痛点分析发布于 2026/05/27
痛点为 AI 基于上游原始证据的初步提炼；未包含额外中国市场检索。
痛点
用户在使用AI辅助写作后，生成的文本往往带有明显的AI痕迹（如过于流畅、缺乏个性、机械重复等），这导致内容在正式场合（如学术论文、商业报告、创意写作）中容易被识别为机器生成，从而降低可信度或面临拒稿风险。现有流程中，用户需要手动逐句修改这些“AI味”表达，但人工识别和改写既耗时又容易遗漏，且缺乏统一标准，造成质量不稳定和心理负担。GitHub上该项目的描述明确指向“从散文中移除AI痕迹”这一核心任务，高星标和fork数（5614星、430 fork）表明大量用户正面临这一痛点，但当前证据仅来自项目描述和统计数据，尚不能直接推断具体行业或付费意愿。
README
README summary
Stop Slop A skill for removing AI tells from prose. <img width="3840" height="2160" alt="G Yg4RVbIAAhVxW" src="https://github.com/user attachments/assets/902afc15 1f40 4a9d af24 8cd67afb8ebf" /
Repository
Repository metadata
- Owner
- hardikpandya
- License
- MIT
- Default branch
- main
- Days since created
- 136
- Days since last push
- 71
Signals
Repository signals
- Watchers
- 5,614
- Open issues
- 15
Contributors
Contributor snapshot
- Contributor count
- 2
- Top contributor share
- 0.833
- Top contributors
- hardikpandya, dctmfoo
源数据· Raw Archive
- source
- GitHub Trending
- upstream_source
- github_trending
- upstream_item_id
- hardikpandya--stop-slop
- daily_ranking_item_id
- 44585758-85ca-4984-abe7-166102bf1685
- rank_date
- 2026-05-28
- rank
- 3
- name
- stop-slop
- tagline
- A skill file for removing AI tells from prose
- description
- A skill file for removing AI tells from prose
- votes_count
- 5,614
- thumbnail_url
- https://github.com/hardikpandya.png
- og_image_url
- https://github.com/hardikpandya.png
media / source-specific data
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"stars_today": 664,
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"homepage_url": null,
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"readme_summary": "Stop Slop A skill for removing AI tells from prose. <img width=\"3840\" height=\"2160\" alt=\"G Yg4RVbIAAhVxW\" src=\"https://github.com/user attachments/assets/902afc15 1f40 4a9d af24 8cd67afb8ebf\" /",
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"top_contributors": [
{
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{
"login": "dctmfoo",
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"open_issues_count": 15,
"days_since_created": 136,
"created_at_on_source": "2026-01-11T12:00:59Z",
"days_since_last_push": 71,
"top_contributor_share": 0.833
}raw_payload
{
"fetched_at": "2026-05-27T22:00:27.217Z",
"trending_repo": {
"url": "https://github.com/hardikpandya/stop-slop",
"name": "stop-slop",
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"rawSummary": "<div class=\"float-right d-flex\">\n\n <div data-view-component=\"true\" class=\"BtnGroup d-flex\">\n <a href=\"/login?return_to=%2Fhardikpandya%2Fstop-slop\" rel=\"nofollow\" data-hydro-click=\"{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":1132137660,"auth_type":"LOG_IN","originating_url":"https://github.com/trending?since=daily","user_id":null}}\" data-hydro-click-hmac=\"380592a93c052d11d996b4585a8e428e8e261815f973102ea5c8210c565d6e13\" aria-label=\"You must be signed in to star a repository\" data-view-component=\"true\" class=\"tooltipped tooltipped-sw btn-sm btn\"> <svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star v-align-text-bottom d-none d-md-inline-block mr-2 tmp-mr-2\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg><svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star mr-0 tmp-mr-0 v-align-text-bottom d-inline-block d-md-none\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n <span data-view-component=\"true\" class=\"d-none d-md-inline\">\n Star\n</span>\n</a></div>\n </div>\n\n <h2 class=\"h3 lh-condensed\">\n <a data-hydro-click=\"{"event_type":"explore.click","payload":{"click_context":"TRENDING_REPOSITORIES_PAGE","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":1132137660,"originating_url":"https://github.com/trending?since=daily","user_id":null}}\" data-hydro-click-hmac=\"1a30b08acbd36203356bacdbd3972cd62fd6f9c9fdf7ce6cafc68957579a264c\" href=\"/hardikpandya/stop-slop\" data-view-component=\"true\" class=\"Link\"><svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo mr-1 tmp-mr-1 color-fg-muted\">\n <path d=\"M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z\"></path>\n</svg>\n\n <span data-view-component=\"true\" class=\"text-normal\">\n hardikpandya /\n</span>\n stop-slop</a> </h2>\n\n <p class=\"col-9 color-fg-muted my-1 tmp-pr-4\">\n A skill file for removing AI tells from prose\n </p>\n\n <div class=\"f6 color-fg-muted mt-2\">\n\n <a href=\"/hardikpandya/stop-slop/stargazers\" data-view-component=\"true\" class=\"tmp-mr-3 Link Link--muted d-inline-block\"><svg aria-label=\"star\" role=\"img\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 5,614</a>\n <a href=\"/hardikpandya/stop-slop/forks\" data-view-component=\"true\" class=\"tmp-mr-3 Link Link--muted d-inline-block\"><svg aria-label=\"fork\" role=\"img\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-repo-forked\">\n <path d=\"M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z\"></path>\n</svg>\n 430</a>\n <span data-view-component=\"true\" class=\"tmp-mr-3 d-inline-block\">\n Built by\n\n <a