ModelEngine-Group/nexent

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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.

Stars: 5.9k
Forks: 731
Open beginner issues: 13
Indexed issues: 181
Avg merge: 19h 34m
Merged PRs (30d): 172

Dominant language: Python
License: MIT
Last GitHub push: Sep 20, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

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181 open issues indexed

fix(mcp): unbind deleted MCP tools from agent drafts Open

Improvement Medium

ModelEngine-Group/nexent#3935 · 1 assignee · Opened Sep 16, 2026
OpenAIModel: default observer is the class, not an instance — TypeError on any call that omits it Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

ModelEngine-Group/nexent#3921 · Opened Sep 14, 2026
[Request] Optional endpoint-evidence example before selecting an external A2A collaborator Open

Difficulty 3/5 1-2 days Newbie friendliness 58/100

ModelEngine-Group/nexent#3916 · Opened Sep 13, 2026
fix(k8s): correct shared storage PV rendering Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

ModelEngine-Group/nexent#3869 · Opened Sep 7, 2026
fix(deploy): include official skills in K8s offline packages Open

Difficulty 3/5 1-2 days Newbie friendliness 76/100

ModelEngine-Group/nexent#3868 · Opened Sep 7, 2026
GlobalThreadPool singleton: unsynchronised `__new__` and silently ignored `max_workers` Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ModelEngine-Group/nexent#3820 · Opened Aug 30, 2026
SERVICE_ROLE_KEY silently falls back to SUPABASE_KEY — privilege boundary erased Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ModelEngine-Group/nexent#3819 · Opened Aug 30, 2026
`convert_string_to_list` silently drops negative integers and non-digit entries Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ModelEngine-Group/nexent#3818 · Opened Aug 30, 2026
Improvement: `sort_models_by_id` only sorts by the **first** character of the id Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

ModelEngine-Group/nexent#3817 · Opened Aug 30, 2026
Praise: tasteful streaming-thinking-token handling in `_process_thinking_tokens` Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

ModelEngine-Group/nexent#3815 · Opened Aug 30, 2026
`TenantConfigManager.update_single_config` has no `value` argument — it can only bump timestamps Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ModelEngine-Group/nexent#3814 · Opened Aug 30, 2026
[Bug] `calculate_term_weights` divides by zero when input is all stop words Open

Difficulty 1/5 Under an hour Newbie friendliness 88/100

ModelEngine-Group/nexent#3813 · Opened Aug 30, 2026
Question: what's the intended lifecycle for `AgentRunManager._conversation_run_counts`? Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ModelEngine-Group/nexent#3812 · Opened Aug 30, 2026
tokenizer: `position_factor` mixes character-length with token-index Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ModelEngine-Group/nexent#3811 · Opened Aug 30, 2026
`get_model_name_from_config` raises `KeyError` instead of returning empty string Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

ModelEngine-Group/nexent#3810 · Opened Aug 30, 2026
[Request] Add Serply as a web search tool option Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

ModelEngine-Group/nexent#3748 · Opened Aug 22, 2026
Module name typo: `model_managment_app.py` should be `model_management_app.py` Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

ModelEngine-Group/nexent#3698 · Opened Aug 18, 2026
[Improvement] 后端接口支持分页查询 Open

ModelEngine-Group/nexent#3691 · 1 assignee · Opened Aug 18, 2026
`remove_think_blocks` regex deletes content that is not in a `<think>` block Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

ModelEngine-Group/nexent#3689 · Opened Aug 17, 2026
[Document] 文档网站增加全局搜索功能 Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

ModelEngine-Group/nexent#3660 · Opened Aug 13, 2026
统一 MCP 连通性检测与模型配置的交互层级 Open

Difficulty 4/5 3-5 days Newbie friendliness 50/100

ModelEngine-Group/nexent#3659 · Opened Aug 13, 2026
知识库概览总结支持后台运行及任务队列状态监控 Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ModelEngine-Group/nexent#3658 · Opened Aug 13, 2026
知识库构建支持 ZIP/文件夹拖拽及自动识别可用文件 Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ModelEngine-Group/nexent#3657 · Opened Aug 13, 2026
[Bug] tool_db.py add_tool_field: NoneType object has no attribute 'params' when tool.params is NULL Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

ModelEngine-Group/nexent#3650 · Opened Aug 12, 2026
智能体版本管理的时候，版本只能通过按钮一个一个选择删除，不方便 Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

ModelEngine-Group/nexent#3646 · Opened Aug 12, 2026
修改skill的时候，用户组做变更增加一个用户组，显示提交技能失败 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

