软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 02:02 UTC

ModelEngine-Group / nexent

Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.

Python · TypeScriptMIT★ 5,791 星标⑂ 707 复刻始于 2025年4月在 GitHub 上查看 ↗

#agent #agentic-ai #agentic-framework #agentic-rag #agentic-workflow #ai #llm #rag #harness #harness-engineering #mcp #multi-agent

ModelEngine-Group/nexent 的健康指数为 100 分中的 86 分，处于「优秀」区间。其得分最高的类别是Vitality（100/100），最低的是AI Readiness（68/100）。最近一次更新在今天。近期的大部分工作由 3 位贡献者完成。

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；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 49（有风险）的上限。AI 就绪度不计入总体分。

优秀85-100堪称典范；基本满足所有检验标准

良好70-84健康；仅有轻微不足

中等50-69可接受，但存在明显不足；建议进行审查

存在风险30-49存在重大薄弱环节；采用时应保持审慎

危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）

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。

所有权

ModelEngine-Group组织

851 关注者20 个公开仓库始于 2025年2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
PyPI	nexent	1.8.1	-	8	134 天前	agent ai framework
PyPI	backend指向其他仓库——不计分	0.2.4.1	-	8	4541 天前	django backend

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？

100优秀 · 占总体的 22%

开发活跃度

100优秀

评分方式

36/36	推送新近度 — 最近一次推送于 0 天前
36/36	提交节奏 — 52 周中有 52 周有提交
18/18	提交量 — 最近一年 3,751 次提交
10/10	OpenSSF Scorecard：Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10

所用输入

commits_last_year	3,751
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	52

发布纪律

100优秀

评分方式

27/27	有发布版本 — 已发布 49 个发布版本
36/36	发布时效 — 最近一次发布版本于 10 天前
27/27	发布节奏 — 约每 13.8 天发布一次
0/10	OpenSSF Scorecard：Signed-Releases — 无数据

所用输入

releases_count	49
latest_release_tag	v2.3.0
releases_from_tags	否
days_since_latest_release	10
mean_days_between_releases	13.8

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？

91优秀 · 占总体的 18%

流行度与采用

97优秀

评分方式

60/60	星标 — 5,791 个星标
23.7/25	复刻 — 707 个复刻
13.4/15	关注者 — 253 位关注者

所用输入

forks	707
stars	5,791
watchers	253
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

社区健康

85优秀

评分方式

22.5/22.5	README
22.5/22.5	许可证 — 可识别的许可证（MIT）
18/18	CONTRIBUTING 指南
13.5/13.5	行为准则
0/7.2	议题模板
0/6.3	PR 模板

所用输入

has_readme	是
has_license	是
has_contributing	是
has_issue_template	否
has_code_of_conduct	是
has_pull_request_template	否

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良好 · 占总体的 24%

维护者韧性（巴士系数）

76良好

评分方式

36/54	巴士系数 — 3 位贡献者贡献了半数提交
17/22.5	提交分布 — 头号贡献者编写了 24% 的提交
13.5/13.5	贡献者广度 — 100 位贡献者
10/10	OpenSSF Scorecard：Contributors — project has 4 contributing companies or organizations

所用输入

bus_factor	3
contributors_sampled	100
top_contributor_share	0.243

议题与 PR 响应能力

87优秀

评分方式

41.4/46.8	议题解决 — 89% 的议题已关闭
31.9/38.3	PR 接受 — 已裁定的 PR 中 1,556/1,863 已合并
13.5/15	OpenSSF Scorecard：Code-Review — Found 28/30 approved changesets -- score normalized to 9

所用输入

merged_prs	1,556
open_issues	149
closed_issues	1,157
issue_closed_ratio	0.886
closed_unmerged_prs	307

所有权与托管责任

64中等

评分方式

30/30	所有权背书 — 组织持有
0/20	已验证域名
21.1/25	所有者影响力 — ModelEngine-Group 有 851 位关注者
12.5/25	既往记录 — 20 个公开仓库，账户约 1 年

所用输入

followers	851
owner_type	Organization
is_verified	—
owner_login	ModelEngine-Group
public_repos	20
account_age_days	521

软件包维护

100优秀

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 134 天前
20/20	版本历史 — 8 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

packages	nexent
ecosystems	pypi
any_deprecated	否
min_days_since_publish	134

工程质量

基础的工程与文档实践是否到位？

84良好 · 占总体的 20%

工程实践

90优秀

评分方式

24/24	CI 工作流 — 17 个工作流
24/24	存在测试
16/16	Linter 配置 — .eslintrc.json
0/9.6	Pre-commit 钩子
6.4/6.4	.editorconfig
20/20	OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

所用输入

has_ci	是
has_tests	是
has_editorconfig	是
has_linter_config	是
has_precommit_config	否

文档

75良好

评分方式

30/30	README
25/25	文档目录
0/15	文档 / 主页站点
10/10	仓库描述
10/10	主题标签 — 12 个主题标签
0/10	Wiki

所用输入

topics	agent, agentic-ai, agentic-framework, agentic-rag, agentic-workflow, ai, llm, rag, harness, harness-engineering, mcp, multi-agent
has_wiki	否
homepage	—
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？

68中等 · 占总体的 16%

安全态势

72良好

评分方式

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0.8/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5	Code-Review — Found 28/30 approved changesets -- score normalized to 9
2.5/2.5	Contributors — project has 4 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	许可证 — license file detected
7.5/7.5	Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — 无数据
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5	Vulnerabilities — 0 existing vulnerabilities detected

所用输入

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	7.2

已排除计分（无数据或不适用）：signed_releases。其余权重已重新归一化。

依赖安全公告

54中等

评分方式

4.9/35	直接依赖不含已知公告 — 3 个受影响：fastmcp 2.12.0 (critical 10.0), smolagents 1.23.0 (critical 10.0), mcp 1.22.0 (high 7.1)
25/25	间接依赖不含已知公告 — 没有间接依赖携带已知公告
23.8/40	没有长期未处理的公告 — 3 个携带公告的软件包超过 90 天未处理；最早一条发布于 270 天前

所用输入

source	osv
advisories	26
affected_packages	3
assessed_packages	121
unassessed_packages	0
affected_by_severity	critical 2, high 1
direct_affected_packages	3

比对的是 pypi:nexent@1.8.1 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 121 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？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。

68中等 · 占总体的 0%

AI 代理上下文与指引

85优秀

评分方式

45/45	代理指令 — .cursor/rules/backend/app_layer_rules.mdc, .cursor/rules/backend/database_layer_rules.mdc, .cursor/rules/backend/service_layer_rules.mdc, .cursor/rules/english_comments.mdc, .cursor/rules/environment_variable.mdc, .cursor/rules/frontend/component_layer_rules.mdc, .cursor/rules/frontend/frontend_overview_rules.mdc, .cursor/rules/frontend/hook_layer_rules.mdc, .cursor/rules/frontend/page_layer_rules.mdc, .cursor/rules/frontend/service_layer_rules.mdc, .cursor/rules/frontend/type_layer_rules.mdc, .cursor/rules/frontend/ui_standards_rules.mdc, .cursor/rules/pytest_unit_test_rules.mdc, AGENTS.md, CLAUDE.md, doc/docs/en/sdk/core/agents.md, doc/docs/zh/sdk/core/agents.md
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 92 次说明了意图（结构化标题或解释性正文）

所用输入

has_llms_txt	否
legible_history_share	0.92
agent_instruction_files	.cursor/rules/backend/app_layer_rules.mdc, .cursor/rules/backend/database_layer_rules.mdc, .cursor/rules/backend/service_layer_rules.mdc, .cursor/rules/english_comments.mdc, .cursor/rules/environment_variable.mdc, .cursor/rules/frontend/component_layer_rules.mdc, .cursor/rules/frontend/frontend_overview_rules.mdc, .cursor/rules/frontend/hook_layer_rules.mdc, .cursor/rules/frontend/page_layer_rules.mdc, .cursor/rules/frontend/service_layer_rules.mdc, .cursor/rules/frontend/type_layer_rules.mdc, .cursor/rules/frontend/ui_standards_rules.mdc, .cursor/rules/pytest_unit_test_rules.mdc, AGENTS.md, CLAUDE.md, doc/docs/en/sdk/core/agents.md, doc/docs/zh/sdk/core/agents.md
agent_instruction_max_bytes	6,568

验证循环（构建 / 测试 / 类型检查）

69中等

评分方式

0/18	一条命令的引导启动
22/22	自动化测试
11/11	Lint / 格式化配置 — .eslintrc.json
11/11	静态类型检查 — frontend/tsconfig.json
10/10	可复现环境 — devcontainer, Dockerfile
10/10	已体现的代理实践 — 最近 100 次提交中有 13 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
0/10	OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

所用输入

has_nix	否
has_tests	是
lockfiles	—
has_dockerfile	是
typed_language	否
bootstrap_files	—
has_devcontainer	是
has_linter_config	是
typecheck_configs	frontend/tsconfig.json
agent_commit_share	0.13
toolchain_manifests	—
dependency_bot_commit_share	0

面向模型的代码可读性

79良好

评分方式

27/45	可类型检查的代码 — Python，已配置类型检查（frontend/tsconfig.json）
52.2/55	可控的文件大小 — 采样的 1,200 个源文件中有 62 个超过 60KB

所用输入

primary_language	Python
largest_source_bytes	595,905
source_files_sampled	1,200
oversized_source_files	62

机器可读接口

20危急

评分方式

0/40	API 模式（OpenAPI/GraphQL/proto）
20/20	MCP 服务器
0/40	可运行示例

所用输入

example_dirs	—
has_mcp_signal	是
api_schema_files	—

关键数据

5,791GitHub 星标

100贡献者

3,751最近 12 个月提交数

0距最近推送天数

49发布版本数

3巴士系数（bus factor）

149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
pypi package 'backend' points at a different repository (https://github.com/tr4n2uil/backend.django); excluded from ecosystem scoring

更多细节

Star 与 Fork 历史 0 ★ / 707 ⇿

0Star

707Fork

49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。

主版本 2次版本 12修订 17

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 · 2026-07-27 02:02 UTC

10	Binary-Artifacts	no binaries found in the repo
1	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
9	Code-Review	Found 28/30 approved changesets -- score normalized to 9
10	Contributors	project has 4 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
不适用	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
10	Vulnerabilities	0 existing vulnerabilities detected

