Original Reddit post

tl;dr: connect Walter to Claude via connectors, ask Claude to detect or humanize any text. The problem with AI writing isn’t that it’s wrong. It’s that it sounds like AI writing. Same cadence, same hedges, same words. Walter Writes AI fixes that, and connecting it to Claude means the whole thing happens in one chat. Setup Go to claude /settings/ connectors Search Walter Writes AI → Connect Authorize with your Walter account You don’t type tool names or write code. Just ask Claude naturally and it calls Walter automatically. The tools walter_detect : find what’s actually wrong Scores text 0–100 (0 = human, 100 = AI) and flags which sentences are the problem. Real example. I asked Claude to describe Walter: “Walter Writes AI seamlessly integrates with Claude, offering a powerful and intuitive humanization experience that empowers content creators to unlock their full potential…” Score: 99/100, likely AI. Every sentence flagged. Walter’s note: “Repetitive sentence openers, formulaic transitions, unnaturally uniform paragraph structure.” It doesn’t just score, it points at the problem spans so you know exactly what to fix. How to use: “Detect whether this sounds AI-written, sentence granularity” → paste text Three granularity levels: document (one overall score), paragraph (per section), sentence (most precise, best for editing). walter_humanize : rewrite and humanize Removes AI patterns while keeping meaning, structure, and anything you want preserved, brand names, numbers, exact phrases, URLs. Same paragraph after humanization: “Walter Writes AI connects directly to Claude, detection and rewrite in one chat. Useful for content teams that write a lot and need a check before anything goes live.” Key options worth knowing: mode: safe → minimal changes, pattern removal only mode: balanced → more aggressive rewrite (what I use) tone → “direct, concise” or “friendly, approachable” preserve.keywords → SEO terms that can’t be dropped preserve.exact_phrases → verbatim strings, product names, legal copy disallowed → words to avoid entirely (competitor names, banned terms) How to use: “Humanize this for a B2B audience, balanced mode, preserve ‘Walter Writes AI’, avoid ‘seamlessly’” My actual workflow Generate a draft in Claude “Detect this at sentence granularity”, find the worst sentences “Humanize it, professional tone, preserve [key terms]” Ask Claude to fix anything that still feels off Run detection one more time to confirm the score dropped Scores typically go from 90+ down to 30–50, which is roughly where structured human writing lands. Resources claude.ai/settings/connectors — connect Walter github.com/blader/humanizer — prompt-only alternative if you don’t want the connector github.com/Anbeeld/WRITING.md — writing rules to pair with this submitted by /u/BoringReseacher

Originally posted by u/BoringReseacher on r/ClaudeCode