公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-08-28 00:20 UTC

MemTensor / MemOS

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.

TypeScript · PythonApache-2.0★ 11,047 星标⑂ 1,009 复刻始于 2025年7月在 GitHub 上查看 ↗
类型网络服务命令行工具插件MCP 服务器如何判定

MemTensor/MemOS 的健康指数为 100 分中的 95 分,处于「卓越」区间。 其得分最高的类别是Vitality(99/100),最低的是Security(47/100)。 最近一次更新在 1 天前。 近期的大部分工作由 5 位贡献者完成。

95
总分 / 100
卓越

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。

95
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 82 经校准后在公布的指数量表上为 95(记录校准 2026-08-02)。

所有权

OpenMem组织
241 关注者25 个公开仓库始于 2025年5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标签
PyPIMemoryOS2.0.30-3713 天前memoryllmlanguage-modelmemoryosagentkv-cachelora

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?

99卓越 · 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
34.6/36提交节奏52 周中有 50 周有提交
18/18提交量最近一年 1,890 次提交
10/10OpenSSF Scorecard:Maintained30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,890
human_commit_share0.98
days_since_last_push1
active_weeks_last_year50

发布纪律

100卓越
评分方式
27/27有发布版本已发布 51 个发布版本
36/36发布时效最近一次发布版本于 3 天前
27/27发布节奏约每 2.2 天发布一次
0/10OpenSSF Scorecard:Signed-Releases无数据
所用输入
releases_count51
latest_release_tagmemos-local-plugin-v2.0.17
releases_from_tags
days_since_latest_release3
mean_days_between_releases2.2
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

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?

86优秀 · 占总体的 17%
评分方式
60/60星标11,047 个星标
25/25复刻1,009 个复刻
9.3/15关注者48 位关注者
所用输入
forks1,009
stars11,047
watchers48
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

77良好
评分方式
22.5/22.5README
22.5/22.5许可证可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges5
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?

81优秀 · 占总体的 23%
评分方式
45.9/54巴士系数5 位贡献者贡献了半数提交
19.3/22.5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81 位贡献者
10/10OpenSSF Scorecard:Contributorsproject has 13 contributing companies or organizations
所用输入
bus_factor5
contributors_sampled81
top_contributor_share0.144
评分方式
38.9/42议题解决92% 的议题已关闭
22.4/30PR 接受已裁定的 PR 中 1,259/1,684 已合并
2.6/13Newcomer PR acceptance30 天内首次贡献者的 PR 已合并 1/5
12/15OpenSSF Scorecard:Code-ReviewFound 8/10 approved changesets -- score normalized to 8
所用输入
merged_prs1,259
open_issues36
closed_issues443
prs_merged_7d10
prs_decided_7d20
prs_merged_30d23
prs_decided_30d60
issue_closed_ratio0.925
closed_unmerged_prs425
first_time_authors_30d5
first_time_prs_merged_30d1
first_time_prs_decided_30d5
评分方式
30/30所有权背书组织持有
0/20已验证域名
17.1/25所有者影响力MemTensor 有 241 位关注者
12.9/25既往记录25 个公开仓库,账户约 1 年
所用输入
followers241
owner_typeOrganization
is_verified
owner_loginMemTensor
public_repos25
account_age_days481
评分方式
25/25已发布且可解析pypi 上有 1 个软件包
35/35发布时效最近一次发布于 13 天前
20/20版本历史37 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
packagesMemoryOS
ecosystemspypi
any_deprecated
min_days_since_publish13

工程质量

基础的工程与文档实践是否到位?

92优秀 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流12 个工作流
24/24存在测试
16/16Linter 配置.eslintrc.json, pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点https://memos.openmem.net
10/10仓库描述
10/10主题标签20 个主题标签
0/10Wiki
所用输入
topicsagent, llm, memory, long-term-memory, memory-management, rag, skills, openclaw, agentic-ai, ai, ai-agents, chatgpt, claude, hermes, self-evolving, self-hosted, token-savings, mcp, deepseek-harness, dsh-plugin
has_wiki
homepagehttps://memos.openmem.net
docs_sitehttps://memos.openmem.net
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?