直接依赖 130

注册表	软件包	版本约束	清单文件
PyPI	aiofiles	`>=0.8.0`	backend/pyproject.toml
PyPI	uvicorn	`>=0.34.0`	backend/pyproject.toml
PyPI	fastapi	`>=0.115.12`	backend/pyproject.toml
PyPI	python-multipart	`>=0.0.9`	backend/pyproject.toml
PyPI	email-validator	`>=2.0.0`	backend/pyproject.toml
PyPI	aiohttp	`>=3.8.0`	backend/pyproject.toml
PyPI	authlib	`>=1.3.0`	backend/pyproject.toml
PyPI	cryptography	`>=42.0.0`	backend/pyproject.toml
PyPI	psycopg2-binary	`>=2.9.9`	backend/pyproject.toml
PyPI	PyJWT	`>=2.8.0`	backend/pyproject.toml
PyPI	sqlalchemy	`~=2.0.37`	backend/pyproject.toml
PyPI	greenlet	`<3.5.0`	backend/pyproject.toml
PyPI	supabase	`>=2.18.1`	backend/pyproject.toml
PyPI	websocket-client	`>=1.8.0`	backend/pyproject.toml
PyPI	pyyaml	`>=6.0.2`	backend/pyproject.toml
PyPI	jsonref	`>=1.1.0`	backend/pyproject.toml
PyPI	ruamel-yaml	`==0.19.1`	backend/pyproject.toml
PyPI	redis	`>=5.0.0`	backend/pyproject.toml
PyPI	fastmcp	`>=2.14.2,<3.0`	backend/pyproject.toml
PyPI	langchain	`>=0.3.26`	backend/pyproject.toml
PyPI	scikit-learn	`>=1.0.0`	backend/pyproject.toml
PyPI	numpy	`>=1.24.0`	backend/pyproject.toml
PyPI	defusedxml	`>=0.7.1`	backend/pyproject.toml
PyPI	openjiuwen	`>=0.1.0`	backend/pyproject.toml
PyPI	pydantic-settings	`>=2.0.0`	backend/pyproject.toml
PyPI	python-docx	`>=1.1.0`	backend/pyproject.toml
PyPI	xlrd	`>=2.0.1`	backend/pyproject.toml
PyPI	croniter	`>=2.0.0`	backend/pyproject.toml
npm	@ant-design/icons	`6.2.5`	frontend/package.json
npm	@assistant-ui/react	`^0.14.20`	frontend/package.json
npm	@assistant-ui/react-ai-sdk	`^1.3.33`	frontend/package.json
npm	@assistant-ui/react-markdown	`^0.14.2`	frontend/package.json
npm	@dicebear/core	`^9.2.2`	frontend/package.json
npm	@dicebear/icons	`^9.2.2`	frontend/package.json
npm	@tanstack/react-query	`^5.90.12`	frontend/package.json
npm	@types/jszip	`^3.4.0`	frontend/package.json
npm	ai	`^6.0.198`	frontend/package.json
npm	antd	`^6.3.0`	frontend/package.json
npm	antd-style	`^4.1.0`	frontend/package.json
npm	assistant-stream	`^0.3.25`	frontend/package.json
npm	autoprefixer	`^10.4.20`	frontend/package.json
npm	bootstrap-icons	`^1.11.3`	frontend/package.json
npm	class-variance-authority	`^0.7.1`	frontend/package.json
npm	clsx	`^2.1.1`	frontend/package.json
npm	cmdk	`^1.1.1`	frontend/package.json
npm	cookie	`^1.1.1`	frontend/package.json
npm	cross-env	`^10.1.0`	frontend/package.json
npm	dayjs	`^1.11.19`	frontend/package.json
npm	dicebear	`^9.2.2`	frontend/package.json
npm	dotenv	`^16.4.7`	frontend/package.json
npm	framer-motion	`^12.23.6`	frontend/package.json
npm	github-markdown-css	`^5.8.1`	frontend/package.json
npm	http-proxy	`^1.18.1`	frontend/package.json
npm	i18next	`^25.2.1`	frontend/package.json
npm	js-yaml	`^4.1.1`	frontend/package.json
npm	jszip	`^3.10.1`	frontend/package.json
npm	katex	`^0.16.11`	frontend/package.json
npm	lucide-react	`^0.454.0`	frontend/package.json
npm	mermaid	`^11.12.0`	frontend/package.json
npm	next	`^15.5.9`	frontend/package.json
npm	next-i18next	`^15.4.2`	frontend/package.json
npm	next-themes	`^0.4.4`	frontend/package.json
npm	papaparse	`^5.5.3`	frontend/package.json
npm	pdfjs-dist	`5.3.93`	frontend/package.json
npm	radix-ui	`^1.6.2`	frontend/package.json
npm	react	`18.2.0`	frontend/package.json
npm	react-d3-tree	`^3.6.6`	frontend/package.json
npm	react-dom	`18.2.0`	frontend/package.json
npm	react-hook-form	`^7.54.1`	frontend/package.json
npm	react-i18next	`^15.5.3`	frontend/package.json
npm	react-markdown	`^9.0.3`	frontend/package.json
npm	react-pdf	`10.1.0`	frontend/package.json
npm	react-shiki	`^0.10.1`	frontend/package.json
npm	react-syntax-highlighter	`^16.1.0`	frontend/package.json
npm	recharts	`^2.15.0`	frontend/package.json
npm	rehype-katex	`^7.0.1`	frontend/package.json
npm	rehype-raw	`^7.0.0`	frontend/package.json
npm	remark-gfm	`^4.0.1`	frontend/package.json
npm	remark-math	`^6.0.0`	frontend/package.json
npm	remark-parse	`^11.0.0`	frontend/package.json
npm	remark-rehype	`^11.1.0`	frontend/package.json
npm	tailwind-merge	`^3`	frontend/package.json
npm	tw-animate-css	`^1.4.0`	frontend/package.json
npm	tw-shimmer	`^0.4.11`	frontend/package.json
npm	unified	`^11.0.0`	frontend/package.json
npm	unist-util-visit	`^5.0.0`	frontend/package.json
npm	uuid	`^11.1.0`	frontend/package.json
npm	zustand	`^5.0.9`	frontend/package.json
PyPI	aiofiles	`>=24.1.0`	sdk/pyproject.toml
PyPI	elasticsearch	`==8.17.2`	sdk/pyproject.toml
PyPI	exa_py	`==1.14.0`	sdk/pyproject.toml
PyPI	httpx	`>=0.28.1`	sdk/pyproject.toml
PyPI	numpy	`>=1.26.4`	sdk/pyproject.toml
PyPI	openai	`>=1.69.0`	sdk/pyproject.toml
PyPI	pydantic	`>=2.11.1`	sdk/pyproject.toml
PyPI	python-dotenv	`>=1.1.0`	sdk/pyproject.toml
PyPI	PyYAML	`>=6.0.1`	sdk/pyproject.toml
PyPI	Requests	`>=2.32.3`	sdk/pyproject.toml
PyPI	rich	`>=13.9.4`	sdk/pyproject.toml
PyPI	setuptools	`>=75.1.0`	sdk/pyproject.toml
PyPI	websockets	`>=14.2`	sdk/pyproject.toml
PyPI	smolagents	`==1.23.0`	sdk/pyproject.toml
PyPI	Pillow	`>=10.0.0`	sdk/pyproject.toml
PyPI	aiohttp	`>=3.1.13`	sdk/pyproject.toml
PyPI	jieba	`>=0.42.1`	sdk/pyproject.toml
PyPI	boto3	`>=1.37.34`	sdk/pyproject.toml
PyPI	botocore	`>=1.37.34`	sdk/pyproject.toml
PyPI	python-multipart	`>=0.0.20`	sdk/pyproject.toml
PyPI	mcpadapt	`>=0.1.13`	sdk/pyproject.toml
PyPI	mcp	`>=1.24.0,<1.30`	sdk/pyproject.toml
PyPI	fastmcp	`>=2.14.2,<3.0`	sdk/pyproject.toml
PyPI	docker	`>=7.0.0`	sdk/pyproject.toml
PyPI	kubernetes	`>=29.0.0`	sdk/pyproject.toml
PyPI	tiktoken	`>=0.5.0`	sdk/pyproject.toml
PyPI	tavily-python	`—`	sdk/pyproject.toml
PyPI	linkup-sdk	`—`	sdk/pyproject.toml
PyPI	paramiko	`>=3.4.0`	sdk/pyproject.toml
PyPI	linkup-sdk	`—`	sdk/pyproject.toml
PyPI	mem0ai	`==0.1.117`	sdk/pyproject.toml
PyPI	pymysql	`>=1.1.0`	sdk/pyproject.toml
PyPI	psycopg2-binary	`>=2.9.9`	sdk/pyproject.toml
PyPI	pymssql	`>=2.2.11`	sdk/pyproject.toml
PyPI	openpyxl	`>=3.1.5`	sdk/pyproject.toml
PyPI	orjson	`==3.10`	sdk/pyproject.toml
PyPI	pypdf	`==6.9.1`	sdk/pyproject.toml
PyPI	python-pptx	`==1.0.2`	sdk/pyproject.toml
PyPI	ijson	`==3.5.0`	sdk/pyproject.toml
PyPI	langchain-text-splitters	`==1.1.2`	sdk/pyproject.toml
PyPI	ebooklib	`==0.20`	sdk/pyproject.toml
PyPI	pypandoc	`==1.17`	sdk/pyproject.toml

