写给 zcode 的 autoresearch 插件

调研了市面上比较流行的 autoresearch 插件（主要是 pi、codex、claude code），分析它们的原理和生效机制，并让 AI（主要是 glm-5.3 和 deepseek-v4-flash）通过 spec-driven 的方式，开发新功能。为了保证开发出的能力适配 zcode，在开发之前还对 zcode 提供的能力做了调研，并实际调用 zcode 进行验证。目前 zcode-autoresearch 的版本是 v0.1.0。对于这一版，我用多个 AI 验核，确认已经实现主流 autoresearch 提供的功能。后续版本会根据在真实的环境中使用获得的反馈，持续提升 autoresearch 的效率和稳定性。

开源方式：MIT

GitHub: https://github.com/luochang212/zcode-autoresearch
Zread: https://zread.ai/luochang212/zcode-autoresearch

❌ Internal validation failed:

FAIL: 1 problem(s)
  - marketplace.json plugins[5] (autoresearch): plugin.json description_i18n does not match marketplace entry

Please fix it and push again; the check re-runs automatically.

You are updating my pull request #1 to github.com/zai-org/zcode-plugins (the ZCode plugin marketplace).
The maintainers' automated intake reported: `python scripts/validate.py` failed

Validator output:
FAIL: 1 problem(s)
  - marketplace.json plugins[5] (autoresearch): plugin.json description_i18n does not match marketplace entry

Fix it in this repository:
- Only change files under plugins/<my-plugin>/ and my plugin's entry in marketplace.json;
  never modify .github/, scripts/, tests/, .gitignore, .gitattributes or AGENTS.md.
- Follow CONTRIBUTING.md and AGENTS.md: the manifest lives at plugins/<name>/.zcode-plugin/plugin.json,
  its name/version must match marketplace.json, names are kebab-case, keep the required i18n fields.
- Fetch the latest main of zai-org/zcode-plugins and rebase onto it; if marketplace.json conflicts,
  keep every existing entry and re-add mine.
- Run `python scripts/validate.py` until it passes, then force-push my PR branch.

✅ Internal validation passed. A ZCode maintainer will review the change next; once merged it is published to the marketplace and this PR is closed automatically.

已同步实现更新（1 commit，18 files）：

• discard 重访机制：log_experiment 新增 revisit_nudge 提示与 asi.revisits_run 透传；dashboard 对有依据的重访渲染 ↻ Revisiting #N 标注
• confidence 快照：单源计算写入账本 run 行，记录时刻的置信度可事后回溯
• 记忆注入增强：新增「弃用方向与理由」聚合行，旧 discard 的假设可被后续结果复核
• 无人值守有界续跑：新增 unattended 规程（用户明确授权才创建、CronCreate interval+maxRuns 双参数有界、唤醒提示自包含）、Stop hook 提示句、off/clear/finalize 清理步骤；README 无人值守边界改为「Stop 3 次窗口 + 有界 cron 自唤醒」双层描述（无限 auto-resume 仍为平台不可行）
• 测试：96/96 通过；本地 scripts/validate.py 已跑通（17 plugins validated）

版本号保持 0.1.0（首次上架，无已发布的旧版本需要区分）。

✅ Internal validation passed. A ZCode maintainer will review the change next; once merged it is published to the marketplace and this PR is closed automatically.

✅ Internal validation passed. A ZCode maintainer will review the change next; once merged it is published to the marketplace and this PR is closed automatically.