公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-09-17 02:23 UTC

agentscope-ai / ReMe

ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

PythonApache-2.0★ 3,479 星标⑂ 300 复刻始于 2024年8月在 GitHub 上查看 ↗
类型命令行工具库MCP 服务器网络服务如何判定
#agent#ai-agents#memory#reme#memoryscope#rag#dsh-plugin#openclaw#openclaw-plugin#qwenpaw

agentscope-ai/ReMe 的健康指数为 100 分中的 96 分，处于「卓越」区间。 其得分最高的类别是Vitality（98/100），最低的是Sustainability & Governance（68/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

96
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。

96
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 83 经校准后在公布的指数量表上为 96（记录校准 2026-08-02）。

所有权

AgentScope-AI组织
3,569 关注者22 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
PyPIreme-ai0.4.1.12289,195842 天前llmmemoryagentagentscopeaimcpreme
npm@agentscope-ai/reme_studio0.1.1230220 天前—
PyPIreme_studio0.1.1476120 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？

98卓越 · 占总体的 21%

开发活跃度

96卓越
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
32.5/36提交节奏 — 52 周中有 47 周有提交
18/18提交量 — 最近一年 734 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year734
human_commit_share1
days_since_last_push0
active_weeks_last_year47

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 78 个发布版本
36/36发布时效 — 最近一次发布版本于 2 天前
27/27发布节奏 — 约每 6.2 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count78
latest_release_tagv0.4.1.12
releases_from_tags否
days_since_latest_release2
mean_days_between_releases6.2
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？

77良好 · 占总体的 17%

流行度与采用

85优秀
评分方式
57.4/60星标 — 3,479 个星标
20.6/25复刻 — 300 个复刻
7/15关注者 — 19 位关注者
所用输入
forks300
stars3,479
watchers19
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

57中等
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）
0/18CONTRIBUTING 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是
has_license是
readme_badges10
has_contributing否
has_issue_template否
has_code_of_conduct否
readme_badge_servicesshields.io
has_pull_request_template是

生态采用（下载量）

91优秀
评分方式
72.8/80月度下载量 — npm, pypi 合计每月 289,901 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesreme-ai, @agentscope-ai/reme_studio, reme_studio
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads289,901
unverified_packages_excluded—
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。

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？

68良好 · 占总体的 23%

维护者韧性（巴士系数）

34存在风险
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
5.6/22.5提交分布 — 头号贡献者编写了 75% 的提交
13.5/13.5贡献者广度 — 28 位贡献者
6/10OpenSSF Scorecard：Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled28
top_contributor_share0.753

议题与 PR 响应能力

82优秀
评分方式
35.6/42议题解决 — 85% 的议题已关闭
24.1/30PR 接受 — 已裁定的 PR 中 328/409 已合并
8.7/13Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 2/3
13.5/15OpenSSF Scorecard：Code-Review — Found 28/30 approved changesets -- score normalized to 9
所用输入
merged_prs328
open_issues20
closed_issues111
prs_merged_7d22
prs_decided_7d22
prs_merged_30d57
prs_decided_30d58
issue_closed_ratio0.847
closed_unmerged_prs81
first_time_authors_30d2
first_time_prs_merged_30d2
first_time_prs_decided_30d3

所有权与托管责任

68良好
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — agentscope-ai 有 3,569 位关注者
12.6/25既往记录 — 22 个公开仓库，账户约 1 年
所用输入
followers3,569
owner_typeOrganization
is_verified否
owner_loginagentscope-ai
public_repos22
account_age_days490

软件包维护

100卓越
评分方式
25/25已发布且可解析 — npm, pypi 上有 3 个软件包
35/35发布时效 — 最近一次发布于 2 天前
20/20版本历史 — 84 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
packagesreme-ai, @agentscope-ai/reme_studio, reme_studio
ecosystemsnpm, pypi
any_deprecated否
min_days_since_publish2

工程质量

基础的工程与文档实践是否到位？

96卓越 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 20 个工作流
24/24存在测试
16/16Linter 配置 — eslint.config.mjs
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard：CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci是
has_tests是
has_editorconfig否
has_linter_config是
has_precommit_config是