全部依赖 152

来自 GitHub 依赖图的完整解析依赖集合：120 个直接依赖与 32 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
npm	@ant-design/icons	`6.2.5`	直接
npm	@assistant-ui/react	`^0.14.20`	直接
npm	@assistant-ui/react-ai-sdk	`^1.3.33`	直接
npm	@assistant-ui/react-markdown	`^0.14.2`	直接
npm	@dicebear/core	`^9.2.2`	直接
npm	@dicebear/icons	`^9.2.2`	直接
npm	@tanstack/react-query	`^5.90.12`	直接
npm	@types/jszip	`^3.4.0`	直接
npm	ai	`^6.0.198`	直接
npm	antd	`^6.3.0`	直接
npm	antd-style	`^4.1.0`	直接
npm	assistant-stream	`^0.3.25`	直接
npm	autoprefixer	`^10.4.20`	直接
npm	bootstrap-icons	`^1.11.3`	直接
npm	class-variance-authority	`^0.7.1`	直接
npm	clsx	`^2.1.1`	直接
npm	cmdk	`^1.1.1`	直接
npm	cookie	`^1.1.1`	直接
npm	cross-env	`^10.1.0`	直接
npm	dayjs	`^1.11.19`	直接
npm	dicebear	`^9.2.2`	直接
npm	dotenv	`^16.4.7`	直接
npm	framer-motion	`^12.23.6`	直接
npm	github-markdown-css	`^5.8.1`	直接
npm	http-proxy	`^1.18.1`	直接
npm	i18next	`^25.2.1`	直接
npm	js-yaml	`^4.1.1`	直接
npm	jszip	`^3.10.1`	直接
npm	katex	`^0.16.11`	直接
npm	lucide-react	`^0.454.0`	直接
npm	mermaid	`^11.12.0`	直接
npm	next	`^15.5.9`	直接
npm	next-i18next	`^15.4.2`	直接
npm	next-themes	`^0.4.4`	直接
npm	papaparse	`^5.5.3`	直接
npm	pdfjs-dist	`5.3.93`	直接
npm	radix-ui	`^1.6.2`	直接
npm	react	`18.2.0`	直接
npm	react-d3-tree	`^3.6.6`	直接
npm	react-dom	`18.2.0`	直接
npm	react-hook-form	`^7.54.1`	直接
npm	react-i18next	`^15.5.3`	直接
npm	react-markdown	`^9.0.3`	直接
npm	react-pdf	`10.1.0`	直接
npm	react-shiki	`^0.10.1`	直接
npm	react-syntax-highlighter	`^16.1.0`	直接
npm	recharts	`^2.15.0`	直接
npm	rehype-katex	`^7.0.1`	直接
npm	rehype-raw	`^7.0.0`	直接
npm	remark-gfm	`^4.0.1`	直接
npm	remark-math	`^6.0.0`	直接
npm	remark-parse	`^11.0.0`	直接
npm	remark-rehype	`^11.1.0`	直接
npm	tailwind-merge	`^3`	直接
npm	tw-animate-css	`^1.4.0`	直接
npm	tw-shimmer	`^0.4.11`	直接
npm	unified	`^11.0.0`	直接
npm	unist-util-visit	`^5.0.0`	直接
npm	uuid	`^11.1.0`	直接
npm	zustand	`^5.0.9`	直接
PyPI	aiofiles	`—`	直接
PyPI	aiohttp	`—`	直接
PyPI	authlib	`—`	直接
PyPI	boto3	`—`	直接
PyPI	botocore	`—`	直接
PyPI	croniter	`—`	直接
PyPI	cryptography	`—`	直接
PyPI	defusedxml	`—`	直接
PyPI	docker	`—`	直接
PyPI	ebooklib	`0.20`	直接
PyPI	elasticsearch	`8.17.2`	直接
PyPI	email-validator	`—`	直接
PyPI	exa-py	`1.14.0`	直接
PyPI	fastapi	`—`	直接
PyPI	fastmcp	`—`	直接
PyPI	greenlet	`—`	直接
PyPI	httpx	`—`	直接
PyPI	ijson	`3.5.0`	直接
PyPI	jieba	`—`	直接
PyPI	jsonref	`—`	直接
PyPI	kubernetes	`—`	直接
PyPI	langchain	`—`	直接
PyPI	langchain-text-splitters	`1.1.2`	直接
PyPI	mcp	`—`	直接
PyPI	mcpadapt	`—`	直接
PyPI	mem0ai	`0.1.117`	直接
PyPI	numpy	`—`	直接
PyPI	openai	`—`	直接
PyPI	openjiuwen	`—`	直接
PyPI	openpyxl	`—`	直接
PyPI	orjson	`3.10`	直接
PyPI	paramiko	`—`	直接
PyPI	pillow	`—`	直接
PyPI	psycopg2-binary	`—`	直接
PyPI	pydantic	`—`	直接
PyPI	pydantic-settings	`—`	直接
PyPI	pyjwt	`—`	直接
PyPI	pymssql	`—`	直接
PyPI	pymysql	`—`	直接
PyPI	pypandoc	`1.17`	直接
PyPI	pypdf	`6.9.1`	直接
PyPI	python-docx	`—`	直接
PyPI	python-dotenv	`—`	直接
PyPI	python-multipart	`—`	直接
PyPI	python-pptx	`1.0.2`	直接
PyPI	pyyaml	`—`	直接
PyPI	redis	`—`	直接
PyPI	requests	`—`	直接
PyPI	rich	`—`	直接
PyPI	ruamel-yaml	`0.19.1`	直接
PyPI	scikit-learn	`—`	直接
PyPI	setuptools	`—`	直接
PyPI	smolagents	`1.23.0`	直接
PyPI	sqlalchemy	`—`	直接
PyPI	supabase	`—`	直接
PyPI	tiktoken	`—`	直接
PyPI	uvicorn	`—`	直接
PyPI	websocket-client	`—`	直接
PyPI	websockets	`—`	直接
PyPI	xlrd	`—`	直接
npm	@tailwindcss/postcss	`^4`	间接
npm	@types/js-yaml	`^4.0.9`	间接
npm	@types/node	`22.15.16`	间接
npm	@types/papaparse	`^5.3.16`	间接
npm	@types/react	`18.3.20`	间接
npm	@types/react-dom	`18.3.6`	间接
npm	eslint	`^9.34.0`	间接
npm	eslint-config-next	`15.5.7`	间接
npm	eslint-config-prettier	`^9.1.0`	间接
npm	eslint-plugin-prettier	`^5.1.3`	间接
npm	postcss	`^8`	间接
npm	postcss-nested	`^7`	间接
npm	prettier	`^3.2.5`	间接
npm	tailwindcss	`^4`	间接
npm	typescript	`5.8.3`	间接
npm	vitepress	`^1.6.3`	间接
PyPI	celery	`—`	间接
PyPI	flower	`—`	间接
PyPI	huggingface-hub	`—`	间接
PyPI	nest-asyncio	`—`	间接
PyPI	opentelemetry-api	`—`	间接
PyPI	opentelemetry-exporter-otlp	`—`	间接
PyPI	opentelemetry-instrumentation	`—`	间接
PyPI	opentelemetry-instrumentation-fastapi	`—`	间接
PyPI	opentelemetry-instrumentation-requests	`—`	间接
PyPI	opentelemetry-sdk	`—`	间接
PyPI	opentelemetry-semantic-conventions	`—`	间接
PyPI	pytest	`—`	间接
PyPI	ray	`—`	间接
PyPI	ruff	`—`	间接
PyPI	unstructured	`0.18.14`	间接
PyPI	unstructured-inference	`1.2.0`	间接

依赖安全公告 3

安装 pypi:nexent@1.8.1 会引入 121 个包（直接与传递）：其中 3 个存在已知公告，3 个为直接依赖。

软件包	版本	关系	严重程度	公告数	修复版本
fastmcp	`2.12.0`	直接	严重	14	`3.2.0`
smolagents	`1.23.0`	直接	严重	6	—
mcp	`1.22.0`	直接	高	6	`1.28.1`

