{
  "schemaVersion": "bitshovel-editorial-review-v1",
  "id": "reader-service-attention-clarity-1-20260906",
  "signalId": "github-weekly-openmaic",
  "originalUrl": "https://github.com/THU-MAIC/OpenMAIC",
  "kind": "editorial-correction",
  "reviewedAt": "2026-09-06T03:59:49.105Z",
  "before": {
    "id": "github-weekly-openmaic",
    "state": "new",
    "lane": "openSourceGrowth",
    "publishedAt": null,
    "observedAt": "2026-08-31T15:10:38.904Z",
    "originalUrl": "https://github.com/THU-MAIC/OpenMAIC",
    "relatedSources": [
      {
        "label": {
          "zh": "GitHub 本周 Trending",
          "en": "GitHub weekly Trending"
        },
        "url": "https://github.com/trending?since=weekly"
      },
      {
        "label": {
          "zh": "OpenMAIC 1.0 官方发布说明",
          "en": "OpenMAIC 1.0 release notes"
        },
        "url": "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.0.0"
      }
    ],
    "source": {
      "zh": "GitHub 周榜、官方 API 与 README",
      "en": "GitHub weekly chart, official API, and README"
    },
    "title": {
      "zh": "OpenMAIC：把资料做成可修改的互动课",
      "en": "OpenMAIC turns materials into editable interactive lessons"
    },
    "summary": {
      "zh": "OpenMAIC 可从主题或资料生成课件、测验和互动活动。8 月 27 日发布的 1.0 版本加入对话式课程修改；配置服务端存储后，还可保存并恢复构建会话。",
      "en": "OpenMAIC generates slides, quizzes and interactive activities from a topic or source material. Version 1.0, released August 27, adds conversational course editing and resumable sessions when server storage is configured."
    },
    "why": {
      "zh": "对教师和培训内容作者，后续能否改对一节课，比一次生成多少页更重要。可以用一份熟悉的材料，比较初稿正确性和修改工作量，再判断是否适合备课。",
      "en": "For teachers and training authors, revising a lesson matters more than generating many slides. Use familiar material to assess the draft’s accuracy and the editing work it requires."
    },
    "caveat": {
      "zh": "功能来自维护者文档，内容正确性、成本和学习效果未实测。课程工作台默认关闭，恢复会话需配置运行环境、存储与模型；公开多人使用还需完善访问权限。 周榜与 Star 只反映关注度，不能证明采用或效果。",
      "en": "Features are described by the maintainers; accuracy, cost and learning outcomes are untested. The workbench is off by default, and session recovery needs runtime, storage and model configuration. Public multi-user use also needs access controls. Weekly rank and stars reflect attention, not adoption or results."
    },
    "timeline": [
      {
        "date": {
          "zh": "8 月 27 日",
          "en": "Aug 27"
        },
        "datetime": "2026-08-27T13:13:53Z",
        "discoveredAt": "2026-09-06T03:43:40.031217Z",
        "kind": "material-change",
        "summary": {
          "zh": "OpenMAIC 1.0 发布，新增可对话规划、构建和修改课程的 Pro 工作台；配置服务端存储后，会话可跨重启恢复。",
          "en": "OpenMAIC 1.0 adds a Pro workbench for conversational course planning, building and editing, with resumable sessions when server persistence is configured."
        },
        "source": {
          "zh": "OpenMAIC 1.0 官方发布说明",
          "en": "Official OpenMAIC 1.0 release notes"
        }
      },
      {
        "date": {
          "zh": "2026-08-31 周榜",
          "en": "2026-08-31 weekly chart"
        },
        "datetime": "2026-08-31T15:10:21.505Z",
        "summary": {
          "zh": "GitHub 本周 Trending 位列第 5，本周增加 2,085 Star。",
          "en": "GitHub weekly Trending ranked #5, recording 2,085 stars for the week."