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://reme.agentscope.io/
10/10仓库描述
10/10主题标签 — 10 个主题标签
10/10Wiki
所用输入
topicsagent, ai-agents, memory, reme, memoryscope, rag, dsh-plugin, openclaw, openclaw-plugin, qwenpaw
has_wiki是
homepagehttps://reme.agentscope.io/
docs_sitehttps://reme.agentscope.io/
has_readme是
has_docs_dir是
has_description是

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？

78良好 · 占总体的 16%

安全态势

72良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 28/30 approved changesets -- score normalized to 9
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 16 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.2
已排除计分（无数据或不适用）：Branch-Protection, Signed-Releases。 其余权重已重新归一化。

依赖安全公告

100卓越
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_packages87
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:reme-ai@0.4.1.12 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 87 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。

78良好 · 占总体的 4%

AI 代理上下文与指引

100卓越
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
15/15机器可读文档（llms.txt） — 项目网站提供 llms.txt（https://reme.agentscope.io/llms.txt）
40/40可读的提交历史 — 100 次人类提交中有 97 次说明了意图（结构化标题或解释性正文）
所用输入
has_llms_txt是
llms_txt_urlhttps://reme.agentscope.io/llms.txt
legible_history_share0.97
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes12,919

验证循环（构建 / 测试 / 类型检查）

68良好
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — eslint.config.mjs
11/11静态类型检查 — integrations/dsh/tsconfig.json, integrations/openclaw/tsconfig.json, reme_studio/tsconfig.json
10/10可复现环境 — 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
5/8自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到
5/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
所用输入
has_nix否
has_tests是
lockfilespackage-lock.json
has_dockerfile否
typed_language否
bootstrap_files—
has_devcontainer否
has_linter_config是
typecheck_configsintegrations/dsh/tsconfig.json, integrations/openclaw/tsconfig.json, reme_studio/tsconfig.json
agent_commit_share0.02
toolchain_manifests—
dependency_bot_commit_share0

面向模型的代码可读性

82优秀
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（integrations/dsh/tsconfig.json, integrations/openclaw/tsconfig.json, reme_studio/tsconfig.json）
54.6/55可控的文件大小 — 采样的 459 个源文件中有 3 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes95,287
source_files_sampled459
oversized_source_files3

机器可读接口

60中等
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是
api_schema_files—
interfaces_expected_ofnetwork-service

关键数据

3,479GitHub 星标
28贡献者
734最近 12 个月提交数
0距最近推送天数
78发布版本数
1巴士系数（bus factor）
20开放议题
npm, 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 ★ / 300 ⇿
0Star
300Fork
78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。

050100150200250300300232024-092025-092026-09
主版本 0次版本 0修订 2

每个点涵盖 2 天。

OpenSSF Scorecard 7.2 / 10
7.2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 · 2026-09-17 02:23 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
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 28/30 approved changesets -- score normalized to 9
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities16 existing vulnerabilities detected
直接依赖 17
注册表软件包版本约束清单文件
PyPIaiofiles>=24.1.0pyproject.toml
PyPIcroniter>=2.0pyproject.toml
PyPIfastapi>=0.135.1pyproject.toml
PyPIfastmcp>=3.1.0pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIloguru>=0.7.3pyproject.toml
PyPImistletoe>=1.5.1pyproject.toml
PyPInumpy>=2.2.6pyproject.toml
PyPIopenai>=2.26.0pyproject.toml
PyPIpsutil>=5.9pyproject.toml
PyPIpydantic>=2.12.5pyproject.toml
PyPIpython-frontmatter>=1.1.0pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPIrich>=14.3.3pyproject.toml
PyPIuvicorn>=0.41.0pyproject.toml
PyPIwatchfiles>=1.1.1pyproject.toml
PyPIzstandard>=0.23.0pyproject.toml
全部依赖 1,303

