An instrumented editing loop for AI drafts: ai_tell_scan scores how human a draft reads with quoted evidence, burstiness_report maps sentence rhythm, voice_fingerprint profiles a real person's writing numerically, and the premium humanize_plan / verify_rewrite pair produces a rewrite brief and proves the result moved toward the target voice.
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ai_tell_scanAi Tell ScanScan a draft for the measurable tells of AI-generated prose. FREE.
Flags stock phrases (with exact quotes), structural reflexes, uniform sentence rhythm, em-dash overuse, and hedging boilerplate — every flag cites the actual text. Typical input {"text": ""} returns {"reads_human_score": 0-100, "metrics": {"burstiness": ..., "avg_sentence_len": ..., ...}, "evidence": [{"type": "stock_phrase", "quote": "..."}], "note": "..."}. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": ""} (for example {"error": "empty text"}). Every call is read-only and idempotent, so after correcting the input it is always safe to retry.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | The draft to scan — at least one full sentence of plain text. |
| Name | Required | Description |
|---|---|---|
No output parameters | ||
burstiness_reportBurstiness ReportMap a draft's sentence rhythm and find where it goes flat. FREE.
Reports per-sentence lengths, the burstiness coefficient, and runs of similar-length sentences. Typical input {"text": ""} returns {"sentence_lengths": [12, 14, 13, 5, 28], "burstiness": 0.52, "flat_runs": [{"sentences": "1-3", "lengths": [12, 14, 13]}], "tip": "..."}. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": ""} (for example {"error": "need 3+ sentences"}). Every call is read-only and idempotent, so after correcting the input it is always safe to retry.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | The draft to analyze; needs at least 3 sentences. |
| Name | Required | Description |
|---|---|---|
No output parameters | ||
humanize_planHumanize PlanProduce a precise rewrite brief that de-AIs a draft, with numeric targets. PREMIUM (license).
Lists every flagged tell with its fix and sentence-rhythm surgery targets; when a voice_fingerprint result is supplied, adds numeric targets to hit that person's voice. Apply the brief with your agent, then confirm with verify_rewrite. Typical input {"text": "", "fingerprint": } returns {"current_score": 0-100, "edit_list": ["..."], "numeric_targets": {...}, "process": ..., "integrity_note": ...}. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": ""}. Every call is read-only and idempotent, so after correcting the input it is always safe to retry.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | The AI draft to plan a rewrite for. | |
| fingerprint | No | Optional voice profile object exactly as returned by voice_fingerprint; omit for a style-only pass. |
| Name | Required | Description |
|---|---|---|
No output parameters | ||
verify_rewriteVerify RewriteVerify a rewrite actually improved: score delta, meaning check, voice distance. PREMIUM (license).
Compares reads-human score before/after, a meaning-preservation proxy, and (with a fingerprint) numeric distance to the target voice. Typical input {"original": "", "rewrite": ""} returns {"score_before": N, "score_after": N, "score_delta": N, "content_word_retention_pct": N, "remaining_tells": [...], "verdict": "Improved — ship it" | "Marginal — ..."}. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": ""} (for example {"error": "both texts must be non-empty"}). Every call is read-only and idempotent, so after correcting the input it is always safe to retry.
| Name | Required | Description | Default |
|---|---|---|---|
| rewrite | Yes | The same content after the humanize_plan edits. | |
| original | Yes | The draft before editing. | |
| fingerprint | No | Optional voice profile object exactly as returned by voice_fingerprint, to measure distance to the target voice. |
| Name | Required | Description |
|---|---|---|
No output parameters | ||
voice_fingerprintVoice FingerprintBuild a measurable voice profile from samples of a person's real writing. FREE.
Feed it 2+ samples (emails, posts, essays — 150+ words total) and use the result with humanize_plan / verify_rewrite. Typical input {"samples": ["", ""]} returns {"label": "my-voice", "target_metrics": {"avg_sentence_len": ..., "burstiness": ..., ...}, "favorite_words": [...], "signature_habits": ["..."], "words_analyzed": N}. Errors: on invalid, missing, or malformed input this tool never raises a protocol error — it returns {"error": ""} (for example {"error": "need 150+ words of real writing across the samples"}). Every call is read-only and idempotent, so after correcting the input it is always safe to retry.
| Name | Required | Description | Default |
|---|---|---|---|
| label | No | Optional name for this voice profile. Default "my-voice". | my-voice |
| samples | Yes | List of real writing samples by the same person; 150+ words combined across all samples. |
| Name | Required | Description |
|---|---|---|
No output parameters | ||
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