ModelEngine-Group/nexent#3645 · Opened Aug 12, 2026
memory_utils: `build_memory_config` requires `ES_HOST` to include a port — most ES URLs don't Open

Difficulty 3/5 1-2 days Newbie friendliness 70/100

ModelEngine-Group/nexent#3639 · Opened Aug 11, 2026
[Bug] 表ag_skill_repository_t中存在相同skill_id的记录时，执行增量sql创建skill_id的unique index失败，导致config容器无法启动 Open

ModelEngine-Group/nexent#3633 · 1 assignee · Opened Aug 11, 2026
[Bug] 智能体对话中toolcall会误重复渲染图片，导致多了错误不可见渲染链接 Open

ModelEngine-Group/nexent#3627 · 1 assignee · Opened Aug 10, 2026
[Request] 现在创建智能体时没有多模态大模型的选项 Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

ModelEngine-Group/nexent#3624 · Opened Aug 10, 2026
[Bug] 智能体变量名重复时，依然能保存智能体 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

ModelEngine-Group/nexent#3615 · Opened Aug 7, 2026
[Request] Nexent只能单个删除会话，需支持批量删除会话 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

ModelEngine-Group/nexent#3612 · Opened Aug 7, 2026
[Request] Nexent平台对接多模态模型，图片分析工具analyze_image返回最大输出token为200，使用效果不好，希望取消限制 Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

ModelEngine-Group/nexent#3611 · Opened Aug 7, 2026
[Request] 静态页面调用API接口存在CORS限制，获取不到Conversation_id，服务端是否可以增加参数Access-Control-Expose-Headers：Conversation_id Open

Difficulty 3/5 1-2 days Newbie friendliness 52/100

ModelEngine-Group/nexent#3610 · Opened Aug 6, 2026
工具get_emial无法配置网易邮箱 Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

ModelEngine-Group/nexent#3609 · Opened Aug 6, 2026
[Bug] VerificationController 的错误信号正则会把 failedFileNum / planner_error 这类字段名误判为错误，即使字段值本身表示成功 Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

ModelEngine-Group/nexent#3564 · Opened Jul 31, 2026
[Request] 希望支持更加直观的 Workflow 可视化编排 Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

ModelEngine-Group/nexent#3556 · Opened Jul 31, 2026
Nexent平台需要增加流程编排开发智能体的功能 Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

ModelEngine-Group/nexent#3555 · Opened Jul 31, 2026
[Document] 如何第三方使用/api/nb/v1/knowledge/indices/search/hybrid Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

ModelEngine-Group/nexent#3551 · Opened Jul 30, 2026
[Request] 产品文档中增加需要备份内容，完善产品数据备份能力 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

ModelEngine-Group/nexent#3528 · Opened Jul 28, 2026
[Request] 支持部署需要做浏览器滑块认证的mcp服务 Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

ModelEngine-Group/nexent#3527 · Opened Jul 28, 2026
Quick start in README references `cp .env.example .env` — but no `.env.example` exists at that path Open

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

ModelEngine-Group/nexent#3513 · Opened Jul 27, 2026
[Bug] skill上传后文件名是乱码 Open

Improvement

ModelEngine-Group/nexent#3511 · 1 comment · 1 assignee · Opened Jul 27, 2026
[Bug] Agent选择下拉框有两个滚动条 Open

ModelEngine-Group/nexent#3504 · 1 assignee · Opened Jul 27, 2026
[Bug] nl2skill无法创建skill Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

ModelEngine-Group/nexent#3503 · Opened Jul 27, 2026
[Document] Add missing Skill pages to bilingual documentation sidebars Open

Difficulty 1/5 1-3 hours Newbie friendliness 88/100

ModelEngine-Group/nexent#3501 · Opened Jul 27, 2026
[Bug] 新建管理员账户，已删除的skill会被重新添加为official skill Open

ModelEngine-Group/nexent#3499 · 1 assignee · Opened Jul 27, 2026
[Bug] 系统时间时区有误。 Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

ModelEngine-Group/nexent#3467 · 6 comments · Opened Jul 21, 2026
Bug: connectivity check blocks adding models in tenant resource management Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

ModelEngine-Group/nexent#3463 · Opened Jul 20, 2026
SDK violates project rule: direct `os.getenv` in search tools and monitor Open

Critical Improvement

Difficulty 4/5 3-5 days Newbie friendliness 72/100

ModelEngine-Group/nexent#3458 · Opened Jul 19, 2026

ModelEngine-Group/nexent

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