        },
        "source": {
          "zh": "GitHub 本周 Trending 快照",
          "en": "GitHub weekly Trending snapshot"
        }
      }
    ],
    "followTarget": {
      "id": "repository:thu-maic/openmaic",
      "label": {
        "zh": "OpenMAIC",
        "en": "OpenMAIC"
      },
      "scope": {
        "zh": "仓库与公开发布状态",
        "en": "Repository and public release state"
      },
      "url": "https://github.com/THU-MAIC/OpenMAIC",
      "updateMode": "editorial-watch"
    },
    "ingestion": {
      "mode": "editorial",
      "adapter": "github-trending-auto",
      "evidenceClass": "attention-signal",
      "editorialReadiness": "decision-brief"
    },
    "banner": {
      "url": "/card-art/github-weekly-openmaic-official.png",
      "credit": "GitHub OpenGraph 卡片 · THU-MAIC/OpenMAIC",
      "license": "© THU-MAIC/OpenMAIC · GitHub OpenGraph, embed intended"
    },
    "editorialReview": {
      "id": "reader-service-attention-boundary-1-20260906",
      "reviewedAt": "2026-09-06T03:53:01.955Z",
      "kind": "editorial-correction",
      "note": {
        "zh": "补充说明用于发现项目的周榜与 Star 只反映关注度；功能描述依据官方文档，使用效果仍需验证。",
        "en": "Clarified that weekly rank and stars indicate attention. Capability descriptions rely on official documentation; outcomes still require testing."
      },
      "sources": [
        {
          "label": {
            "zh": "THU-MAIC/OpenMAIC · README.md（核验版本）",
            "en": "THU-MAIC/OpenMAIC · README.md (reviewed revision)"
          },
          "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md"
        },
        {
          "label": {
            "zh": "THU-MAIC/OpenMAIC · CHANGELOG.md（核验版本）",
            "en": "THU-MAIC/OpenMAIC · CHANGELOG.md (reviewed revision)"
          },
          "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md"
        },
        {
          "label": {
            "zh": "THU-MAIC/OpenMAIC：当次 GitHub 周榜记录",
            "en": "THU-MAIC/OpenMAIC: retained GitHub weekly chart observation"
          },
          "url": "https://github.com/trending?since=weekly"
        },
        {
          "label": {
            "zh": "官方正文：OpenMAIC：把资料做成可修改的互动课",
            "en": "Official page: OpenMAIC turns materials into editable interactive lessons"
          },
          "url": "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.0.0"
        }
      ],
      "sourceAssessments": [
        {
          "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
          "role": "direct-support",
          "scope": {
            "zh": "说明从主题或资料构建互动课堂，以及工作台和服务端持久化的启用条件。",
            "en": "Documents interactive classrooms built from topics or materials and the setup required for the workbench and server persistence."
          },
          "limitations": {
            "zh": "维护者自述，未试用；不能证明课程准确性、学习效果或更低成本。",
            "en": "Maintainer description without a hands-on trial; it does not establish lesson accuracy, learning outcomes, or lower costs."
          },
          "evidenceUrls": [
            "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md"
          ]
        },
        {
          "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md",
          "role": "direct-support",
          "scope": {
            "zh": "记录 1.0.0 的课程工作台及可恢复构建会话等版本改动。",
            "en": "Records version 1.0.0 changes, including the course workbench and resumable building sessions."
          },
          "limitations": {
            "zh": "核对的是 9 月 5 日固定的文档版本，不能冒充发布当日已做过核验。",
            "en": "This document revision was fixed on September 5; it does not establish an editorial verification on release day."
          },
          "evidenceUrls": [
            "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md"
          ]
        },
        {
          "url": "https://github.com/trending?since=weekly",
          "role": "background",
          "scope": {
            "zh": "提供该项目在当次 GitHub 周榜的发现与关注记录。",
            "en": "Provides the project’s discovery and attention record from that GitHub weekly chart observation."
          },
          "limitations": {
            "zh": "只说明历史观察时点的榜位和 Star；不证明功能、采用情况或今天的排名。",
            "en": "Shows rank and Star counts at the historical observation only; it does not establish capabilities, adoption, or today’s position."
