claude

scribe

Multi-agent writing harness that catches AI-default writing patterns before they ship. Five writer personas, parallel critic ensemble, 0-100 sameness score. Built for longform authors, essayists, and editors.

0 on GitHubby raymondwarev1.0.0MITupdated 1 month agowriting
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Plugin scribe from marketplace raymondware in raymondware/kern. Commands read from the repo's manifest — 1 month ago.

What it installs

Skills (1)

  • scribe

    Multi-agent writing harness for longform authors. Catches AI-default writing patterns (delve, tapestry, em-dash overuse, hedging openers, three-word lists, negative/positive restatement, conclusion-restating) before they ship. Five writer personas (literary fiction, popular nonfiction, technical wri

Slash commands (10)

  • /scribe:audit

    Full anti-pattern scan with Sameness Score. Persona-aware. Audits prose without rewriting it.

  • /scribe:compare

    Compare two prose passages for sameness. Useful for before/after editing comparisons, or for comparing a draft against a known-good exemplar.

  • /scribe:diagnose

    Diagnose-only mode. Reads prose and identifies AI-default tells without producing a Sameness Score. Returns categorized findings. Useful for understanding why a passage feels off.

  • /scribe:differentiate

    De-AI an existing draft. Heavy-handed surgical revision targeting tool-specific fingerprints (ChatGPT, Claude, Gemini default cadences). Goes beyond /scribe:revise into structural editing.

  • /scribe:draw

    Run only the anti-pattern-selector. Verifies rotation by producing a subset and writing the audit log. Use to test the rotation rule.

  • /scribe:plan

    Plan-only mode. Runs persona detection + specialist planning without producing a draft. Returns specs the user can review or hand to a different writer.

  • /scribe:research

    Trigger the research-scout agent to mine writing communities for emerging AI-default patterns. Files dated patterns to anti-patterns/sourced-from-research/. Opens PRs only — never pushes to main.

  • /scribe:review

    Review existing prose with the full critic ensemble. Same as /scribe:audit but always runs ALL critics including pacing-critic, even for non-chapter surfaces. Use when you want the most thorough audit.

  • /scribe:revise

    Revise existing prose for voice consistency, rhythm precision, and AI-ism removal. Surgical edits only — does not rewrite from scratch.

  • /scribe:write

    Full write pipeline: persona detection, anti-pattern rotation, specialist planning, draft, voice revision, parallel critic review, synthesizer.

Subagents (18)

  • ai-ism-critic

    Detects the specific lexical and structural fingerprints of AI-generated prose. The most direct AI-default detection critic. Reads only assigned subset slice tagged ai-isms/ai-tell/ai-canary. Produces a 0-25 score and an itemized list of fingerprint hits.

  • anti-pattern-selector

    Selects a varied subset of anti-patterns for the current scribe run. Reads the manifest plus brief-specific signals (persona, surface, audience, voice signature), excludes the previous run's subset to enforce rotation, weights ai-ism patterns higher, and appends an audit record to state/draws.jsonl.

  • cliche-detector

    Detects cliches, manufactured aphorisms, dead metaphors, and content-marketing-blog phrasings. Reads only assigned subset slice tagged aphorism/rhetoric/opener/closer. Produces a 0-25 score and findings with replacement suggestions.

  • conductor

    Pipeline orchestrator for scribe writing workflows. Manages the 6-phase pipeline (draw, plan, interview, draft, review, present), spawns the anti-pattern-selector first to pick a varied subset, threads that subset through all specialists and critics, runs a parallel critic ensemble plus synthesizer

  • critique-synthesizer

    Merges parallel critic outputs (rhythm, voice, cliche, ai-ism, pacing) into a single consensus report with a 0-100 Sameness Score. Deduplicates findings across critics. Routes targeted rework to the right specialist. Does NOT critique on its own — synthesizes only.

  • cross-persona-audit

    Audits the 5 scribe persona definitions for structural divergence. Detects dimensions where two or more personas would produce indistinguishable prose. Flags overlap, produces a pairwise divergence matrix. Run when persona files are modified or when a new persona is added.

  • dialogue-specialist

    Plans dialogue beats — speech rhythm, dialogue tag discipline, register per character. Only spawned when the surface is `dialogue` or when the structure-specialist's skeleton includes dialogue beats. Outputs a dialogue spec the draft-implementer follows.

  • draft-implementer

    The first writer in the pipeline. Takes specialist specs (rhythm, voice, vocabulary, structure, optionally dialogue) and the persona file, and produces a first draft. Reads only the assigned subset of anti-patterns. Does NOT critique. Does NOT revise its own output.

  • external-judge

    Independent Sameness scorer for prose. Reads prose only — no access to specialists' outputs, the synthesizer's findings, or the critic ensemble's reasoning. Used when an external validation harness needs an unbiased second opinion. Outputs JSON with score and indicators_hit.

  • pacing-critic

    Audits chapter and essay pacing — how the passage opens, how it transitions between scenes, where the thesis lands, how it closes. Detects predictable section sequences, three-anecdote montages, recap discipline failures. Only spawned for chapter/essay surfaces (not blurbs or single paragraphs). 0-2

  • research-scout

    Mines Reddit, Hacker News, X/Twitter, Substack, writing communities, and editor blogs for emerging AI-default writing patterns. Requires 2+ independent complaints per pattern. Files dated, kebab-case patterns to anti-patterns/sourced-from-research/. Opens PRs only — never pushes to main.

  • rhythm-critic

    Audits prose rhythm — sentence-length variance, paragraph-length variance, em-dash density, tricolon usage, single-sentence-paragraph presence. Reads only the assigned subset slice tagged rhythm/paragraph/pacing. Produces a per-dimension score (0-25) and specific findings.

  • rhythm-specialist

    Defines the sentence-length distribution, paragraph rhythm, and pacing targets for a scribe writing run. Reads the persona file and the user's brief; outputs a rhythm spec the draft-implementer must hit. Does NOT write prose. Does NOT read outside the assigned subset.

  • structure-specialist

    Plans the macro-structure of the passage — paragraph order, section breaks, how the surface opens and closes. Reads the rhythm/voice/vocabulary specialists' outputs and the persona file. Outputs a paragraph-by-paragraph skeleton the draft-implementer fills in.

  • vocabulary-specialist

    Builds the vocabulary register list for a scribe writing run — required vocabulary categories, banned words, target specificity. Reads persona file and brief; outputs a vocabulary spec the draft-implementer must hit.

  • voice-critic

    Audits voice consistency, register, point-of-view discipline, and authorial stance. Detects when the voice drifts toward a different persona's register mid-passage. Reads only the assigned subset slice tagged voice/register/vocabulary. Produces a 0-25 score and findings.

  • voice-implementer

    Second-pass writer. Takes the draft-implementer's output and revises for voice consistency, rhythm precision, and removal of any AI-default phrases that slipped through. Does NOT critique scores. Outputs revised prose only.

  • voice-specialist

    Defines the voice register, tense, point-of-view, and authorial stance for a scribe writing run. Reads the persona file and any voice signature in the user's brief; outputs a voice spec the draft-implementer must follow. Does NOT write prose.

View source on GitHub

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