47薄弱 · 占总体的 16%

安全态势

50中等
评分方式
7.5/7.5Binary-Artifactsno binaries found in the repo
3.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6/7.5Code-ReviewFound 8/10 approved changesets -- score normalized to 8
2.5/2.5Contributorsproject has 13 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
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 15 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
1/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0/5SASTSAST tool is not run on all commits -- score normalized to 0
0/5Security-Policysecurity policy file not detected
0/7.5Signed-Releases无数据
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities181 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.9
已排除计分(无数据或不适用):Signed-Releases。 其余权重已重新归一化。
评分方式
5.6/35直接依赖不含已知公告2 个受影响:fastmcp 2.14.7 (critical 10.0), transformers 4.57.6 (critical 9.6)
8/25间接依赖不含已知公告3 个受影响:mcp 1.27.2 (high), starlette 0.46.2 (high 7.5), diskcache 5.6.3 (moderate)
22.8/40没有长期未处理的公告4 个携带公告的软件包超过 90 天未处理;最早一条发布于 402 天前
所用输入
sourceosv
advisories31
affected_packages5
assessed_packages127
unassessed_packages0
affected_by_severitycritical 2, high 2, moderate 1
direct_affected_packages2
比对的是 pypi:MemoryOS@2.0.30 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 127 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。

85优秀 · 占总体的 4%
评分方式
45/45代理指令AGENTS.md, CLAUDE.md, apps/openwork-memos-integration/CLAUDE.md
15/15机器可读文档(llms.txt)项目网站提供 llms.txt(https://memos.openmem.net/llms.txt)
40/40可读的提交历史98 次人类提交中有 85 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_urlhttps://memos.openmem.net/llms.txt
legible_history_share0.867
agent_instruction_filesAGENTS.md, CLAUDE.md, apps/openwork-memos-integration/CLAUDE.md
agent_instruction_max_bytes10,155
评分方式
18/18一条命令的引导启动Makefile
22/22自动化测试
11/11Lint / 格式化配置.eslintrc.json, pyproject.toml ([tool.ruff])
11/11静态类型检查apps/memos-local-openclaw/tsconfig.json, apps/memos-local-plugin/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/ask-user-question/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/dev-browser/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/file-permission/tsconfig.json, apps/openwork-memos-integration/apps/desktop/tsconfig.json, apps/openwork-memos-integration/packages/shared/tsconfig.json
10/10可复现环境Dockerfile, lockfile
4/10已体现的代理实践最近 100 次提交中有 2 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
2/10OpenSSF Scorecard:Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
所用输入
has_nix
has_tests
lockfilespackage-lock.json, pnpm-lock.yaml, poetry.lock, uv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configsapps/memos-local-openclaw/tsconfig.json, apps/memos-local-plugin/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/ask-user-question/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/dev-browser/tsconfig.json, apps/openwork-memos-integration/apps/desktop/skills/file-permission/tsconfig.json, apps/openwork-memos-integration/apps/desktop/tsconfig.json, apps/openwork-memos-integration/packages/shared/tsconfig.json
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码TypeScript(静态类型)
54/55可控的文件大小采样的 1,512 个源文件中有 28 个超过 60KB
所用输入
primary_languageTypeScript
largest_source_bytes658,395
source_files_sampled1,512
oversized_source_files28
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files
interfaces_expected_ofnetwork-service

关键数据

11,047GitHub 星标
81贡献者
1,890最近 12 个月提交数
1距最近推送天数
51发布版本数
5巴士系数(bus factor)
36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
  • First-time contributor figures cover 12 of 25 authors (cap 12)
  • pypi download statistics for 'MemoryOS' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

更多细节

Star 与 Fork 历史 0 ★ / 1,009 ⇿
0Star
1,009Fork
51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。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

02004006008001,0001,2001,009472025-072026-012026-08
主版本 2次版本 2修订 33

每个点涵盖 2 天。

OpenSSF Scorecard 4.9 / 10
4.9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 · 2026-08-28 00:20 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 8/10 approved changesets -- score normalized to 8
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities181 existing vulnerabilities detected
直接依赖 13
注册表软件包版本约束清单文件
PyPIopenai(>=1.77.0,<2.0.0)pyproject.toml
PyPIollama(>=0.5.0,<0.5.1)pyproject.toml
PyPItransformers(>=4.51.3,<5.0.0)pyproject.toml
PyPItenacity(>=9.1.2,<10.0.0)pyproject.toml
PyPIfastapi(>=0.115.12,<0.116.0)pyproject.toml
PyPIsqlalchemy(>=2.0.41,<3.0.0)pyproject.toml
PyPIpymysql(>=1.1.0,<2.0.0)pyproject.toml
PyPIscikit-learn(>=1.7.0,<2.0.0)pyproject.toml
PyPIfastmcp(>=2.10.5,<3.0.0)pyproject.toml
PyPIpython-dateutil(>=2.9.0.post0,<3.0.0)pyproject.toml
PyPIprometheus-client(>=0.23.1,<0.24.0)pyproject.toml
PyPIconcurrent-log-handler(>=0.9.28,<1.0.0)pyproject.toml
PyPIcachetools(>=6.0.0)pyproject.toml
全部依赖 887

