{"id":50714117,"url":"https://github.com/shihchengwei-lab/workslop-checker","last_synced_at":"2026-06-09T17:32:16.850Z","repository":{"id":358911161,"uuid":"1243636729","full_name":"shihchengwei-lab/workslop-checker","owner":"shihchengwei-lab","description":"A tool for checking whether AI-written documents are ready to hand off, ship, publish, or use for decisions. Not an AI detector.","archived":false,"fork":false,"pushed_at":"2026-05-19T15:08:50.000Z","size":38,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-19T17:53:02.759Z","etag":null,"topics":["ai","chatgpt-custom-gpt","claude-code","document-quality","document-review","workslop"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/shihchengwei-lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-19T14:20:10.000Z","updated_at":"2026-05-19T16:27:40.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/shihchengwei-lab/workslop-checker","commit_stats":null,"previous_names":["shihchengwei-lab/workslop-checker"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/shihchengwei-lab/workslop-checker","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shihchengwei-lab%2Fworkslop-checker","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shihchengwei-lab%2Fworkslop-checker/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shihchengwei-lab%2Fworkslop-checker/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shihchengwei-lab%2Fworkslop-checker/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/shihchengwei-lab","download_url":"https://codeload.github.com/shihchengwei-lab/workslop-checker/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shihchengwei-lab%2Fworkslop-checker/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34118751,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-09T02:00:06.510Z","response_time":63,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","chatgpt-custom-gpt","claude-code","document-quality","document-review","workslop"],"created_at":"2026-06-09T17:32:15.694Z","updated_at":"2026-06-09T17:32:16.843Z","avatar_url":"https://github.com/shihchengwei-lab.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# verify-doc / Workslop Checker\n\nEnglish | [繁體中文](README.zh-TW.md)\n\n\u003e A tool for checking whether an AI-written document is ready to hand off, ship, publish, or use for decisions.\n\u003e Not about detecting AI. About stopping AI output from dumping cleanup work onto whoever has to use it next.\n\n---\n\n## Try it directly (recommended)\n\nNo setup needed. Click the link:\n\n**👉 https://chatgpt.com/g/g-6a0c5412dca48191be1632fac7523af4-verify-doc-workslop**\n\nThe GPT is bilingual and automatically matches the language of your conversation.\n\n---\n\n## What this solves\n\n**Workslop** is a term coined by BetterUp Labs and Stanford Social Media Lab in their [September 2025 Harvard Business Review article](https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivity), defined as: \"AI-generated work content that masquerades as good work but lacks the substance to meaningfully advance a given task.\"\n\nTheir research found:\n- **40%** of employees received workslop in the past month\n- **~2 hours** average to correct each piece\n- **$186/employee/month** ($9M/year for a 10,000-person org)\n\nThis tool does not ask **\"is this AI-written?\"** — that question is hard to answer and often does not solve the real problem.\n\nIt asks **\"will this document push cleanup work onto whoever has to use it?\"** Can you hand it off, ship it, decide on it — or do you need to redo half the work first?\n\n---\n\n## How to use\n\n### Most users\n\nClick the GPT link above. Paste your document into the conversation. Ask whether it is ready to use.\n\n### Claude Code users (developers)\n\nCopy `claude-skill/en/SKILL.md` into your `~/.claude/skills/verify-doc/SKILL.md`. Restart Claude Code. Trigger with \"verify this doc\", \"doc review\", or \"workslop check\".\n\n(Traditional Chinese version: [`claude-skill/zh-TW/SKILL.md`](claude-skill/zh-TW/SKILL.md).)\n\n### Want to fork or customize?\n\nSee the README files in these folders:\n- [Claude skill (English)](claude-skill/en/SKILL.md) / [Claude skill (zh-TW)](claude-skill/zh-TW/SKILL.md) — full ruleset\n- [ChatGPT Custom GPT setup (English)](chatgpt-custom-gpt/en/README.md) / [ChatGPT Custom GPT setup (zh-TW)](chatgpt-custom-gpt/zh-TW/README.md) — Description / Conversation starters / Instructions, ready to paste into Custom GPT Editor\n\n---\n\n## Good for\n\n- AI-written reports, SOPs, lesson plans, proposals, slide text, announcements, meeting notes, handoff documents\n- Anyone deciding whether a document can be handed off, shipped, or used as a basis for decisions\n\n## Not for\n\n- Conversation quality checks (rating each chat response)\n- Code review\n- Chat logs, scratch notes, rough drafts, or personal notes not meant to be delivered\n\n---\n\n## Structure\n\n```\nworkslop-checker/\n├── README.md                       # This file (English)\n├── README.zh-TW.md                 # Traditional Chinese\n├── LICENSE                         # CC-BY-4.0\n├── claude-skill/\n│   ├── en/SKILL.md                 # Full Claude Code skill (English)\n│   └── zh-TW/SKILL.md              # Full Claude Code skill (Traditional Chinese)\n├── chatgpt-custom-gpt/\n│   ├── en/README.md                # Custom GPT setup (English) — Description/Starters/Instructions\n│   └── zh-TW/README.md             # Custom GPT setup (Traditional Chinese)\n└── docs/\n    ├── design-rationale.md         # Why this design\n    └── workslop-background.md      # Workslop origin \u0026 context\n```\n\n---\n\n## Feedback\n\nOpen a GitHub issue if the tool gets something wrong:\n\n- **False positive**: a good document was flagged Red or Yellow\n- **False negative**: workslop was rated Green\n\nPlease include:\n- Document characteristics (type, scale, source — no need to paste the whole thing)\n- The tool's verdict\n- What you expected\n\n---\n\n## License\n\n[CC-BY-4.0](LICENSE). Commercial use allowed. Attribution required.\n\n---\n\n## Credits\n\n- **Workslop concept**: BetterUp Labs + Stanford Social Media Lab ([original HBR article, Sep 2025](https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivity))\n- **Design**: [@shihchengwei-lab](https://github.com/shihchengwei-lab) in collaboration with Claude / Codex\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshihchengwei-lab%2Fworkslop-checker","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshihchengwei-lab%2Fworkslop-checker","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshihchengwei-lab%2Fworkslop-checker/lists"}