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

{
  "data": {
    "repo": {
      "topics": [
        "agent",
        "agentic-ai",
        "agentic-framework",
        "agentic-rag",
        "agentic-workflow",
        "ai",
        "llm",
        "rag",
        "harness",
        "harness-engineering",
        "mcp",
        "multi-agent"
      ],
      "is_fork": false,
      "size_kb": 67966,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "CSS": 33887,
        "HTML": 31380,
        "Shell": 477221,
        "Elixir": 1068,
        "Python": 15620897,
        "PLpgSQL": 226596,
        "Dockerfile": 26680,
        "JavaScript": 22625,
        "TypeScript": 4646872,
        "Go Template": 8554
      },
      "pushed_at": "2026-07-27T01:59:23Z",
      "created_at": "2025-04-28T10:44:33Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T01:59:27Z",
      "description": "Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "develop",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "TypeScript"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "ModelEngine-Group",
      "company": null,
      "location": null,
      "followers": 851,
      "avatar_url": "https://avatars.githubusercontent.com/u/200162819?v=4",
      "created_at": "2025-02-21T01:37:13Z",
      "is_verified": null,
      "public_repos": 20,
      "account_age_days": 521
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2026-07-16T02:38:53Z"
        },
        {
          "tag": "v2.2.2",
          "kind": "patch",
          "published_at": "2026-07-01T09:16:31Z"
        },
        {
          "tag": "v2.2.1",
          "kind": "patch",
          "published_at": "2026-06-18T09:37:29Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2026-06-03T02:37:16Z"
        },
        {
          "tag": "v2.1.1",
          "kind": "patch",
          "published_at": "2026-05-15T10:15:56Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2026-04-30T09:36:40Z"
        },
        {
          "tag": "v2.0.2",
          "kind": "patch",
          "published_at": "2026-04-18T03:20:17Z"
        },
        {
          "tag": "v2.0.1",
          "kind": "patch",
          "published_at": "2026-04-10T09:13:17Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2026-03-29T01:59:37Z"
        },
        {
          "tag": "v1.8.1",
          "kind": "patch",
          "published_at": "2026-03-14T06:34:59Z"
        },
        {
          "tag": "v1.8.0.2",
          "kind": "other",
          "published_at": "2026-03-08T13:47:05Z"
        },
        {
          "tag": "v1.8.0.1-hotfix",
          "kind": "other",
          "published_at": "2026-03-04T06:11:09Z"
        },
        {
          "tag": "v1.8.0.1",
          "kind": "other",
          "published_at": "2026-02-28T12:30:28Z"
        },
        {
          "tag": "v1.8.0",
          "kind": "minor",
          "published_at": "2026-02-13T08:04:19Z"
        },
        {
          "tag": "v1.7.10-hotfix",
          "kind": "prerelease",
          "published_at": "2026-02-06T11:39:53Z"
        },
        {
          "tag": "v1.7.10",
          "kind": "patch",
          "published_at": "2026-01-31T08:50:50Z"
        },
        {
          "tag": "v1.7.9.3",
          "kind": "other",
          "published_at": "2026-01-23T15:49:21Z"
        },
        {
          "tag": "v1.7.9.2",
          "kind": "other",
          "published_at": "2026-01-16T09:35:40Z"
        },
        {
          "tag": "v1.7.9.1",
          "kind": "other",
          "published_at": "2026-01-09T10:18:34Z"
        },
        {
          "tag": "v1.7.9",
          "kind": "patch",
          "published_at": "2025-12-27T10:02:24Z"
        },
        {
          "tag": "v1.7.8.1",
          "kind": "other",
          "published_at": "2025-12-19T09:52:15Z"
        },
        {
          "tag": "v1.7.8",
          "kind": "patch",
          "published_at": "2025-12-12T10:25:39Z"
        },
        {
          "tag": "v1.7.7.1",
          "kind": "other",
          "published_at": "2025-12-05T11:31:31Z"
        },
        {
          "tag": "v1.7.7",
          "kind": "patch",
          "published_at": "2025-11-29T11:48:53Z"
        },
        {
          "tag": "v1.7.6",
          "kind": "patch",
          "published_at": "2025-11-21T12:15:09Z"
        },
        {
          "tag": "v1.7.5.3-hotfix",
          "kind": "other",
          "published_at": "2025-11-17T07:02:05Z"
        },
        {
          "tag": "v1.7.5.3",
          "kind": "other",
          "published_at": "2025-11-15T07:11:26Z"
        },
        {
          "tag": "v1.7.5.2",
          "kind": "other",
          "published_at": "2025-11-11T01:36:18Z"
        },
        {
          "tag": "v1.7.5.1",
          "kind": "other",
          "published_at": "2025-10-31T09:20:30Z"
        },
        {
          "tag": "v1.7.5",
          "kind": "patch",
          "published_at": "2025-10-25T07:35:24Z"
        },
        {
          "tag": "v1.7.4.1",
          "kind": "other",
          "published_at": "2025-10-17T11:06:29Z"
        },
        {
          "tag": "v1.7.4",
          "kind": "patch",
          "published_at": "2025-09-30T07:47:09Z"
        },
        {
          "tag": "v1.7.3.4",
          "kind": "other",
          "published_at": "2025-09-19T09:49:05Z"
        },
        {
          "tag": "v1.7.3.3",
          "kind": "other",
          "published_at": "2025-09-12T10:12:31Z"
        },
        {
          "tag": "v1.7.3.2",
          "kind": "other",
          "published_at": "2025-09-05T09:45:26Z"
        },
        {
          "tag": "v1.7.3",
          "kind": "patch",
          "published_at": "2025-08-29T10:08:41Z"
        },
        {
          "tag": "v1.7.2.2",
          "kind": "other",
          "published_at": "2025-08-22T10:19:31Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2025-08-15T07:41:14Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2025-08-08T10:40:10Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2025-08-04T02:12:38Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2025-07-26T10:21:29Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2025-07-18T03:40:53Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2025-07-11T07:35:06Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2025-07-04T06:57:29Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2025-06-28T09:48:10Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2025-06-20T12:40:23Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2025-06-16T06:59:31Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2025-06-09T10:36:02Z"
        },
        {
          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2025-06-06T02:47:31Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "43e55d41aa6929e2688451c7d95c0d28e0e9637f",
          "body": "* 🐛 Bugfix: remove northbound stream returning conversation_id\n\n* 🐛 Bugfix: remove northbound stream returning conversation_id",
          "is_bot": false,
          "headline": "🐛 Bugfix: remove northbound stream returning conversation_id (#3487)",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-07-27T01:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "687282c116f2966be25846daf261f921258dbe99",
          "body": "…ws (#3495)\n\n* ✨ Feat: Extend in-app notifications to MCP and skill repository reviews\n\nNotify publishers and reviewers on submit/approve/reject for MCP and skill\nlistings, with listing/review content, navbar deep-links into mcp/skill space,\nand shared apply/review modals aligned with agent reposito\n[…]\nrs and reviewers on submit/approve/reject for MCP and skill\nlistings, with listing/review content, navbar deep-links into mcp/skill space,\nand shared apply/review modals aligned with agent repository.",
          "is_bot": false,
          "headline": "✨ Feat: Extend in-app notifications to MCP and skill repository revie…",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-07-27T01:58:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9dfb434f7a15d3ccc658af9e9da383852c34281a",
          "body": "* Configure default super admin password for offline deployments\n\n* Document offline deployment package building and installation\n\n* Add offline deployment config reuse and env template merging\n\n* Document administrator password retrieval in installation guides\n\n---------\n\nCo-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Configure offline deployment settings and documentation (#3490)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-07-25T09:00:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10ab9b86b4841b245aafb3b3d3087302b70e41e5",
          "body": "* Bugfix: 确保返回到agent-landing页面时，先创建并切换到一个新的 assistant-ui 线程，再设置 Agent\n\n* Feat: add subagent call style & planning to do list\n\n* fix ut\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* fix ut\n\n* add ut\n\n* fix ut\n\n* add ut\n\n* add ut\n\n* add ut\n\n* add ut\n\n* add ut\n\n* fix:  并行执行两个工具或子代理时，嵌套深度会互相污染的问题\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "✨ Feat: add subagent call style & planning to do list (#3492)",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-25T09:00:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c8bf4caafce63f2e38f9521d602ade02a151290a",
          "body": null,
          "is_bot": false,
          "headline": ":art: select all tools & skills; grouping tools (#3491)",
          "author_name": "MoeexT",
          "author_login": "MoeexT",
          "committed_at": "2026-07-25T08:58:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b055ed83d7e665a563f085e2dfbe40d1799b66c",
          "body": "* feat(agent-config): add agent and skill search\n\n* refactor(agent-config): reduce selector duplication",
          "is_bot": false,
          "headline": "feat: add agent and skill search (#3486)",
          "author_name": "MoeexT",
          "author_login": "MoeexT",
          "committed_at": "2026-07-24T07:39:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4d6d6e392228e0c5a31eb1f0f2bb38ef64900b6",
          "body": "…om/ModelEngine-Group/nexent/issues/3339 (#3483)\n\n* 🐛 Bugfix: Implement knowledge base read permission controls and filtering (#3339)\n\n* ✨ Add unit tests for permission_utils: Implement comprehensive tests for knowledge base edit and read permission checks, ensuring correct HTTP status code mapping for various scenarios. This includes handling ValueError and PermissionError exceptions, validating the behavior of the FastAPI adapter layer.",
          "is_bot": false,
          "headline": "🐛bugfix:fix the kb retrieval privilege control,close https://github.c…",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-07-23T06:53:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aa7cce526b0ef6f29496aa1d9957e3a20f19fe2",
          "body": "…(#3480)\n\n* feat: align skill repository behavior with agents\n\n* feat: align skill visibility and repository permissions\n\n* fix: align skill sorting and agent config editing\n\n* test: isolate skill service module mocks\n\n* chore: move skill migration to v2.4.0\n\n* fix: hide group settings in read-only skill detail\n\n* fix: refine skill detail editor and quality checks\n\n* add test case\n\n* fix test case\n\n* add test case",
          "is_bot": false,
          "headline": "✨ Feat: align skill repository permissions and lifecycle with agents …",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-23T06:19:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b08fc42910dba6af6098a51cda7204432131a971",
          "body": "…t formatting (#3482)\n\nPR #3475 refactored prompt management from YAML templates into the\ncontext-based formatting system. The parallel scheduling guidance for\nManager agents was previously defined in manager_system_prompt_template_*.yaml\nand was lost during the migration.\n\nThis commit restores the guidance in the new location:\n- sdk/nexent/core/agents/context/formatting.py (en + zh)\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "✨ sync: restore parallel optimization guidance in context-based promp…",
          "author_name": "cj2026-bit",
          "author_login": "cj2026-bit",
          "committed_at": "2026-07-23T02:06:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "15f7e91040b111fe367b63adaddaa1de937d35c5",
          "body": "* basic\n\n* mcp用户权限\n\n* test case fix\n\n* test case fix\n\n* test case fix\n\n* test case fix\n\n* test case fix\n\n* test case fix\n\n* add test case\n\n* fix test case\n\n* add test case\n\n* fix test case\n\n* add test case\n\n* add test case\n\n* sql migrations\n\n* MCP space UI\n\n* agent配置可见性修改\n\n* 本地镜像标签可见性修改\n\n* 存量mcp权限设置",
          "is_bot": false,
          "headline": "feat: MCP space - group permissions and field-level sharing (#3470)",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-23T02:05:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c0fe1a3ced18e5f5b3745baebe07c1012701576",
          "body": "…torTool (#3481)\n\nBug: MCP tool refresh fails when scanning all tool classes because\nParallelExecutorTool lacks the 'category' attribute that other tools\ndefine (e.g. store_memory uses DATABASE, search_memory uses SEARCH).\n\nTrigger: MCP service refresh iterates over all tool classes and\naccesses .ca\n[…]\n=1 which returned\n{'message': 'Tool count refreshed', 'status': 'success'}. Previously\nthis would have failed with AttributeError during tool iteration.\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "🐛 fix: add missing category and tool_sign attributes to ParallelExecu…",
          "author_name": "cj2026-bit",
          "author_login": "cj2026-bit",
          "committed_at": "2026-07-23T01:13:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f0a4165f4495e686e1c8c153171baeab3e6540f5",
          "body": "…cted with wrong tenant_id (#3465)\n\n* 🐛 Bugfix: SkillManager lifecycle bug causing local_skill_path constructed with wrong tenant_id\n\n* 🧪 Update test files\n\n* 🐛 Bugfix: SkillManager lifecycle bug causing local_skill_path constructed with wrong tenant_id\n\n* 🧪 Update test files\n\n* 🧪 Update test files\n\n* 🧪 Update test files\n\n* 🧪 Update test files",
          "is_bot": false,
          "headline": "🐛 Bugfix: SkillManager lifecycle bug causing local_skill_path constru…",
