100
top_contributor_share0.14
评分方式
31.6/42议题解决75% 的议题已关闭
25.8/30PR 接受已裁定的 PR 中 944/1,096 已合并
7.2/13Newcomer PR acceptance30 天内首次贡献者的 PR 已合并 5/9
15/15OpenSSF Scorecard:Code-Reviewall changesets reviewed
所用输入
merged_prs944
open_issues399
closed_issues1,216
prs_merged_7d9
prs_decided_7d12
prs_merged_30d19
prs_decided_30d23
issue_closed_ratio0.753
closed_unmerged_prs152
first_time_authors_30d6
first_time_prs_merged_30d5
first_time_prs_decided_30d9
评分方式
30/30所有权背书组织持有
0/20已验证域名未读取该组织的域名验证状态
25/25所有者影响力apple 有 39,507 位关注者
25/25既往记录437 个公开仓库,账户约 11 年
所用输入
followers39,507
owner_typeOrganization
is_verified
owner_loginapple
public_repos437
account_age_days4,221
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析pypi 上有 1 个软件包
26/35发布时效最近一次发布于 275 天前
20/20版本历史56 个已发布版本
20/20未被弃用活跃,未被弃用或撤回
所用输入
packagescoremltools
ecosystemspypi
any_deprecated
min_days_since_publish275

工程质量

基础的工程与文档实践是否到位?

70良好 · 占总体的 19%

工程实践

50中等
评分方式
0/24CI 工作流
24/24存在测试
16/16Linter 配置.pylintrc, tox.ini
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests0 out of 30 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100卓越
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点https://coremltools.readme.io
10/10仓库描述
10/10主题标签7 个主题标签
10/10Wiki
所用输入
topicscoremltools, tensorflow, pytorch, coreml, machine-learning, model-converter, model-conversion
has_wiki
homepagehttps://coremltools.readme.io
docs_sitehttps://coremltools.readme.io
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

54中等 · 占总体的 16%

安全态势

43薄弱
评分方式
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protection无数据
0/2.5CI-Tests0 out of 30 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Reviewall changesets reviewed
2.5/2.5Contributorsproject has 22 contributing companies or organizations
0/10Dangerous-Workflow无数据
0/7.5Dependency-Update-Toolno update tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5许可证license file detected
7.5/7.5Maintained30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging无数据
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTSAST tool is not run on all commits -- score normalized to 0
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissions无数据
0/7.5Vulnerabilities32 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate4.3
已排除计分(无数据或不适用):Branch-Protection, Dangerous-Workflow, Packaging, Token-Permissions。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告没有直接依赖携带已知公告
25/25间接依赖不含已知公告没有间接依赖携带已知公告
0/40没有长期未处理的公告没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages11
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:coremltools@9.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 11 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

68良好 · 占总体的 4%
评分方式
0/45代理指令没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史100 次人类提交中有 99 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
llms_txt_url
legible_history_share0.99
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动Makefile, coremltools/converters/mil/Makefile, deps/pybind11/noxfile.py, docs-guides/Makefile, docs/Makefile, mlmodel/docs/Makefile
22/22自动化测试
11/11Lint / 格式化配置.pylintrc, tox.ini
11/11静态类型检查deps/pybind11/pybind11/py.typed
10/10可复现环境Dockerfile
2/10已体现的代理实践最近 100 次提交中有 1 次由代理编写或署名代理
0/8自动化维护未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile, coremltools/converters/mil/Makefile, deps/pybind11/noxfile.py, docs-guides/Makefile, docs/Makefile, mlmodel/docs/Makefile
has_devcontainer
has_linter_config
typecheck_configsdeps/pybind11/pybind11/py.typed
agent_commit_share0.01
toolchain_manifestsdeps/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_share0
评分方式
27/45可类型检查的代码Python,已配置类型检查(deps/pybind11/pybind11/py.typed)
51.9/55可控的文件大小采样的 2,571 个源文件中有 145 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes1,310,207
source_files_sampled2,571
oversized_source_files145
评分方式
40/40API 模式(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
0/20MCP 服务器不适用于此类软件
40/40可运行示例examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_filesdeps/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
已排除计分(无数据或不适用):MCP 服务器。 其余权重已重新归一化。

关键数据

5,384GitHub 星标
100贡献者
76最近 12 个月提交数
1距最近推送天数
45发布版本数
6巴士系数(bus factor)
399开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

更多细节

Star 与 Fork 历史 0 ★ / 828 ⇿
0Star
828Fork
44发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

02004006008001,000810262017-102022-032026-08
主版本 0次版本 1修订 0

每个点涵盖 9 天。

OpenSSF Scorecard 4.3 / 10
4.3综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-08-12 23:31 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal 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
0CI-Tests0 out of 30 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 22 contributing companies or organizations
不适用Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
不适用Token-PermissionsNo tokens found
0Vulnerabilities32 existing vulnerabilities detected
全部依赖 34

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 34 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIalabaster0.7.10间接
PyPIattrs间接
PyPIbabel2.5.3间接
PyPIcattrs间接
PyPIcertifi2018.1.18间接
PyPIchardet3.0.4间接
PyPIdocutils0.14间接
PyPIidna2.6间接
PyPIimagesize0.7.1间接
PyPImarkupsafe1.0间接
PyPInumpy间接
PyPInumpy1.14.0间接
PyPInumpydoc0.7.0间接
PyPIpackaging间接
PyPIprotobuf间接
PyPIprotobuf3.5.1间接
PyPIpyaml间接
PyPIpygments2.2.0间接
PyPIpytz2017.3间接
PyPIsix1.10.0间接
PyPIsnowballstemmer1.2.1间接
PyPIsphinx1.6.6间接
PyPIsphinx-rtd-theme0.2.4间接
PyPIsphinxcontrib-websupport1.0.1间接
PyPIsphinxtogithub1.1.0间接
PyPIsympy间接
PyPIsympy1.4间接
PyPItqdm间接
PyPItyping3.6.4间接
PyPIurllib31.25.7间接
RubyGemsrake-compiler间接
RubyGemsrake-compiler-dock间接
RubyGemsrubygems-tasks间接
RubyGemstest-unit间接
依赖安全公告 0

安装 pypi:coremltools@9.0 会引入 11 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读

反馈

发现这份报告有不准确之处,或有想法要分享?错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。

登录过程中消息不会丢失。

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.10.0、模式 v0.31.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.