来自 GitHub 依赖图的完整解析依赖集合：17 个直接依赖与 1,286 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
PyPIaiofiles—直接
PyPIcroniter—直接
PyPIfastapi—直接
PyPIfastmcp—直接
PyPIhttpx—直接
PyPIloguru—直接
PyPImistletoe—直接
PyPInumpy—直接
PyPIopenai—直接
PyPIpsutil—直接
PyPIpydantic—直接
PyPIpython-frontmatter—直接
PyPIpyyaml—直接
PyPIrich—直接
PyPIuvicorn—直接
PyPIwatchfiles—直接
PyPIzstandard—直接
npm@agentclientprotocol/sdk1.4.0间接
npm@agentscope-ai/icons1.0.67间接
npm@algolia/abtesting1.23.0间接
npm@algolia/autocomplete-core1.17.7间接
npm@algolia/autocomplete-plugin-algolia-insights1.17.7间接
npm@algolia/autocomplete-preset-algolia1.17.7间接
npm@algolia/autocomplete-shared1.17.7间接
npm@algolia/client-abtesting5.57.0间接
npm@algolia/client-analytics5.57.0间接
npm@algolia/client-common5.57.0间接
npm@algolia/client-insights5.57.0间接
npm@algolia/client-personalization5.57.0间接
npm@algolia/client-query-suggestions5.57.0间接
npm@algolia/client-search5.57.0间接
npm@algolia/ingestion1.57.0间接
npm@algolia/monitoring1.57.0间接
npm@algolia/recommend5.57.0间接
npm@algolia/requester-browser-xhr5.57.0间接
npm@algolia/requester-fetch5.57.0间接
npm@algolia/requester-node-http5.57.0间接
npm@alloc/quick-lru5.2.0间接
npm@anthropic-ai/sdk0.120.0间接
npm@babel/code-frame7.29.7间接
npm@babel/compat-data7.29.7间接
npm@babel/core7.29.7间接
npm@babel/generator7.29.8间接
npm@babel/helper-compilation-targets7.29.7间接
npm@babel/helper-globals7.29.7间接
npm@babel/helper-module-imports7.29.7间接
npm@babel/helper-module-transforms7.29.7间接
npm@babel/helper-string-parser7.29.7间接
npm@babel/helper-validator-identifier7.29.7间接
npm@babel/helper-validator-option7.29.7间接
npm@babel/helpers7.29.7间接
npm@babel/parser7.29.8间接
npm@babel/runtime7.29.7间接
npm@babel/template7.29.7间接
npm@babel/traverse7.29.8间接
npm@babel/types7.29.8间接
npm@borewit/text-codec0.2.2间接
npm@clack/core1.4.3间接
npm@clack/prompts1.7.0间接
npm@cloudflare/kv-asset-handler0.5.0间接
npm@cloudflare/unenv-preset2.16.1间接
npm@cloudflare/vite-plugin1.51.3间接
npm@cloudflare/workerd-darwin-641.20260804.1间接
npm@cloudflare/workerd-darwin-arm641.20260804.1间接
npm@cloudflare/workerd-linux-641.20260804.1间接
npm@cloudflare/workerd-linux-arm641.20260804.1间接
npm@cloudflare/workerd-windows-641.20260804.1间接
npm@cloudflare/workers-types5.20260812.1间接
npm@cspotcode/source-map-support0.8.1间接
npm@deepseek-ai/cordis4.0.2间接
npm@deepseek-ai/cosmokit1.8.3间接
npm@deepseek-ai/dsh-agent0.1.5-rc.2间接
npm@deepseek-ai/dsh-brand0.1.5-rc.2间接
npm@deepseek-ai/dsh-client-ui-primitives0.1.5-rc.2间接
npm@deepseek-ai/dsh-code-runtime0.1.5-rc.2间接
npm@deepseek-ai/dsh-invariants0.1.5-rc.2间接
npm@deepseek-ai/dsh-llm0.1.5-rc.2间接
npm@deepseek-ai/dsh-scope0.1.5-rc.2间接
npm@deepseek-ai/dsh-session0.1.5-rc.2间接
npm@deepseek-ai/dsh-session-projection0.1.5-rc.2间接
npm@deepseek-ai/dsh-settings0.1.5-rc.2间接
npm@deepseek-ai/dsh-system-prompt0.1.5-rc.2间接
npm@deepseek-ai/dsh-timeout0.1.5-rc.2间接
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与 agentscope-ai/ReMe 共享目录标签或生态系统的已检测仓库。 并排阅读 →

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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, npm.