          "author_name": "Xia Yichen",
          "author_login": "Jasonxia007",
          "committed_at": "2026-07-23T01:02:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ae356381482704eddd3bd088dd1c0a2769bfdbe",
          "body": "* ✨ Feature: Secure sandbox and control\n[Specification Details]\n1. A Docker container is launched to serve as a sandbox; different `agent_run` instances request distinct Jupyter kernels and execute code within them.\n\n* ✨ Feature: Secure sandbox and control\n[Specification Details]\n1. Fix test cases.\n\n[…]\n: Secure sandbox and control\n[Specification Details]\n1. Add image build to workflows.\n2. Add image properties auto change to deployment.\n\n---------\n\nCo-authored-by: XUYAQIDE\\xuyaq <xuyaqist@gmail.com>",
          "is_bot": false,
          "headline": "✨ Feature: Secure sandbox and control (#3456)",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-23T01:01:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "007ded3901c20734eee1ff1bbf9c9ecd01ce5c26",
          "body": "* Release/v2.2.1 (#3269)\n\n* add_greeting_fields_to_agent-develop\n\n* feat(knowledge-base): add preserve_source_file and post-index source cleanup\n\nLet knowledge bases opt out of keeping uploaded MinIO copies after indexing\nwhile retaining Elasticsearch chunks for retrieval. Default behavior remains\np\n[…]\n-authored-by: Dallas98 <990259227@qq.com>\nCo-authored-by: frr <64584192+wuyuanfr@users.noreply.github.com>\nCo-authored-by: jeffwu <meetjeff.wu@gmail.com>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Feat: Add agent guardrail (safety content screening) (#3443)",
          "author_name": "JeffWu",
          "author_login": "jeffwu-1999",
          "committed_at": "2026-07-22T09:06:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c7a7ae5052dab662bf86038ecc983106d8a4b3d5",
          "body": "… (#3477)\n\n* ✨ Feat: Add in-app notifications for agent repository review workflow\n\nNotify publishers and reviewers on submit/approve/reject, with navbar bell UI,\nreview opinion content, and deep-link navigation into agent space.\n\n* ✨ Feat: Add in-app notifications for agent repository review workfl\n[…]\npp notifications for agent repository review workflow\n\nNotify publishers and reviewers on submit/approve/reject, with navbar bell UI,\nreview opinion content, and deep-link navigation into agent space.",
          "is_bot": false,
          "headline": "✨ Feat: Add in-app notifications for agent repository review workflow…",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-07-22T07:14:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "59fc453c62dda3a397a1e00af2c55e1ce367821d",
          "body": "…context runtime (#3475)\n\n* refactor(context): enforce authorized run snapshots\n\n* refactor(context): remove legacy runtime assembly\n\n* refactor(context): replace components with context items\n\n* refactor(context): unify agent context modules\n\n* feat(context): add layered selection policy\n\n* feat(co\n[…]\n\n* test context helper edge cases\n\n* fix context test float assertion\n\n* test context rendering and manager boundaries\n\n* refactor agent context manager ownership\n\n* fix sonar agent execution findings",
          "is_bot": false,
          "headline": "feat(context): introduce ContextItems and adaptive compaction, unify …",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-07-22T07:13:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30bb3a800e71ec675d2f2feb6ad1eac77cf23e64",
          "body": "…chat page (#3479)\n\n* feat: refactor chat\n\n* fix frontend type-check\n\n* Bugfix: 修复message_index 与对话轮次错位问题\n\n* fix ut\n\n* add try catch\n\n* fix ut\n\n* fix ut\n\n* 新增ut\n\n* add ut\n\n* Bugfix: Add compatibility for Markdown rendering in old chat page\n\n* add sql\n\n* 删除之前sql创建的权限点\n\n* 优化前端\n\n* 优化前端\n\n* 优化前端\n\n* 兼容模型token_threshold为null的情况\n\n* 修复历史记录页面无法正常返回agent选择页面\n\n* Bugfix: fix sql & filter agent list to show only main agent on new chat page",
          "is_bot": false,
          "headline": "🐛 Bugfix: fix sql & filter agent list to show only main agent on new …",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-22T06:06:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52d12525338f1df3c6f4594be8147035d841fecf",
          "body": "* ✨ Feature: Planing agent (backend)\n\n* ✨ Feature: Planing agent (ut)\n\n* ✨ Feature: Planing agent (ut)",
          "is_bot": false,
          "headline": "✨ Feature: Planing agent (backend) (#3432)",
          "author_name": "WMC001",
          "author_login": "WMC001",
          "committed_at": "2026-07-22T04:31:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8442a120665531bec0fdfba3bdcb29f447de9f0b",
          "body": "…#3476)\n\n* feat: refactor chat\n\n* fix frontend type-check\n\n* Bugfix: 修复message_index 与对话轮次错位问题\n\n* fix ut\n\n* add try catch\n\n* fix ut\n\n* fix ut\n\n* 新增ut\n\n* add ut\n\n* Bugfix: Add compatibility for Markdown rendering in old chat page\n\n* add sql\n\n* 删除之前sql创建的权限点\n\n* 优化前端\n\n* 优化前端\n\n* 优化前端\n\n* 兼容模型token_threshold为null的情况\n\n* 修复历史记录页面无法正常返回agent选择页面",
          "is_bot": false,
          "headline": "🐛 Bugfix: Add compatibility for Markdown rendering in old chat page (…",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-22T03:10:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1db1cf4994ecbb4c746bb6c844ea270d57df3e5",
          "body": "…ts (#3460)\n\nTwo-layer severity model + three checkpoints + circuit breaker:\n- SeverityResolver: hardcoded (severity, source) -> effective_action table\n  (block+new_input→terminate, history/tool_output→mask, tool_input→block)\n- GuardrailEngine: check_input (①), check_output (②), check_tool_args (③),\n[…]\nlockedError → FinalAnswerError\n- 63 unit tests (test_guardrail_engine.py + test_guardrail_checkpoints.py)\n\nCo-authored-by: jeffwu <meetjeff.wu@gmail.com>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "✨Feat: Add agent guardrail (safety content screening) — backend + tes…",
          "author_name": "JeffWu",
          "author_login": "jeffwu-1999",
          "committed_at": "2026-07-21T11:07:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "16d6db7e1b5e235776f8970ccdbd43a27971064c",
          "body": "…age sync (#3471)\n\n* 🐛Bugfix: agent version dropdown shows empty on initial render\n\n* 🐛Bugfix ：Fix incomplete chunk list display in knowledge base pagination overview.\n\n* 🐛Bugfix: interactive skill creation ignores UI language",
          "is_bot": false,
          "headline": "🐛Bugfix: agent version display, chunk list scrolling, and skill langu…",
          "author_name": "Jinyu Z",
          "author_login": "ayiya12",
          "committed_at": "2026-07-21T09:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "522baebbdb92d2d94817f2597bd6accc67b0a737",
          "body": "* feat: refactor chat\n\n* fix frontend type-check\n\n* Bugfix: 修复message_index 与对话轮次错位问题\n\n* fix ut\n\n* add try catch\n\n* fix ut\n\n* fix ut\n\n* 新增ut\n\n* add ut",
          "is_bot": false,
          "headline": "✨ Feat: refactor chat (#3469)",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-21T09:08:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22ae328161e1dddc32e85992dc4e3bc914a35d73",
          "body": "…ion (#3462)\n\n* ✨ Feature: Add parallel_executor tool for concurrent sub-agent execution\nIntroduce a system-managed parallel_executor tool that allows agents to\n  execute multiple independent tool/agent calls concurrently via\n  ThreadPoolExecutor, reducing total latency for parallelizable subtasks.\n\n[…]\nate_agent_info test suites\n\n* 🐛 fix: handle empty tool_ids in prompt_service and reset mock in create_agent_config tests\n\n* 🧪 test: add coverage for ParallelExecutorTool.forward and wrong tuple length",
          "is_bot": false,
          "headline": "✨ Feature: Add parallel_executor tool for concurrent sub-agent execut…",
          "author_name": "cj2026-bit",
          "author_login": "cj2026-bit",
          "committed_at": "2026-07-21T09:03:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9e4166b9c20dcea45401bc760803b51f0cbd4bb7",
          "body": "…r rollback (#3473)\n\n* Bugfix: Resolve publish failure when latest version is deleted after rollback\n\n* fix ut",
          "is_bot": false,
          "headline": "🐛 Bugfix: Resolve publish failure when latest version is deleted afte…",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-21T09:01:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b076d424bc694afde229df0eb781888ef6e235bd",
          "body": "* ✨ Feat: Enhance user information retrieval by including group names in user list\n\n* fix(test): mock query_groups_by_user in test_user_service to return iterable list\n\n* perf: replace N+1 query_groups_by_user with single batch JOIN query_groups_by_users\n\n* test: add coverage for query_groups_by_users DB function and group_names field in get_users",
          "is_bot": false,
          "headline": "✨ Feat: The User tab shows which user group the user belongs to. (#3472)",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-07-21T07:46:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e705507af044e53e517d85e601cb55f12f3ab78",
          "body": "* feat(quota): add storage quota enforcement\n\n* feat(quota): add quota management interface and warnings\n\n* :bug: developer warning depressed\n\n* feat(quota): enforce platform tenant allocation\n\n* fix: preserve quota patch field semantics\n\n* test: include quota coverage in CI suite\n\n* test: cover quota platform edge cases\n\n* fix: localize quota allocation conflicts\n\n* feat: refine platform quota overview layout\n\n* fix: restore platform quota panel scrolling",
          "is_bot": false,
          "headline": "feat: knowledgebase capacity quota and warning (#3451)",
          "author_name": "MoeexT",
          "author_login": "MoeexT",
          "committed_at": "2026-07-21T06:39:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea3fd0711fb21310374b89737c7061f6777a1c58",
          "body": "* Feat: Add northbound API for agent detail retrieval\n\n* fix ut\n\n* add ut",
          "is_bot": false,
          "headline": "Feat: Add northbound API for agent detail retrieval (#3466)",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-20T12:57:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca8cb2c542fa43d47100dc4d0e3a336b16600ee9",
          "body": "* Feat: Allow setting agent as main agent via configuration\n\n* fix ut",
          "is_bot": false,
          "headline": "✨ Feat: Allow setting agent as main agent via configuration (#3461)",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-20T12:57:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a3ddfdab3697b9b84bf0becb17fac6b40d13302",
          "body": "* feat: implement agent automation features including task management and proposal handling\n\n* feat: implement agent automation features including task management and proposal handling\n\n* feat: refine automation instruction prompts to enhance clarity and intent preservation\n\n* feat: enhance automati\n[…]\ntom date-time picker for automation proposals and refactor related components\n\n* test(agent): improve automation patch coverage\n\n* feat: add turn resource command handling and automation task creation",
          "is_bot": false,
          "headline": "Add agent automation task capability (#3439)",
          "author_name": "Dallas98",
          "author_login": "Dallas98",
          "committed_at": "2026-07-20T12:40:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "44d1caf641613bd96ebb5e809f1870a428ea7ec0",
          "body": "…tion buttons (#3438)",
          "is_bot": false,
          "headline": "♻️ refactor: remove unused AppConfigSection and refit model config ac…",
          "author_name": "Jinyu Z",
          "author_login": "ayiya12",
          "committed_at": "2026-07-20T01:57:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bf43341a9d258fad02e9c885d9675b8f210ccae",
          "body": null,
          "is_bot": false,
          "headline": "Improve MCP add error messages (#3448)",
          "author_name": "gjc199",
          "author_login": "gjc199",
          "committed_at": "2026-07-20T01:29:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb7b745ef68919fc87e30b17871f458767606001",
          "body": "…ing file analysis in the session. (#3454)",
          "is_bot": false,
          "headline": "♻️ Refactor: Fixed an issue where JSON analysis was not supported dur…",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-20T01:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9af00c00715dec5b880830ca3e59d16323796595",
          "body": "…mas (#3446)\n\n* fix: add missing W1 capacity fields to ManageTenantModel request schemas\n\n* test: preserve capacity fields in manage model requests",
          "is_bot": false,
          "headline": "fix: add missing W1 capacity fields to ManageTenantModel request sche…",
          "author_name": "frr",
          "author_login": "wuyuanfr",
          "committed_at": "2026-07-17T06:17:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99a9d652f0c1505080f06907b3bd6c4ecec6280b",
          "body": "* fix reported issue regressions\n\n* test: cover issue permission checks\n\n* test: cover remaining knowledge permission branches\n\n* test: cover private permission fallback branch",
          "is_bot": false,
          "headline": "🐛 Bugfix: Fix issue:#3167, #2896, #3265, #2882 (#3441)",
          "author_name": "gjc199",
          "author_login": "gjc199",
          "committed_at": "2026-07-17T02:59:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "406e061b0e162c007d63bfe2860e70b509b799a4",
          "body": "The file was introduced in PR #3396 but remained empty (0 bytes)\nwith no content or references in docker-compose configs.\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: remove empty docker/init.sql file (#3440)",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-16T08:42:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f5e18d2acd30970df265e7a504d3cc5d1f70026f",
          "body": "* fix skill creation stream parsing\n\n* fix copied skill repository publish\n\n* test skill stream and export edge cases\n\n* test remaining skill stream parser branches",