          },
          "evidenceUrls": [
            "https://github.com/trending?since=weekly"
          ]
        },
        {
          "url": "https://github.com/THU-MAIC/OpenMAIC",
          "role": "direct-support",
          "scope": {
            "zh": "阅读当前官方 README 的 1.0 发布、Agent workbench/runtime、server-backed persistence 与部署限制，并参考现有固定版本 README/CHANGELOG 证据。",
            "en": "Read the current official README sections on the 1.0 release, agent workbench/runtime, server-backed persistence and deployment limits, alongside the retained pinned README and CHANGELOG."
          },
          "limitations": {
            "zh": "未部署课堂、测试生成质量或测量学习效果；不能从 Star、榜单或演示推断真实采用与收益。",
            "en": "No classroom deployment, generation-quality test or learning-outcome study was performed. Stars, charts and demos do not establish adoption or benefits."
          },
          "evidenceUrls": [
            "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
            "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md",
            "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.0.0"
          ]
        }
      ],
      "previousReview": {
        "id": "reader-service-3-20260906",
        "reviewedAt": "2026-09-06T03:48:28.105Z",
        "kind": "evidence-review"
      }
    },
    "digest": {
      "zh": "从一次生成课件，走向能继续修改、保存和恢复的课程制作过程。",
      "en": "Course creation moves beyond a first draft, with conversational editing and optional session recovery."
    }
  },
  "after": {
    "caveat": {
      "zh": "功能来自维护者文档，内容正确性、成本和学习效果未实测。课程工作台默认关闭，恢复会话需配置运行环境、存储与模型；公开多人使用还需完善访问权限。 周榜与 Star 只反映关注度，不能证明采用或效果。",
      "en": "Features are described by the maintainers; accuracy, cost and learning outcomes are untested. The workbench is off by default, and session recovery needs runtime, storage and model configuration. Public multi-user use also needs access controls. Star counts and weekly rank reflect attention, not adoption or results."
    }
  },
  "withdrawnSources": [],
  "withdrawnTimeline": [],
  "evidence": [
    {
      "label": {
        "zh": "THU-MAIC/OpenMAIC · README.md（核验版本）",
        "en": "THU-MAIC/OpenMAIC · README.md (reviewed revision)"
      },
      "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
      "rawUrl": "https://raw.githubusercontent.com/THU-MAIC/OpenMAIC/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
      "revision": "1e10f60b151cedb59ac21ddbcceb5ee0eed9c984",
      "path": "app/_content/editorial-reviews/evidence/openmaic-readme.md",
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        "en": "THU-MAIC/OpenMAIC · CHANGELOG.md (reviewed revision)"
      },
      "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md",
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      "path": "app/_content/editorial-reviews/evidence/openmaic-changelog.md",
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      "fetchedAt": "2026-09-05T06:44:16.448Z"
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    {
      "type": "retained-trending-entry",
      "label": {
        "zh": "THU-MAIC/OpenMAIC：当次 GitHub 周榜记录",
        "en": "THU-MAIC/OpenMAIC: retained GitHub weekly chart observation"
      },
      "url": "https://github.com/trending?since=weekly",
      "path": "app/_content/editorial-reviews/evidence/r127-openmaic-trending-entry.json",
      "sha256": "45d4a3f5e60686ddcc0b7dbd7970c29e719b1e51f36588e0e1b216eabf274314",
      "bytes": 760,
      "fetchedAt": "2026-08-31T15:11:43.081Z",
      "retainedRecord": {
        "sourceSnapshot": "app/_content/source-observations/history/github-trending-weekly.2026-08-31T15-11-43-081Z.snapshot.json",
        "sourceSnapshotSha256": "ae7234fbe7c2ebe9c7f763b89edbb4f1faa20acc53e4dacf5d1dace514915630",
        "observedAt": "2026-08-31T15:11:43.081Z",
        "sourceKey": "github-trending:thu-maic/openmaic",
        "item": {
          "sourceKey": "github-trending:thu-maic/openmaic",
          "rank": 5,
          "repository": "THU-MAIC/OpenMAIC",
          "originalUrl": "https://github.com/THU-MAIC/OpenMAIC",
          "description": "Open Multi-Agent Interactive Classroom — Get an immersive, multi-agent learning experience in just one click",
          "language": "TypeScript",
          "metrics": {
            "stars": 26170,
            "forks": 4684,
            "starsThisWeek": 2085
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    },
    {
      "type": "retained-official-page",
      "label": {
        "zh": "官方正文：OpenMAIC：把资料做成可修改的互动课",
        "en": "Official page: OpenMAIC turns materials into editable interactive lessons"
      },
      "url": "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.0.0",
      "path": "app/_content/editorial-reviews/evidence/reader-service-openmaic-release-20260906.json",
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  "sourceAssessments": [
    {
      "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
      "role": "direct-support",
      "scope": {
        "zh": "说明从主题或资料构建互动课堂，以及工作台和服务端持久化的启用条件。",
        "en": "Documents interactive classrooms built from topics or materials and the setup required for the workbench and server persistence."