来自 GitHub 依赖图的完整解析依赖集合:26 个直接依赖与 861 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
PyPIcachetools6.2.1直接
PyPIcachetools6.2.2直接
PyPIcachetools7.0.6直接
PyPIconcurrent-log-handler0.9.28直接
PyPIconcurrent-log-handler0.9.29直接
PyPIfastapi0.115.14直接
PyPIfastmcp2.10.5直接
PyPIfastmcp2.13.0.2直接
PyPIfastmcp2.14.7直接
PyPIollama0.5.0直接
PyPIopenai1.109.1直接
PyPIopenai1.97.0直接
PyPIprometheus-client0.23.1直接
PyPIpymysql1.1.2直接
PyPIpython-dateutil2.9.0.post0直接
PyPIscikit-learn1.7.0直接
PyPIscikit-learn1.7.2直接
PyPIscikit-learn1.8.0直接
PyPIsqlalchemy2.0.41直接
PyPIsqlalchemy2.0.44直接
PyPIsqlalchemy2.0.49直接
PyPItenacity9.1.2直接
PyPItenacity9.1.4直接
PyPItransformers4.53.2直接
PyPItransformers4.57.1直接
PyPItransformers4.57.6直接
npm@aws-sdk/client-bedrock^3.971.0间接
npm@aws-sdk/credential-providers^3.971.0间接
npm@babel/code-frame7.29.0间接
npm@babel/compat-data7.29.0间接
npm@babel/core7.29.0间接
npm@babel/generator7.29.1间接
npm@babel/helper-annotate-as-pure7.27.3间接
npm@babel/helper-compilation-targets7.28.6间接
npm@babel/helper-globals7.28.0间接
npm@babel/helper-module-imports7.28.6间接
npm@babel/helper-module-transforms7.28.6间接
npm@babel/helper-plugin-utils7.28.6间接
npm@babel/helper-string-parser7.27.1间接
npm@babel/helper-validator-identifier7.28.5间接
npm@babel/helper-validator-option7.27.1间接
npm@babel/helpers7.29.2间接
npm@babel/parser7.29.2间接
npm@babel/plugin-syntax-jsx7.28.6间接
npm@babel/plugin-transform-react-jsx7.28.6间接
npm@babel/plugin-transform-react-jsx-development7.27.1间接
npm@babel/template7.28.6间接
npm@babel/traverse7.29.0间接
npm@babel/types7.29.0间接
npm@deepseek-ai/cordis4.0.1间接
npm@deepseek-ai/cosmokit1.8.2间接
npm@deepseek-ai/dsh-agent0.1.0-rc.6间接
npm@deepseek-ai/dsh-attachment0.1.0-rc.6间接
npm@deepseek-ai/dsh-brand0.1.0-rc.6间接
npm@deepseek-ai/dsh-code-runtime0.1.0-rc.6间接
npm@deepseek-ai/dsh-invariants0.1.0-rc.6间接
npm@deepseek-ai/dsh-llm0.1.0-rc.6间接
npm@deepseek-ai/dsh-scope0.1.0-rc.6间接
npm@deepseek-ai/dsh-session0.1.0-rc.6间接
npm@deepseek-ai/dsh-system-prompt0.1.0-rc.6间接
npm@deepseek-ai/dsh-timeout0.1.0-rc.6间接
npm@deepseek-ai/dsh-tools0.1.0-rc.6间接
npm@deepseek-ai/dsh-typert-protocol0.1.0-rc.6间接
npm@deepseek-ai/dsh-user-approval0.1.0-rc.6间接
npm@deepseek-ai/schemastery3.18.1间接
npm@electron/rebuild^4.0.2间接
npm@emnapi/runtime1.10.0间接
npm@esbuild/aix-ppc640.21.5间接
npm@esbuild/aix-ppc640.27.7间接
npm@esbuild/android-arm0.21.5间接
npm@esbuild/android-arm0.27.7间接
npm@esbuild/android-arm640.21.5间接
npm@esbuild/android-arm640.27.7间接
npm@esbuild/android-x640.21.5间接
npm@esbuild/android-x640.27.7间接