          "is_bot": false,
          "headline": "fix: skill summary  (#3430)",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-15T09:25:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "170216a5e955ac805178963ebba2fc49ac9b61a2",
          "body": "* feat: remove version number field from MCP edit modal\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n* 🐛 Fix: remove version badge from review center detail modal\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n* 🐛 Fix: add missing English translations for MCP page\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix: remove mcp version number (#3429)",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-15T07:34:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "48575bf9486baba541b630e19167891f724d521a",
          "body": null,
          "is_bot": false,
          "headline": "fix: MCP space - api and frontend bug fixes (#3427)",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-15T01:50:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5309caf5d49e18cc1416504410fd84853352dddf",
          "body": null,
          "is_bot": false,
          "headline": "Fix agent skill unselect persistence (#3426)",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-15T01:49:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fae07eeb8ea8b73773b4c20df7ae500cfbd8bb66",
          "body": "…9 (#3424)",
          "is_bot": false,
          "headline": "🐛 Fix sequence OWNED BY before table creation in migration v2.3.0_070…",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-14T07:33:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0983c9d8a05a891bc89ac4cb27278864cc5ebe2",
          "body": "…quests to frontend only (#3422)\n\n* Bugfix:add crypto.randomUUID() fallback in http\n\n* Bugfix: Update homepage redirect link\n\n* Refactor: Auto-create conversation when conversation_id is empty in agent/run\n\n* Bugfix: skip conversation auto-create in debug mode\n\n* 修复单元测试\n\n* 新增UT\n\n* 新增UT测试\n\n* 修改单元测试\n\n\n[…]\n token refresh requests to frontend only\"\n\nThis reverts commit fb7a2934a5bd6cce111f6b349b8190f52b177e04.\n\n* Bugfix: Disable Supabase auto refrsh token, restrict token refresh requests to frontend only",
          "is_bot": false,
          "headline": "Bugfix: Disable Supabase auto refrsh token, restrict token refresh re…",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
          "committed_at": "2026-07-14T06:16:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0a6892f9d2c82e3c5447b0a2947f61d84a6b7e64",
          "body": "* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* delete version\n\n* delete version\n\n* local mirror\n\n* 修复工具验证问题以及工具数量显示问题\n\n* 增加自定义外部市场mcp名称功能；\n增加mcp重复命名检查；\n\n* 增加工具数量更新功能\n\n* 增加工具数量更新功能\n\n* 修复仓库的工具数量显示问题；\n修复mcp删除bug\n\n* “我的”mcp“申请上架”逻辑问题\n\n* 修复“我的”mcp开发者显示问题；\n修复mcp删除后没有同步到智能体开发mcp列表问题；\n\n\n[…]\nGate\n\n* test case\n\n* 前端修改\n\n* 审核机制及表设计按照agent仓库修改\n\n* 审核机制及表设计按照agent仓库修改\n\n* test cases\n\n* test cases\n\n* test cases\n\n* test cases\n\n* bug fix\n\n* Delete k8s/helm/nexent/charts/nexent-common/files/init.sql",
          "is_bot": false,
          "headline": "fix: Clean up leftover file (#3421)",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-14T06:05:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cefad226490b948db96e0ed89b6d25b6497b3e61",
          "body": null,
          "is_bot": false,
          "headline": "fix: remove duplicate skill locale keys (#3423)",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-14T06:04:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "228f3d8da8917c01858a48ff0729ca84cdbedcc2",
          "body": "* fix: update skill repository action wording\n\n* fix: update skill repository action wording\n\n* fix: internationalize skill repository UI",
          "is_bot": false,
          "headline": "🐛 Bugfix: update skill repository action wording (#3418)",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-14T03:35:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a8a3164dc3189ff3920445d5ef69b28ff41ce4d7",
          "body": null,
          "is_bot": false,
          "headline": "Bump version from v2.2.2 to v2.3.0",
          "author_name": "Dallas98",
          "author_login": "Dallas98",
          "committed_at": "2026-07-14T03:15:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baeff29ca1c0f2e74a66c3574b455c775df0a83d",
          "body": "…hunks listing and hybrid search endpoints(#3416)\n\n* feat: move /owner-manage left-nav from ASSET_OWNER to SU, add index chunks listing and hybrid search endpoints\n\n* feat: move /owner-manage left-nav from ASSET_OWNER to SU, add index chunks listing and hybrid search endpoints\n\n* feat: move /owner-manage left-nav from ASSET_OWNER to SU, add index chunks listing and hybrid search endpoints",
          "is_bot": false,
          "headline": "feat: move /owner-manage left-nav from ASSET_OWNER to SU, add index c…",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-07-14T03:09:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d661a6865d803072af06d4c17cfa8e29f3f73c11",
          "body": "…selected (#3415)",
          "is_bot": false,
          "headline": "🐛 Bugfix: Fix skill count display error when delete a skill has been …",
          "author_name": "WMC001",
          "author_login": "WMC001",
          "committed_at": "2026-07-14T02:06:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0070b9ebce63da06f01dffa67255ff97c7f14a9a",
          "body": "…r (#3396)\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* mcp web\n\n* delete version\n\n* delete version\n\n* local mirror\n\n* 修复工具验证问题以及工具数量显示问题\n\n* 增加自定义外部市场mcp名称功能；\n增加mcp重复命名检查；\n\n* 增加工具数量更新功能\n\n* 增加工具数量更新功能\n\n* 修复仓库的工具数量显示问题；\n修复mcp删除bug\n\n* “我的”mcp“申请上架”逻辑问题\n\n* 修复“我的”mcp开发者显示问题；\n修复mcp删除后没有同步到智能体\n[…]\nBACKEND_MAPPING.md\n\n* 更新测试用例\n\n* fix test case\n\n* Quality Gate\n\n* Quality Gate\n\n* test case\n\n* 前端修改\n\n* 审核机制及表设计按照agent仓库修改\n\n* 审核机制及表设计按照agent仓库修改\n\n* test cases\n\n* test cases\n\n* test cases\n\n* test cases",
          "is_bot": false,
          "headline": "✨ Feature: MCP market restructure — Repository, My MCPs, Review Cente…",
          "author_name": "Hankin",
          "author_login": "menglinghan",
          "committed_at": "2026-07-14T01:40:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e218281868bead9ef476dfcafbb7e27efe21b42a",
          "body": "Co-authored-by: root <root@DESKTOP-UARO3HF.localdomain>",
          "is_bot": false,
          "headline": "Add OAuth login mode config and forced redirect handling (#3414)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-07-14T01:40:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e341ff5ddd1742af7671306b6b9bc0efcb58d32d",
          "body": "* Add skill repository backend APIs\n\n* Add skill repository frontend flow\n\n* Refine skill repository build UI\n\n* feat: add skill edit modal state\n\n* feat: improve skill repository copy, edit, and review flows\n\n* feat: refine agent config skill management\n\n* test: add skill repository coverage and re\n[…]\ne skill path test setup\n\n* test: cover skill update by id workflow\n\n* fix: resolve skill repository quality gate issues\n\n* fix: test\n\n---------\n\nCo-authored-by: sumi2234 <sumi2234@noreply.atomgit.com>",
          "is_bot": false,
          "headline": "✨ Feature: add skill repository lifecycle and management UI (#3393)",
          "author_name": "Summer-Si",
          "author_login": "Summer-Si",
          "committed_at": "2026-07-13T02:09:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "20bad41e852474f5d66a2c270edc64ef048dc21c",
          "body": "* feat: 支持web config runtime northbound多副本\n\n* Use ReadWriteMany for Kubernetes persistence defaults\n\n* Normalize PR diff line endings\n\n* fix: 修复单测\n\n* Fix agent service unit test mocks\n\n* feat: 默认单实例\n\n* feat: 补充单测\n\n* feat: 补充单测\n\n* feat: enhance deployment options persistence and loading mechanism\n\n* feat: remove multi-replica mode references and improve error logging in northbound service\n\n---------\n\nCo-authored-by: root <root@DESKTOP-UARO3HF.localdomain>",
          "is_bot": false,
          "headline": "支持web config runtime northbound多副本 (#3390)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-07-13T02:06:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ee20b44a0581976672464237b51730e279e87e8",
          "body": null,
          "is_bot": false,
          "headline": "fix context manager builtin tool context (#3401)",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-07-13T01:42:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a48c18dcae2c7b9c340394c12524765f7c02107",
          "body": "…s for the agent. (#3400)\n\n* ♻️ Refactor: Remove the limit on the maximum number of execution steps for the agent.\n\n* ♻️ Refactor: Remove the limit on the maximum number of execution steps for the agent.\n\n* ♻️ Refactor: Remove the limit on the maximum number of execution steps for the agent.",
          "is_bot": false,
          "headline": "♻️ Refactor: Remove the limit on the maximum number of execution step…",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-10T07:37:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f13d6eba250e4b01e0764cad7a52ef513f70d3b",
          "body": "* fix: persist conversation agent and verify jwt expiry\n\n* test: cover conversation agent and jwt expiry changes\n\n* fix: refresh published agents after deletion\n\n* 11",
          "is_bot": false,
          "headline": "🐛Bugfix: Persist conversation agent and verify jwt expiry (#3392)",
          "author_name": "gjc199",
          "author_login": "gjc199",
          "committed_at": "2026-07-10T07:10:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a9832cb0f1aa74b5bff5b12a3119397988adb19",
          "body": null,
          "is_bot": false,
          "headline": "Disable context component budget pruning (#3394)",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-07-10T02:07:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a6fce7342131d76b3b3a8183996d7af53a09f36",
          "body": "…ly, if a model was selected and subsequently deleted, the agent would encounter runtime errors without any corresponding notification on the frontend. (#3397)\n\n* 🐛 Bugfix: Fixed an issue where deleted models could still be selected during debugging. + Internationalization loading description of too\n[…]\nissue with tools relying on large models: previously, if a model was selected and subsequently deleted, the agent would encounter runtime errors without any corresponding notification on the frontend.",
          "is_bot": false,
          "headline": "🐛 Bugfix: Fixed an issue with tools relying on large models: previous…",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-10T01:36:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1abd895dc6626fe6466b2d0f3863a9cd42441ef8",
          "body": "* 🐛 BugFix: show name conflict error inline in knowledge base input (#3251)\n\nShow error message inline below input when KB name already exists, instead of relying on input status alone. Closes #3251.\n\n- Add nameStatus state + AlertCircle icon + error text\n- Change title bar alignment from items-cent\n[…]\nm UploadArea to DocumentList via prop\n\n* 🐛 BugFix: Improve responsive layout of knowledge base creation page (#3251)\n\n* fix: improve responsive layout and prevent overflow in knowledge base components",
          "is_bot": false,
          "headline": "🐛Bugfix: Fix responsive layout issues on knowledge base page (#3381)",
          "author_name": "Jinyu Z",
          "author_login": "ayiya12",
          "committed_at": "2026-07-09T11:53:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "592d0cb032c5c3c4d53c4b476cf4cd229191a885",
          "body": "…s (#3367)\n\n* Release/v2.2.1 (#3269)\n\n* add_greeting_fields_to_agent-develop\n\n* feat(knowledge-base): add preserve_source_file and post-index source cleanup\n\nLet knowledge bases opt out of keeping uploaded MinIO copies after indexing\nwhile retaining Elasticsearch chunks for retrieval. Default behavi\n[…]\nnoreply.github.com>\nCo-authored-by: hhhhsc701 <56435672+hhhhsc701@users.noreply.github.com>\nCo-authored-by: Dallas98 <990259227@qq.com>\nCo-authored-by: frr <64584192+wuyuanfr@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(agent-repository): remove categories and allow custom emoji icon…",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-07-09T11:50:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "80a5d1cc3637237c0e64af676c78998ff2ef4cf9",
          "body": "…388)\n\n* Add image registry prefix support to offline deployment\n\n* Add image registry prefix support to offline deployment\n\n* 优化构建包\n\n* Support source-suffixed offline packages and configurable init image\n\n* k8s部分参数落盘\n\n* clean code\n\n---------\n\nCo-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Add image registry prefix support and optimize offline deployment (#3…",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-07-09T02:02:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcff4033980c362fac331b1bd2711ff862f6ae3b",
          "body": "* 🐛 Bugfix: remove irrational fallback index logic when accurate retrieved results not appeared in semantic retrieved results\n♻️ Skill now can read files directly with relative path\n\n* 🐛 Bugfix: remove irrational fallback index logic when accurate retrieved results not appeared in semantic retrieved\n[…]\n* 🐛 Bugfix: remove irrational fallback index logic when accurate retrieved results not appeared in semantic retrieved results\n♻️ Skill now can read files directly with relative path\n\n* 🧪 Add unit test",
          "is_bot": false,
          "headline": "♻️ Skill now can read files directly with relative path (#3384)",
          "author_name": "Xia Yichen",
          "author_login": "Jasonxia007",
          "committed_at": "2026-07-08T01:42:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3077bcd8f2af8352e0cbdbac3575dfa60bd6e00c",