      },
      "limitations": {
        "zh": "维护者自述，未试用；不能证明课程准确性、学习效果或更低成本。",
        "en": "Maintainer description without a hands-on trial; it does not establish lesson accuracy, learning outcomes, or lower costs."
      },
      "evidenceUrls": [
        "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md"
      ]
    },
    {
      "url": "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md",
      "role": "direct-support",
      "scope": {
        "zh": "记录 1.0.0 的课程工作台及可恢复构建会话等版本改动。",
        "en": "Records version 1.0.0 changes, including the course workbench and resumable building sessions."
      },
      "limitations": {
        "zh": "核对的是 9 月 5 日固定的文档版本，不能冒充发布当日已做过核验。",
        "en": "This document revision was fixed on September 5; it does not establish an editorial verification on release day."
      },
      "evidenceUrls": [
        "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md"
      ]
    },
    {
      "url": "https://github.com/trending?since=weekly",
      "role": "background",
      "scope": {
        "zh": "提供该项目在当次 GitHub 周榜的发现与关注记录。",
        "en": "Provides the project’s discovery and attention record from that GitHub weekly chart observation."
      },
      "limitations": {
        "zh": "只说明历史观察时点的榜位和 Star；不证明功能、采用情况或今天的排名。",
        "en": "Shows rank and Star counts at the historical observation only; it does not establish capabilities, adoption, or today’s position."
      },
      "evidenceUrls": [
        "https://github.com/trending?since=weekly"
      ]
    },
    {
      "url": "https://github.com/THU-MAIC/OpenMAIC",
      "role": "direct-support",
      "scope": {
        "zh": "阅读当前官方 README 的 1.0 发布、Agent workbench/runtime、server-backed persistence 与部署限制，并参考现有固定版本 README/CHANGELOG 证据。",
        "en": "Read the current official README sections on the 1.0 release, agent workbench/runtime, server-backed persistence and deployment limits, alongside the retained pinned README and CHANGELOG."
      },
      "limitations": {
        "zh": "未部署课堂、测试生成质量或测量学习效果；不能从 Star、榜单或演示推断真实采用与收益。",
        "en": "No classroom deployment, generation-quality test or learning-outcome study was performed. Stars, charts and demos do not establish adoption or benefits."
      },
      "evidenceUrls": [
        "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/README.md",
        "https://github.com/THU-MAIC/OpenMAIC/blob/1e10f60b151cedb59ac21ddbcceb5ee0eed9c984/CHANGELOG.md",
        "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.0.0"
      ]
    }
  ],
  "note": {
    "zh": "明确区分 Star 关注度与真实采用、使用效果。",
    "en": "Clarify the distinction between Star counts and actual adoption or outcomes."
  },
  "integrity": "310bcf99e7097404b1b3995c0c8dfadbcc12571d404e091afd8341c00862f0a4"
}