class=\"d-inline-block\" data-hydro-click=\"{"event_type":"explore.click","payload":{"click_context":"TRENDING_REPOSITORIES_PAGE","click_target":"CONTRIBUTING_DEVELOPER","click_visual_representation":"DEVELOPER_AVATAR","actor_id":null,"record_id":null,"originating_url":"https://github.com/trending","user_id":170862271}}\" data-hydro-click-hmac=\"0036e11d1bca8907bf278065d2bd9230c23cac566c0436bf27ff699c70a4e049\" data-hovercard-type=\"user\" data-hovercard-url=\"/users/hardikpandya/hovercard\" data-octo-click=\"hovercard-link-click\" data-octo-dimensions=\"link_type:self\" href=\"/hardikpandya\"><img class=\"avatar mb-1 avatar-user\" src=\"https://avatars.githubusercontent.com/u/591262?s=40&v=4\" width=\"20\" height=\"20\" alt=\"@hardikpandya\" /></a>\n <a class=\"d-inline-block\" data-hydro-click=\"{"event_type":"explore.click","payload":{"click_context":"TRENDING_REPOSITORIES_PAGE","click_target":"CONTRIBUTING_DEVELOPER","click_visual_representation":"DEVELOPER_AVATAR","actor_id":null,"record_id":null,"originating_url":"https://github.com/trending","user_id":170862271}}\" data-hydro-click-hmac=\"0036e11d1bca8907bf278065d2bd9230c23cac566c0436bf27ff699c70a4e049\" data-hovercard-type=\"user\" data-hovercard-url=\"/users/claude/hovercard\" data-octo-click=\"hovercard-link-click\" data-octo-dimensions=\"link_type:self\" href=\"/claude\"><img class=\"avatar mb-1 avatar-user\" src=\"https://avatars.githubusercontent.com/u/81847?s=40&v=4\" width=\"20\" height=\"20\" alt=\"@claude\" /></a>\n <a class=\"d-inline-block\" data-hydro-click=\"{"event_type":"explore.click","payload":{"click_context":"TRENDING_REPOSITORIES_PAGE","click_target":"CONTRIBUTING_DEVELOPER","click_visual_representation":"DEVELOPER_AVATAR","actor_id":null,"record_id":null,"originating_url":"https://github.com/trending","user_id":170862271}}\" data-hydro-click-hmac=\"0036e11d1bca8907bf278065d2bd9230c23cac566c0436bf27ff699c70a4e049\" data-hovercard-type=\"user\" data-hovercard-url=\"/users/dctmfoo/hovercard\" data-octo-click=\"hovercard-link-click\" data-octo-dimensions=\"link_type:self\" href=\"/dctmfoo\"><img class=\"avatar mb-1 avatar-user\" src=\"https://avatars.githubusercontent.com/u/128729140?s=40&v=4\" width=\"20\" height=\"20\" alt=\"@dctmfoo\" /></a>\n</span>\n <span data-view-component=\"true\" class=\"d-inline-block float-sm-right\">\n <svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg>\n 664 stars today\n</span> </div>",
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{
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"raw_summary": "<div class=\"float-right d-flex\">\n\n <div data-view-component=\"true\" class=\"BtnGroup d-flex\">\n <a href=\"/login?return_to=%2Fhardikpandya%2Fstop-slop\" rel=\"nofollow\" data-hydro-click=\"{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":1132137660,"auth_type":"LOG_IN","originating_url":"https://github.com/trending?since=daily","user_id":null}}\" data-hydro-click-hmac=\"380592a93c052d11d996b4585a8e428e8e261815f973102ea5c8210c565d6e13\" aria-label=\"You must be signed in to star a repository\" data-view-component=\"true\" class=\"tooltipped tooltipped-sw btn-sm btn\"> <svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star v-align-text-bottom d-none d-md-inline-block mr-2 tmp-mr-2\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z\"></path>\n</svg><svg aria-hidden=\"true\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star mr-0 tmp-mr-0 v-align-text-bottom d-inline-block d-md-none\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 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0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z\"></path>\n</svg>\n\n <span data-view-component=\"true\" class=\"text-normal\">\n hardikpandya /\n</span>\n stop-slop</a> </h2>\n\n <p class=\"col-9 color-fg-muted my-1 tmp-pr-4\">\n A skill file for removing AI tells from prose\n </p>\n\n <div class=\"f6 color-fg-muted mt-2\">\n\n <a href=\"/hardikpandya/stop-slop/stargazers\" data-view-component=\"true\" class=\"tmp-mr-3 Link Link--muted d-inline-block\"><svg aria-label=\"star\" role=\"img\" data-component=\"Octicon\" height=\"16\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" data-view-component=\"true\" class=\"octicon octicon-star\">\n <path d=\"M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 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alt=\"@hardikpandya\" /></a>\n <a class=\"d-inline-block\" data-hydro-click=\"{"event_type":"explore.click","payload":{"click_context":"TRENDING_REPOSITORIES_PAGE","click_target":"CONTRIBUTING_DEVELOPER","click_visual_representation":"DEVELOPER_AVATAR","actor_id":null,"record_id":null,"originating_url":"https://github.com/trending","user_id":170862271}}\" data-hydro-click-hmac=\"0036e11d1bca8907bf278065d2bd9230c23cac566c0436bf27ff699c70a4e049\" data-hovercard-type=\"user\" data-hovercard-url=\"/users/claude/hovercard\" data-octo-click=\"hovercard-link-click\" data-octo-dimensions=\"link_type:self\" href=\"/claude\"><img class=\"avatar mb-1 avatar-user\" src=\"https://avatars.githubusercontent.com/u/81847?s=40&v=4\" width=\"20\" height=\"20\" alt=\"@claude\" /></a>\n <a class=\"d-inline-block\" 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