          "body": "* Release/v2.2.1 (#3269)\n\n* add_greeting_fields_to_agent-develop\n\n* feat(knowledge-base): add preserve_source_file and post-index source cleanup\n\nLet knowledge bases opt out of keeping uploaded MinIO copies after indexing\nwhile retaining Elasticsearch chunks for retrieval. Default behavior remains\np\n[…]\n56435672+hhhhsc701@users.noreply.github.com>\nCo-authored-by: Dallas98 <990259227@qq.com>\nCo-authored-by: frr <64584192+wuyuanfr@users.noreply.github.com>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(ragflow): add RAGFlow search tool (#3378)",
          "author_name": "jxl",
          "author_login": "jixiaolong",
          "committed_at": "2026-07-08T01:41:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1bd2c1c6d3cea8e3a16c5d3d042ae5b975c799a6",
          "body": "* Use CCS tag for mainland pushes\n\n* Add no-cache support to image builds\n\n* Revamp rollout checksums for env and image changes\n\n* Add root build wrapper for image and package builds\n\n* Sync monitoring defaults and env generation\n\n* Harden monitoring deploy and uninstall cleanup\n\n* Unify monitoring \n[…]\nloy wrapper\n\n* Stop persisting appVersion in deployment config\n\n* Add defaults mode to deploy wrappers\n\n---------\n\nCo-authored-by: root <root@DESKTOP-UARO3HF.localdomain>\nCo-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Enhance image builds and monitoring with no-cache and cleanup (#3344)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-07-07T11:41:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5c7843268a905f9560e85f175ca6b7e28219ba27",
          "body": "* fix(context): use ContextManager uncompressed baseline for save% metric\n\nPreviously _last_uncompressed_est was set from input_messages which are\nalready compressed by prepare_step, making est_raw_i always equal est_i\nand save% structurally ~0%. Now pull the truly-uncompressed token count\nfrom Cont\n[…]\ns_with_cache_extra (Sonar S100)\n\nCo-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: liudongfei <liudongfei4@huawei.com>",
          "is_bot": false,
          "headline": "Feat/opt agent context refactor v2 (#3383)",
          "author_name": "liudfgoo",
          "author_login": "liudfgoo",
          "committed_at": "2026-07-07T07:39:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "76bab69ab236543f358c15247ac4dbef0dd34c7c",
          "body": "…n agent/run (#3380)\n\n* Bugfix:add crypto.randomUUID() fallback in http\n\n* Bugfix: Update homepage redirect link\n\n* Refactor: Auto-create conversation when conversation_id is empty in agent/run\n\n* Bugfix: skip conversation auto-create in debug mode\n\n* 修复单元测试\n\n* 新增UT\n\n* 新增UT测试\n\n* 修改单元测试",
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          "headline": "♻️ Refactor: Auto-create conversation when conversation_id is empty i…",
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          "author_login": "xuyaqist",
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          "body": "…dit fixes (#3355)\n\n* fix(model): stop sending hidden form.provider as modelFactory on single-add\n\nSingle-add mode has no provider dropdown — form.provider stays at its\nhidden default 'modelengine', which was forwarded as modelFactory to\nthe backend, overriding the Pydantic default 'OpenAI-API-Compa\n[…]\nix)\n- 'Use suggestion' button\n- fuzzy-match warning when canonical name not accepted\n\nWhen no suggestion is found, show a localized description instead of\nthe generic 'no additional details' fallback.",
          "is_bot": false,
          "headline": "🐛 Bugfix: W11 capacity suggestion for batch gear modals + model add/e…",
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          "author_login": "wuyuanfr",
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          "body": "[Specification Details]\n1. Standardizing the styling of debugging pop-ups in frontend tools.\n2. Tool debugging configuration parameters are retrieved from the store rather than from the API each time.",
          "is_bot": false,
          "headline": "🐛 Bugfix: Tool debugging bug fixes. (#3371)",
          "author_name": "panyehong",
          "author_login": "YehongPan",
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          "body": "* Bugfix:add crypto.randomUUID() fallback in http\n\n* Bugfix: Update homepage redirect link",
          "is_bot": false,
          "headline": "🐛 Bugfix: Update homepage redirect link (#3376)",
          "author_name": "xuyaqi",
          "author_login": "xuyaqist",
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        },
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          "body": "* feat: add conversation share\n\n* add ut test\n\n* add conversation share db tests\n\n* Fix share link copy fallback",
          "is_bot": false,
          "headline": "fix：Fix share link copy fallback (#3340)",
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          "author_login": "gjc199",
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          "body": "…ose#3188 (#3356)\n\n* ✨Feat：add prompt optimization\n\n* 🐛Bugfix: dockerbuild failed when running pipefail in python3_11\n\n* 🔨Optimize： Optimize prompt optimization display page and interaction methods\n\n* ✨Feat:add agent evaluator\n\n* 🐛Bugfix: fix fronted and report download\n\n* 🐛 Bugfix: Add xlrd depende\n[…]\nempotent script for improved installation simplicity and clarity. This includes the addition of evaluation tables and the pass_status column, ensuring all necessary structures are created in one step.",
          "is_bot": false,
          "headline": "✨Feat:Integrate openjiuwen's intelligent agent evaluation function cl…",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-07-03T02:50:01Z",
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          "body": "…y tools (#3359)\n\n* 🐛 Bugfix: Guard memory_user_config against None in store/search memory tools\n\nAdd None checks before accessing memory_user_config attributes in\nStoreMemoryTool and SearchMemoryTool. When config is unavailable,\napply conservative default (agent_share_option='never') to prevent\nuni\n[…]\n_search_memory_tool: add None config, _run_coroutine tests\n- test_memory_config_service: add duplicate record cleanup tests\n- test_tool_configuration_service: add SYSTEM_MANAGED_TOOL_NAMES filter test",
          "is_bot": false,
          "headline": "🐛 Bugfix: Guard memory_user_config against None in store/search memor…",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
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          "headline": "Bugfix:add crypto.randomUUID() fallback in http (#3360)",
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          "author_login": "xuyaqist",
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          "body": "…. (#3357)",
          "is_bot": false,
          "headline": "🐛 Bugfix: The backend setting for self-verification defaults to False…",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-02T09:46:14Z",
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        },
        {
          "oid": "4e7d9fe15c78d85c732beb9fe06ac8d439e99327",
          "body": "* 🐛 Bugfix: Thinking content displays incorrectly after refreshing\n\n* 🧪 Add test files\n\n* 🧪 Add test files\n\n* 🧪 Add test files",
          "is_bot": false,
          "headline": "🐛 Bugfix: Thinking content displays incorrectly after refreshing (#3353)",
          "author_name": "Xia Yichen",
          "author_login": "Jasonxia007",
          "committed_at": "2026-07-02T03:43:12Z",
          "body_truncated": false,
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          "oid": "45fa9c6857387491b663328cfb3d15a42c32779b",
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          "is_bot": false,
          "headline": "🐛 Bugfix: Fixed the logic for retrieving APP_VERSION. (#3354)",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-02T03:42:23Z",
          "body_truncated": false,
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          "oid": "599fbeb20e1841d8b5e83908982bdbd31d00b502",
          "body": "…Alibaba Bailian. (#3350)",
          "is_bot": false,
          "headline": "🐛 Bugfix: Fixed an issue with batch model addition and validation in …",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-07-02T02:12:51Z",
          "body_truncated": false,
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        },
        {
          "oid": "10d9e745443e1a8979896e5d3206e77985fb25b5",
          "body": null,
          "is_bot": false,
          "headline": "Bump version from v2.2.1 to v2.2.2",
          "author_name": "Dallas98",
          "author_login": "Dallas98",
          "committed_at": "2026-07-01T08:52:49Z",
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          "is_coding_agent": false
        },
        {
          "oid": "664d72d9fe244ea541d309ec01e42cb2d2f4f92c",
          "body": "* 📝Doc:Refresh the dependency instructions for Python and Node.js in doc, and solve the issue of version drift in Node.js for pipeline CL and Docker\n\n* 📝Doc: update Python version in documentation to 3.11",
          "is_bot": false,
          "headline": "📝Doc：Refresh Python dependency instructions for doc (#3345)",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-07-01T07:13:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60eda2bc6eb841d906733531fdbb8e286d5c7c7d",
          "body": "…js in do…\" (#3342)\n\nThis reverts commit f606a0444a1770a137adb55a810e3635ad118bb2.",
          "is_bot": false,
          "headline": "Revert \"📝Doc:Refresh the dependency instructions for Python and Node.…",
          "author_name": "Dallas98",
          "author_login": "Dallas98",
          "committed_at": "2026-07-01T06:12:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f606a0444a1770a137adb55a810e3635ad118bb2",
          "body": "…c, and solve the issue of version drift in Node.js for pipeline CL and Docker (#3341)",
          "is_bot": false,
          "headline": "📝Doc:Refresh the dependency instructions for Python and Node.js in do…",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-07-01T03:02:31Z",
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        },
        {
          "oid": "9d1900a68ef01bfd085b0cfb588784ea74373627",
          "body": "- Add missing toolPool.group.mcp i18n key for en/zh locales\n- Wrap category labels with t() to properly translate i18n keys\n  instead of showing raw key strings\n- Disable 'Select Tools' button when no agent is selected\n- Group MCP tools by server name (usage) instead of all\n  falling into 'Other' category\n- Hide empty tool source tabs (e.g. LangChain with no tools)\n- Auto-switch to first available tab when active tab hidden\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: improve tool selection panel i18n and MCP grouping (#3338)",
          "author_name": "MoeexT",
          "author_login": "MoeexT",
          "committed_at": "2026-06-30T12:34:48Z",
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          "is_coding_agent": true
        },
        {
          "oid": "b16577212a58514f56941e6f1680cee47c37da7c",
          "body": "* :sparkle: manage labels for agent tools\n\n* :art: improve UI\n\n* :passport_control: isolate labels between tenants\n\n* :card_file_box: built-in tools labels\n\n* :white_check_mark: fix: update test mocks for tool labels feature\n\n- test_tool_db.py: add consts.tool_labels mock with BUILTIN_LABEL_MAP\n- te\n[…]\nQUIRING_VIDEO_UNDERSTANDING\n- getToolKbType(), getToolLabels()\n\nThese were duplicated verbatim between ToolManagement.tsx (24 lines)\nand SelectToolsDialog.tsx (36 lines) for 60 total duplicated lines.",
          "is_bot": false,
          "headline": "feat: add tool label (#3326)",
          "author_name": "MoeexT",
          "author_login": "MoeexT",
          "committed_at": "2026-06-30T02:11:21Z",
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          "oid": "25afcdc6666d3a6f2cc1505dbe643d155232bcda",
          "body": "* ♻️ Refactor: decouple the message / message unit saving process\n🐛 Bugfix: message units \"model_output_deep_thinking\" unexpectedly saved as tokens\n\n* ✨ Support chat streaming resume when switching to other tabs\n🐛 Bugfix: deep thinking content cannot display properly in chat history\n\n* ✨ Support cha\n[…]\nher tabs\n🐛 Bugfix: deep thinking content cannot display properly in chat history\n\n* 🧪 Add test files\n\n* 🧪 Add test files\n\n* 🧪 Add test files\n\n* 🧪 Add test files\n\n* 🧪 Add test files\n\n* 🧪 Add test files",
          "is_bot": false,
          "headline": "🐛 Chat streaming now can resume when switching to other tabs (#3331)",
          "author_name": "Xia Yichen",
          "author_login": "Jasonxia007",
          "committed_at": "2026-06-30T02:04:54Z",
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        },
        {
          "oid": "7958adcabe97000b237ef0b5e80d5c48c46c28ea",
          "body": "…t content (#3330)\n\n* fix: ContextComponent.to_messages() returns smolagents-compatible list content\n\nRoot cause: ContextComponent subclasses returned {\"content\": \"string\"} but\nsmolagents v1.23 requires {\"content\": [{\"type\": \"text\", \"text\": \"...\"}]}\nwhen merging consecutive same-role messages in get\n[…]\nbranches\n\n- estimate_tokens: test string content fallback path (else branch)\n- _extract_message_text: test ChatMessage object input, string content,\n  None content, missing key, and mixed list content",
          "is_bot": false,
          "headline": "fix: ContextComponent.to_messages() returns smolagents-compatible lis…",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-06-29T13:35:38Z",
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          "oid": "3b2907ff23a92df93498bbf3f133657a7d6ba2ff",
          "body": "…ate script + UI layout fix (#3332)\n\n* fix(model): stop sending hidden form.provider as modelFactory on single-add\n\nSingle-add mode has no provider dropdown — form.provider stays at its\nhidden default 'modelengine', which was forwarded as modelFactory to\nthe backend, overriding the Pydantic default \n[…]\n trigger catalog healthcheck\n- Prevents unintended behavior change for embedding models\n\n* fix(ui): reorganize agent config layout - maxSteps+provideSummary on row1, outputReserve+verification on row2",
          "is_bot": false,
          "headline": "fix(model): stop sending hidden form.provider as modelFactory + reloc…",