npm@esbuild/darwin-arm640.21.5间接
npm@esbuild/darwin-arm640.27.7间接
npm@esbuild/darwin-x640.21.5间接
npm@esbuild/darwin-x640.27.7间接
npm@esbuild/freebsd-arm640.21.5间接
npm@esbuild/freebsd-arm640.27.7间接
npm@esbuild/freebsd-x640.21.5间接
npm@esbuild/freebsd-x640.27.7间接
npm@esbuild/linux-arm0.21.5间接
npm@esbuild/linux-arm0.27.7间接
npm@esbuild/linux-arm640.21.5间接
npm@esbuild/linux-arm640.27.7间接
npm@esbuild/linux-ia320.21.5间接
npm@esbuild/linux-ia320.27.7间接
npm@esbuild/linux-loong640.21.5间接
npm@esbuild/linux-loong640.27.7间接
npm@esbuild/linux-mips64el0.21.5间接
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PyPIjsonschema-specifications2025.4.1间接
PyPIjsonschema-specifications2025.9.1间接
PyPIkeyring25.6.0间接
PyPIkeyring25.7.0间接
PyPIkiwisolver1.4.8间接
PyPIlangchain-core1.1.0间接
PyPIlangchain-core1.3.0间接
PyPIlangchain-text-splitters1.0.0间接
PyPIlangchain-text-splitters1.1.2间接
PyPIlanggraph0.5.3间接
PyPIlanggraph-checkpoint2.1.1间接
PyPIlanggraph-prebuilt0.5.2间接
PyPIlanggraph-sdk0.1.73间接
PyPIlangsmith0.4.7间接
PyPIlangsmith0.7.33间接
PyPIlupa2.8间接
PyPIlxml6.0.0间接
PyPIlxml6.1.0间接
PyPImagika0.6.2间接
PyPImagika0.6.3间接
PyPImammoth1.11.0间接
PyPImammoth1.9.1间接
PyPImarkdown-it-py3.0.0间接
PyPImarkdown-it-py4.0.0间接
PyPImarkdownify1.1.0间接
PyPImarkdownify1.2.2间接
PyPImarkitdown0.1.2间接
PyPImarkitdown0.1.5间接
PyPImarkupsafe3.0.2间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib3.10.3间接
PyPImcp1.12.0间接
PyPImcp1.21.1间接
PyPImcp1.27.0间接
PyPImdurl0.1.2间接
PyPImem0ai0.1.114间接
PyPImemoryos2.0.14间接
PyPImore-itertools10.8.0间接
PyPImore-itertools11.0.2间接
PyPImpmath1.3.0间接
PyPIneo4j5.28.1间接
PyPIneo4j5.28.3间接
PyPInetworkx3.4.2间接
PyPInetworkx3.5间接
PyPInetworkx3.6.1间接
PyPInltk3.9.1间接
PyPInltk3.9.4间接
PyPInodeenv1.9.1间接
PyPInumpy2.2.6间接
PyPInumpy2.3.1间接
PyPInumpy2.3.4间接
PyPInumpy2.4.4间接
PyPInvidia-cublas13.1.0.3间接
PyPInvidia-cublas-cu1212.6.4.1间接
PyPInvidia-cuda-cupti13.0.85间接
PyPInvidia-cuda-cupti-cu1212.6.80间接
PyPInvidia-cuda-nvrtc13.0.88间接
PyPInvidia-cuda-nvrtc-cu1212.6.77间接
PyPInvidia-cuda-runtime13.0.96间接
PyPInvidia-cuda-runtime-cu1212.6.77间接
PyPInvidia-cudnn-cu129.5.1.17间接
PyPInvidia-cudnn-cu139.19.0.56间接
PyPInvidia-cufft12.0.0.61间接
PyPInvidia-cufft-cu1211.3.0.4间接
PyPInvidia-cufile1.15.1.6间接
PyPInvidia-cufile-cu121.11.1.6间接
PyPInvidia-curand10.4.0.35间接
PyPInvidia-curand-cu1210.3.7.77间接
PyPInvidia-cusolver12.0.4.66间接
PyPInvidia-cusolver-cu1211.7.1.2间接
PyPInvidia-cusparse12.6.3.3间接
PyPInvidia-cusparse-cu1212.5.4.2间接
PyPInvidia-cusparselt-cu120.6.3间接
PyPInvidia-cusparselt-cu130.8.0间接
