https://producthunt.programnotes.cn/en/tags/text-cleanup/ Recent content in Text Cleanup on Producthunt daily Hugo -- gohugo.io en Wed, 27 May 2026 19:06:20 +0800 https://producthunt.programnotes.cn/en/p/stop-slop/ Wed, 27 May 2026 19:06:20 +0800 https://producthunt.programnotes.cn/en/p/stop-slop/ <img src="https://images.unsplash.com/photo-1659788597626-19bc1e95e3d4?ixid=M3w0NjAwMjJ8MHwxfHJhbmRvbXx8fHx8fHx8fDE3Nzk4Nzk5Mzh8&ixlib=rb-4.1.0" alt="Featured image of post stop-slop" /><h1 id="hardikpandyastop-slop"><a class="link" href="https://github.com/hardikpandya/stop-slop" target="_blank" rel="noopener" >hardikpandya/stop-slop</a> </h1><h1 id="stop-slop">Stop Slop </h1><p>A skill for removing AI tells from prose.</p> <img width="3840" height="2160" alt="G-Yg4RVbIAAhVxW" src="https://github.com/user-attachments/assets/902afc15-1f40-4a9d-af24-8cd67afb8ebf" /> <h2 id="what-this-is">What this is </h2><p>AI writing has patterns. Predictable phrases, structures, rhythms. This skill teaches Claude (or any LLM) to catch and remove them.</p> <h2 id="skill-structure">Skill Structure </h2><div class="highlight"><div class="chroma"> <table class="lntable"><tr><td class="lntd"> <pre tabindex="0" class="chroma"><code><span class="lnt">1 </span><span class="lnt">2 </span><span class="lnt">3 </span><span class="lnt">4 </span><span class="lnt">5 </span><span class="lnt">6 </span><span class="lnt">7 </span><span class="lnt">8 </span></code></pre></td> <td class="lntd"> <pre tabindex="0" class="chroma"><code class="language-fallback" data-lang="fallback"><span class="line"><span class="cl">stop-slop/ </span></span><span class="line"><span class="cl">├── SKILL.md # Core instructions </span></span><span class="line"><span class="cl">├── references/ </span></span><span class="line"><span class="cl">│ ├── phrases.md # Phrases to remove </span></span><span class="line"><span class="cl">│ ├── structures.md # Structural patterns to avoid </span></span><span class="line"><span class="cl">│ └── examples.md # Before/after transformations </span></span><span class="line"><span class="cl">├── README.md </span></span><span class="line"><span class="cl">└── LICENSE </span></span></code></pre></td></tr></table> </div> </div><h2 id="quick-start">Quick start </h2><p><strong>Claude Code:</strong> Add this folder as a skill.</p> <p><strong>Claude Projects:</strong> Upload <code>SKILL.md</code> and reference files to project knowledge.</p> <p><strong>Custom instructions:</strong> Copy core rules from <code>SKILL.md</code>.</p> <p><strong>API calls:</strong> Include <code>SKILL.md</code> in your system prompt. Reference files load on demand.</p> <h2 id="what-it-catches">What it catches </h2><p><strong>Banned phrases</strong> - Throat-clearing openers, emphasis crutches, business jargon, all adverbs, vague declaratives, meta-commentary. See <code>references/phrases.md</code>.</p> <p><strong>Structural clichés</strong> - Binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, narrator-from-a-distance voice, passive voice. See <code>references/structures.md</code>.</p> <p><strong>Sentence-level rules</strong> - No Wh- sentence starters, no em dashes, no staccato fragmentation, no lazy extremes, active voice required.</p> <h2 id="scoring">Scoring </h2><p>Rate 1-10 on each dimension:</p> <table> <thead> <tr> <th>Dimension</th> <th>Question</th> </tr> </thead> <tbody> <tr> <td>Directness</td> <td>Statements or announcements?</td> </tr> <tr> <td>Rhythm</td> <td>Varied or metronomic?</td> </tr> <tr> <td>Trust</td> <td>Respects reader intelligence?</td> </tr> <tr> <td>Authenticity</td> <td>Sounds human?</td> </tr> <tr> <td>Density</td> <td>Anything cuttable?</td> </tr> </tbody> </table> <p>Below 35/50: revise.</p> <h2 id="author">Author </h2><p><a class="link" href="https://hvpandya.com" target="_blank" rel="noopener" >Hardik Pandya</a></p> <h2 id="license">License </h2><p>MIT. Use freely, share widely.</p>