          "author_name": "frr",
          "author_login": "wuyuanfr",
          "committed_at": "2026-06-29T12:12:15Z",
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          "oid": "2e10c7dd0ac7914259b81522f2d1418a8235b70b",
          "body": "Co-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Expose northbound service in production deployments (#3327)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-06-29T09:17:24Z",
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        },
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          "oid": "b577ce7ad715976bb7fa6694ca681684df4497dc",
          "body": "…rning a 401 status code would cause Nexent to log out. (#3324)\n\n* 🐛 Bugfix: Fixed an issue where calls to external tool interfaces returning a 401 status code would cause Nexent to log out.\n[Specification Details]\n1. Map the 401 status code from the external interface to the 502 status code within Nexent.\n\n* 🐛 Bugfix: Fixed an issue where calls to external tool interfaces returning a 401 status code would cause Nexent to log out.\n[Specification Details]\n1. fix test cases.",
          "is_bot": false,
          "headline": "🐛 Bugfix: Fixed an issue where calls to external tool interfaces retu…",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-06-29T07:25:56Z",
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        },
        {
          "oid": "465b18d3b457e1a3c8a3d744194d67b4e40ec3d8",
          "body": "…safety guards (#3317)\n\n* fix(model_management): preserve connectivity success when capacity suggestion path raises\n\nThe connectivity check endpoint /model/temporary_healthcheck runs\n_capacity_suggestion_for_model_request inline after a successful\nverify_model_config_connectivity. Per W11 spec (\"Sug\n[…]\ndefault (4096) instead of copying.\nThis prevents the semantic drift while still supporting legitimate small\noutput limits (< 32768).\n\n---------\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(w11): expand capability catalog to 66 entries + SQL generator + …",
          "author_name": "frr",
          "author_login": "wuyuanfr",
          "committed_at": "2026-06-29T06:14:14Z",
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        },
        {
          "oid": "9572820dc201dbb01ff9bb7e007da59bcdbf9903",
          "body": "* Revert \"fix: Parallel unit test runner with file-level subprocess isolation (#3285)\"\n\nThis reverts commit b6e59cfa1274ebe487dadb1804c5f6b88e630ec8.\n\n* fix: restore parallel UT runner with coverage reporting\n\n* fix: pin codecov action for sonar\n\n* ci: add repo controlled codecov gates",
          "is_bot": false,
          "headline": "fix: add parallel UT coverage reporting and recover Codecov (#3323)",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-06-29T06:09:02Z",
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        },
        {
          "oid": "6b2cd0e025e94a6df4fe87bdc21c0480f011fc86",
          "body": "Co-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Preload tiktoken cache in main image (#3322)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-06-29T02:18:29Z",
          "body_truncated": false,
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        },
        {
          "oid": "22774db41edabfb34aedf9aaeb5e63426bac66f5",
          "body": "…ck (#3316)\n\n* ✨ Feature: enhance agent marketplace with pagination, review, and import precheck\n\nAdd paginated search for repository listings and mine agents, an admin review\nqueue with approve/reject, and import precheck/copy flow that validates models,\nknowledge bases, MCP, skills, and tools befo\n[…]\nen creating or updating listings, expose it in\nthe list API, and render \"x tools\" on repository cards when count is greater than zero.\n\n* test(agent-repository): add unit tests for agent_repository_db",
          "is_bot": false,
          "headline": "Enhance agent marketplace with pagination, reviews, and import preche…",
          "author_name": "Lifeng-Chen",
          "author_login": "Lifeng-Chen",
          "committed_at": "2026-06-29T01:43:19Z",
          "body_truncated": true,
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        {
          "oid": "53525f1e7997de90f5f4a40dacaaf4bc524a6615",
          "body": null,
          "is_bot": false,
          "headline": "♻️ Refactor: Tool Test Location Fix (#3321)",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-06-29T01:29:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b063fdf1f57f03616babb01cd49780ea244c34aa",
          "body": "…rage regarding the `topk` parameter, and fixed an issue where the knowledge base list could not be selected individually for testing in the AIDP tool test. (#3320)\n\n* 🐛 Bugfix: Update HTTP client settings to increase timeout and disable SSL verification in aidp_service and aidp_search_tool (#3280)\n\n[…]\ns, preventing stale data issues. Improve handling of test panel knowledge base selections to maintain user inputs across modal interactions.\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "🐛Bugfix: Fixed an issue with the `knowledgebasesearch` tool test cove…",
          "author_name": "DongJiBao2001",
          "author_login": "DongJiBao2001",
          "committed_at": "2026-06-29T01:23:17Z",
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        },
        {
          "oid": "9e9ab33e4f3bff44a89a308358eb4880fc5337d3",
          "body": "Co-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Refine CAS login flow and config caching (#3315)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-06-27T10:10:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "e7e2518a3037b887495809176f375a0a742ee5fd",
          "body": "Co-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Ignore root .env in deployment scripts (#3318)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-06-27T09:57:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a038699d14b8eb2cf68b9934ddab1af09a9fbf49",
          "body": "* ✨Feat: Agent supports model selection.\n\n* ✨Feat: Agent supports model selection.\n[Specification Details]\n1. The northbound interface now supports passing in `model_id`, incremental SQL addition is implemented, and test files have been added.\n\n* ✨Feat: Agent supports model selection.\n[Specification\n[…]\netails]\n1. Conflict resolve.\n\n* ✨Feat: Agent supports model selection.\n[Specification Details]\n1. Frontend Build Fixes.\n\n* ✨Feat: Agent supports model selection.\n[Specification Details]\n1. Update sql.",
          "is_bot": false,
          "headline": "✨Feat: Agent supports model selection. (#3313)",
          "author_name": "panyehong",
          "author_login": "YehongPan",
          "committed_at": "2026-06-27T08:34:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "53b2d8934b697defe275ee6e62512b1319163f17",
          "body": "* feat: add conversation share\n\n* add ut test\n\n* add conversation share db tests",
          "is_bot": false,
          "headline": "✨feat: Add conversation share (#3308)",
          "author_name": "gjc199",
          "author_login": "gjc199",
          "committed_at": "2026-06-27T08:15:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b9ca72a982ae2f82f67da476d93e10864a98028",
          "body": null,
          "is_bot": false,
          "headline": "fix unit test coverage reporting (#3314)",
          "author_name": "Jason Wang",
          "author_login": "JasonW404",
          "committed_at": "2026-06-27T03:42:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7a55f5b3ff8b614e99ebee0c45df617654a7abe",
          "body": "* Set offline package components in workflow\n\n* Support Tsinghua apt mirror in Dockerfiles\n\n* Move deployment env files under deploy/env\n\n* Update output directory for offline package components in installation and Kubernetes docs\n\n---------\n\nCo-authored-by: hhhhsc <name>",
          "is_bot": false,
          "headline": "Set offline package components in workflow (#3310)",
          "author_name": "hhhhsc701",
          "author_login": "hhhhsc701",
          "committed_at": "2026-06-27T02:52:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30bb72751622884aae4698d72e7d69fd4dff2ba8",
          "body": "* Feat: add file upload support for agent debug mode\n\n  - Add file attachment upload/preview/remove UI in debug panel\n  - Upload files to MinIO and pass minio_files in agent run params\n  - Support file attachments in both debug and compare modes\n  - Include attachment info in conversation history\n  \n[…]\nvice to return img_info alongside chunks\n  - Make object_name/presigned_url optional in conversationService types\n\n* Refactoring Duplicate Code\n\n---------\n\nCo-authored-by: chase <byzhangxin11@126.com>",
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              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Matched the pypi:nexent@1.8.1 runtime dependency closure — what installing the published package pulls in — 121 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:nexent@1.8.1",
                  "assessed": 121
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "source": "osv",
              "advisories": 26,
              "affected_packages": 3,
              "assessed_packages": 121,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 1",
              "direct_affected_packages": 3
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "3 affected: fastmcp 2.12.0 (critical 10.0), smolagents 1.23.0 (critical 10.0), mcp 1.22.0 (high 7.1)",
                "points": 4.9,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 3,
                      "packages": "fastmcp 2.12.0 (critical 10.0), smolagents 1.23.0 (critical 10.0), mcp 1.22.0 (high 7.1)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "3 advisory-carrying package(s) unaddressed past 90 days; oldest published 270 days ago",
                "points": 23.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 3,
                      "oldest": 270
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 121,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 68,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.92,
              "agent_instruction_files": [
                ".cursor/rules/backend/app_layer_rules.mdc",
                ".cursor/rules/backend/database_layer_rules.mdc",
                ".cursor/rules/backend/service_layer_rules.mdc",
                ".cursor/rules/english_comments.mdc",
                ".cursor/rules/environment_variable.mdc",
                ".cursor/rules/frontend/component_layer_rules.mdc",
                ".cursor/rules/frontend/frontend_overview_rules.mdc",
                ".cursor/rules/frontend/hook_layer_rules.mdc",
                ".cursor/rules/frontend/page_layer_rules.mdc",
                ".cursor/rules/frontend/service_layer_rules.mdc",
                ".cursor/rules/frontend/type_layer_rules.mdc",
                ".cursor/rules/frontend/ui_standards_rules.mdc",
                ".cursor/rules/pytest_unit_test_rules.mdc",
                "AGENTS.md",
                "CLAUDE.md",
                "doc/docs/en/sdk/core/agents.md",
                "doc/docs/zh/sdk/core/agents.md"
              ],
              "agent_instruction_max_bytes": 6568
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".cursor/rules/backend/app_layer_rules.mdc, .cursor/rules/backend/database_layer_rules.mdc, .cursor/rules/backend/service_layer_rules.mdc, .cursor/rules/english_comments.mdc, .cursor/rules/environment_variable.mdc, .cursor/rules/frontend/component_layer_rules.mdc, .cursor/rules/frontend/frontend_overview_rules.mdc, .cursor/rules/frontend/hook_layer_rules.mdc, .cursor/rules/frontend/page_layer_rules.mdc, .cursor/rules/frontend/service_layer_rules.mdc, .cursor/rules/frontend/type_layer_rules.mdc, .cursor/rules/frontend/ui_standards_rules.mdc, .cursor/rules/pytest_unit_test_rules.mdc, AGENTS.md, CLAUDE.md, doc/docs/en/sdk/core/agents.md, doc/docs/zh/sdk/core/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".cursor/rules/backend/app_layer_rules.mdc, .cursor/rules/backend/database_layer_rules.mdc, .cursor/rules/backend/service_layer_rules.mdc, .cursor/rules/english_comments.mdc, .cursor/rules/environment_variable.mdc, .cursor/rules/frontend/component_layer_rules.mdc, .cursor/rules/frontend/frontend_overview_rules.mdc, .cursor/rules/frontend/hook_layer_rules.mdc, .cursor/rules/frontend/page_layer_rules.mdc, .cursor/rules/frontend/service_layer_rules.mdc, .cursor/rules/frontend/type_layer_rules.mdc, .cursor/rules/frontend/ui_standards_rules.mdc, .cursor/rules/pytest_unit_test_rules.mdc, AGENTS.md, CLAUDE.md, doc/docs/en/sdk/core/agents.md, doc/docs/zh/sdk/core/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "92 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 92,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "frontend/tsconfig.json"
              ],
              "agent_commit_share": 0.13,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".eslintrc.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "frontend/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "frontend/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "13 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 13,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 595905,
              "source_files_sampled": 1200,
              "oversized_source_files": 62
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (frontend/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "frontend/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "62/1200 source files over 60KB",
                "points": 52.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1200,
                      "oversized": 62
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'backend' points at a different repository (https://github.com/tr4n2uil/backend.django); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T02:02:51.984890Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/ModelEngine-Group/nexent.svg",
  "full_name": "ModelEngine-Group/nexent",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v1.13.0、模式 v0.27.0—— 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.

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