PyPInvidia-nccl-cu122.26.2间接
PyPInvidia-nccl-cu132.28.9间接
PyPInvidia-nvjitlink13.0.88间接
PyPInvidia-nvjitlink-cu1212.6.85间接
PyPInvidia-nvshmem-cu133.4.5间接
PyPInvidia-nvtx13.0.85间接
PyPInvidia-nvtx-cu1212.6.77间接
PyPIonnxruntime1.20.1间接
PyPIonnxruntime1.22.1间接
PyPIopenapi-pydantic0.5.1间接
PyPIopenpyxl3.1.5间接
PyPIopentelemetry-api1.41.0间接
PyPIorjson3.11.0间接
PyPIorjson3.11.4间接
PyPIorjson3.11.8间接
PyPIormsgpack1.10.0间接
PyPIpackaging25.0间接
PyPIpackaging26.1间接
PyPIpandas2.3.1间接
PyPIpandas2.3.3间接
PyPIpandas3.0.2间接
PyPIpathable0.4.4间接
PyPIpathable0.5.0间接
PyPIpathvalidate3.3.1间接
PyPIpdfminer-six20250506间接
PyPIpdfminer-six20251230间接
PyPIpdfplumber0.11.9间接
PyPIpika1.3.2间接
PyPIpillow11.3.0间接
PyPIpillow12.2.0间接
PyPIplatformdirs4.3.8间接
PyPIplatformdirs4.5.0间接
PyPIplatformdirs4.9.6间接
PyPIpluggy1.6.0间接
PyPIportalocker2.10.1间接
PyPIportalocker2.8.0间接
PyPIportalocker3.2.0间接
PyPIposthog6.1.1间接
PyPIpre-commit4.2.0间接
PyPIprotobuf6.31.1间接
PyPIprotobuf6.33.1间接
PyPIprotobuf7.34.1间接
PyPIpsycopg2-binary2.9.11间接
PyPIpy-key-value-aio0.2.8间接
PyPIpy-key-value-aio0.3.0间接
PyPIpy-key-value-shared0.2.8间接
PyPIpy-key-value-shared0.3.0间接
PyPIpycparser2.22间接
PyPIpycparser2.23间接
PyPIpycparser3.0间接
PyPIpycryptodome3.23.0间接
PyPIpydantic2.11.7间接
PyPIpydantic2.12.4间接
PyPIpydantic2.13.3间接
PyPIpydantic-core2.33.2间接
PyPIpydantic-core2.41.5间接
PyPIpydantic-core2.46.3间接
PyPIpydantic-extra-types2.10.5间接
PyPIpydantic-extra-types2.10.6间接
PyPIpydantic-extra-types2.11.1间接
PyPIpydantic-settings2.10.1间接
PyPIpydantic-settings2.12.0间接
PyPIpydantic-settings2.14.0间接
PyPIpydocket0.18.2间接
PyPIpygments2.19.2间接
PyPIpygments2.20.0间接
PyPIpyjwt2.10.1间接
PyPIpyjwt2.12.1间接
PyPIpymilvus2.6.12间接
PyPIpymilvus2.6.2间接
PyPIpymilvus2.6.5间接
PyPIpyparsing3.2.3间接
PyPIpypdfium25.7.1间接
PyPIpyperclip1.11.0间接
PyPIpyperclip1.9.0间接
PyPIpyreadline33.5.4间接
PyPIpytest8.4.1间接
PyPIpytest9.0.2间接
PyPIpytest-asyncio0.23.8间接
PyPIpytest-cov6.3.0间接
PyPIpytest-html4.2.0间接
PyPIpytest-metadata3.1.1间接
PyPIpython-dotenv1.1.1间接
PyPIpython-dotenv1.2.1间接
PyPIpython-dotenv1.2.2间接
PyPIpython-json-logger4.1.0间接
PyPIpython-multipart0.0.20间接
PyPIpython-multipart0.0.26间接
PyPIpython-pptx1.0.2间接
PyPIpytz2025.2间接
PyPIpytz2026.1.post1间接
PyPIpywin32311间接
PyPIpywin32-ctypes0.2.3间接
PyPIpyyaml6.0.2间接
PyPIpyyaml6.0.3间接
PyPIqdrant-client1.14.3间接
PyPIqdrant-client1.16.2间接
PyPIqdrant-client1.17.1间接
PyPIrake-nltk1.0.6间接
PyPIrank-bm250.2.2间接
PyPIredis6.2.0间接
PyPIredis6.4.0间接
PyPIreferencing0.36.2间接
PyPIreferencing0.37.0间接
PyPIregex2024.11.6间接
PyPIregex2025.11.3间接
PyPIregex2026.4.4间接
PyPIrequests2.32.4间接
PyPIrequests2.32.5间接
PyPIrequests2.33.1间接
PyPIrequests-toolbelt1.0.0间接
PyPIrich14.0.0间接
PyPIrich14.2.0间接
PyPIrich15.0.0间接
PyPIrich-rst1.3.1间接
PyPIrich-rst1.3.2间接
PyPIrich-toolkit0.14.8间接
PyPIrich-toolkit0.15.1间接
PyPIrich-toolkit0.19.7间接
PyPIrignore0.6.2间接
PyPIrignore0.7.6间接
PyPIrouge-score0.1.2间接
PyPIrpds-py0.26.0间接
PyPIrpds-py0.28.0间接
PyPIrpds-py0.30.0间接
PyPIruff0.11.13间接
PyPIsafetensors0.5.3间接
PyPIsafetensors0.6.2间接
PyPIsafetensors0.7.0间接
PyPIschedule1.2.2间接
PyPIscipy1.15.3间接
PyPIscipy1.16.0间接
PyPIscipy1.16.3间接
PyPIscipy1.17.1间接
PyPIsecretstorage3.5.0间接
PyPIsentence-transformers4.1.0间接
PyPIsentry-sdk2.33.0间接
PyPIsentry-sdk2.44.0间接
PyPIsentry-sdk2.58.0间接
PyPIsetuptools80.9.0间接
PyPIsetuptools81.0.0间接
PyPIshellingham1.5.4间接
PyPIsix1.17.0间接
PyPIsniffio1.3.1间接
PyPIsortedcontainers2.4.0间接
PyPIsoupsieve2.7间接
PyPIsoupsieve2.8.3间接
PyPIsse-starlette2.4.1间接
PyPIsse-starlette3.0.3间接
PyPIstarlette0.46.2间接
PyPIsympy1.14.0间接
PyPItaskgroup0.2.2间接
PyPItavily-python0.5.0间接
PyPItavily-python0.7.23间接
PyPIthreadpoolctl3.6.0间接
PyPItiktoken0.12.0间接
PyPItokenizers0.21.2间接
PyPItokenizers0.22.1间接
PyPItokenizers0.22.2间接
PyPItomli2.2.1间接
PyPItomli2.4.1间接
PyPItorch间接
PyPItorch2.11.0间接
PyPItorch2.7.1间接
PyPItqdm4.67.1间接
PyPItqdm4.67.3间接
PyPItriton3.3.1间接
PyPItriton3.5.0间接
PyPItriton3.6.0间接
PyPItyper0.16.0间接
PyPItyper0.20.0间接
PyPItyper0.24.1间接
PyPItyping-extensions间接
PyPItyping-extensions4.14.1间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspection0.4.1间接
PyPItyping-inspection0.4.2间接
PyPItzdata2025.2间接
PyPItzdata2026.1间接
PyPIujson5.10.0间接
PyPIujson5.11.0间接
PyPIujson5.12.0间接
PyPIuncalled-for0.3.1间接
PyPIurllib32.5.0间接
PyPIurllib32.6.3间接
PyPIuuid-utils0.14.1间接
PyPIuvicorn0.35.0间接
PyPIuvicorn0.38.0间接
PyPIuvicorn0.45.0间接
PyPIuvloop0.21.0间接
PyPIuvloop0.22.1间接
PyPIvirtualenv20.31.2间接
PyPIvolcengine-python-sdk4.0.45间接
PyPIvolcengine-python-sdk4.0.6间接
PyPIwatchfiles1.1.0间接
PyPIwatchfiles1.1.1间接
PyPIwebsockets15.0.1间接
PyPIwebsockets16.0间接
PyPIxlrd2.0.2间接
PyPIxlsxwriter3.2.5间接
PyPIxlsxwriter3.2.9间接
PyPIxxhash3.5.0间接
PyPIxxhash3.6.0间接
PyPIzep-cloud2.19.0间接
PyPIzipp3.23.1间接
PyPIzstandard0.23.0间接
PyPIzstandard0.25.0间接
依赖安全公告 5

安装 pypi:MemoryOS@2.0.30 会引入 127 个包(直接与传递):其中 5 个存在已知公告,2 个为直接依赖。

软件包版本关系严重程度公告数修复版本
fastmcp2.14.7直接严重63.2.0
transformers4.57.6直接严重75.5.0
mcp1.27.2间接21.28.1
starlette0.46.2间接141.3.1
diskcache5.6.3间接2

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 v0.34.0—— 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.