# humanizer-lint — Full Technical Reference

> Version 1.2.1. This document is generated into `/llms-full.txt` with the current checked-in rule catalogs during the static demo build.

## Purpose

`humanizer-lint` is a deterministic style validator for multi-language prose. Native `Intl.Segmenter` handles sentence and word segmentation locally. EN, ID, ES, MS, FR, DE, PT, and ZH use bundled lexical packs; other ISO 639-1 inputs fall back to universal stylometry. It does not estimate authorship, identify a human writer, or send text to a remote model. A result reports configured style checks for the exact input passed to the local CLI or browser analyzer.

## Install and run

```sh
npx skills add yanstd888/humanizer-lint
npx humanizer-lint --file draft.md --lang auto --json
cat draft.md | npx humanizer-lint --stdin --json
```

CLI language selection: `--lang auto|universal|<ISO-639-1>`. Playground deep-links: `?sample=ai-id`, `?sample=ai-en`, `?sample=ai-es`, `?sample=ai-ms`, `?sample=ai-fr`, `?sample=ai-de`, `?sample=ai-pt`, and `?sample=ai-zh`.

Exit codes:

- `0`: `PASS` or short-text `SKIP`.
- `1`: analyzed successfully and returned `FAIL`.
- `2`: invalid arguments, unreadable input, or malformed profile.

## JSON result schema

```json
{
  "status": "PASS | FAIL | SKIP",
  "score": 0,
  "language": "ISO 639-1 code | universal",
  "rulePack": "en | id | es | ms | fr | de | pt | zh | universal",
  "warning": "optional short-text warning",
  "metrics": {
    "wordCount": 0,
    "sentenceCount": 0,
    "meanSentenceLength": 0,
    "stdDev": 0,
    "burstinessCV": 0,
    "adjacentDelta": 0,
    "shortSentenceRatio": 0,
    "longSentenceRatio": 0,
    "mattr": 0,
    "compressionRatio": 0,
    "nominalizationRatio": 0,
    "passiveRatio": 0,
    "voiceProfileDeviation": 0
  },
  "violations": [
    {
      "type": "RULE_OR_METRIC_CODE",
      "ruleId": "optional lexical rule id",
      "location": "Paragraph N, Sentence M | Whole text",
      "match": "optional matched text",
      "fixInstruction": "actionable local revision guidance"
    }
  ]
}
```

## Default thresholds

- Minimum statistical sample: 20 words and 3 sentences.
- Burstiness CV: `0.45` for 8 or more sentences; `0.40` for shorter eligible text.
- Adjacent rhythm delta: `4`.
- Short-sentence ratio: `0.15` for sentences of 6 words or fewer on 8+ sentence text.
- Long-sentence ratio: `0.10` for sentences of 26 words or more on 8+ sentence text.
- MATTR: `0.72` Indonesian and Latin-script universal fallback; `0.74` English; `0.68` CJK fallback and Mandarin.
- Pass score: `80`.
- Indonesian nominalization maximum ratio: `0.045`.
- Indonesian passive maximum ratio: `0.035`.

## Scoring formula

The score starts at 100 and applies bounded deductions from the measured result:

1. **Burstiness:** when CV is under the applicable target, deduct `min(25, round((target - CV) * 100))`. For 8+ sentence text that misses either short or long sentence distribution, add 8 more points, capped at 25.
2. **Monotonous rhythm:** deduct up to 20 points at 6 points per `MONOTONOUS_RHYTHM` finding.
3. **Lexical patterns:** deduct up to 30 points: 5 each for `SLOP_PHRASE` or `DEFINITIONAL_OPENING`, and 4 each for `STRUCTURAL_CLICHE`.
4. **Morphology:** deduct 7.5 for an excessive nominalization finding and up to 15 for passive-bloating findings, capped at 15 total.
5. **Vocabulary, entropy, and profile:** deduct up to 10 total: 5 for low MATTR, 5 for structural repetition, and 5 for a supplied voice-profile deviation.

A `PASS` additionally requires score at or above the configured pass score, no forbidden slop/definitional opening, the applicable CV target, adjacent rhythm delta, and required sentence distribution. A short input returns `SKIP`; lexical slop can still be reported.

## Metrics

- **Burstiness CV:** standard deviation of sentence word counts divided by their mean.
- **Adjacent rhythm delta:** mean absolute difference between neighboring sentence word counts.
- **Adaptive MATTR:** average type-token ratio over a window chosen as the smaller of the text length and an adaptive maximum of 50 words.
- **Compression ratio:** raw-deflate byte length divided by normalized source byte length; used for repetition checks on sufficiently long text.
- **Indonesian morphology:** configured nominalization and passive patterns use whitelists/exclusions defined in the generated catalog below.

## Rule catalog

The following JSON blocks are copied directly from the checked-in rules used by the CLI and browser analyzer at build time.

### Rule catalog

The following JSON object is copied directly from all checked-in rule packs used by the CLI and browser analyzer at build time.

```json
{
  "id": {
    "language": "id",
    "stopwords": [
      "yang",
      "dan",
      "di",
      "ini",
      "untuk",
      "dengan",
      "dari",
      "pada",
      "dalam",
      "tidak",
      "akan",
      "atau",
      "juga",
      "oleh",
      "adalah",
      "sebagai",
      "bahwa",
      "dapat",
      "karena",
      "tersebut"
    ],
    "patterns": [
      {
        "id": "ID001",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdi era digital\\b",
        "fixInstruction": "Mulai langsung dari subjek atau fakta konkret."
      },
      {
        "id": "ID002",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdi tengah pesatnya\\b",
        "fixInstruction": "Hapus pembuka umum dan sebutkan perubahan yang dimaksud."
      },
      {
        "id": "ID003",
        "type": "SLOP_PHRASE",
        "pattern": "\\btidak dapat dipungkiri\\b",
        "fixInstruction": "Nyatakan klaim secara langsung tanpa pembuka klise."
      },
      {
        "id": "ID004",
        "type": "SLOP_PHRASE",
        "pattern": "\\btak dapat dipungkiri\\b",
        "fixInstruction": "Nyatakan klaim secara langsung tanpa pembuka klise."
      },
      {
        "id": "ID005",
        "type": "SLOP_PHRASE",
        "pattern": "\\bpenting untuk diingat\\b",
        "fixInstruction": "Hapus penanda kepentingan dan tulis fakta yang perlu diingat."
      },
      {
        "id": "ID006",
        "type": "SLOP_PHRASE",
        "pattern": "\\bperlu dicatat bahwa\\b",
        "fixInstruction": "Hapus pengantar dan mulai dari informasi intinya."
      },
      {
        "id": "ID007",
        "type": "SLOP_PHRASE",
        "pattern": "\\bsebagai kesimpulan\\b",
        "fixInstruction": "Hapus kesimpulan generik atau tutup dengan fakta terakhir."
      },
      {
        "id": "ID008",
        "type": "SLOP_PHRASE",
        "pattern": "\\bsecara keseluruhan\\b",
        "fixInstruction": "Ganti rangkuman umum dengan kesimpulan yang spesifik."
      },
      {
        "id": "ID009",
        "type": "SLOP_PHRASE",
        "pattern": "\\blebih lanjut\\s*,",
        "fixInstruction": "Hubungkan kalimat berdasarkan maknanya, bukan transisi otomatis."
      },
      {
        "id": "ID010",
        "type": "SLOP_PHRASE",
        "pattern": "\\bnamun demikian\\s*,",
        "fixInstruction": "Gunakan kontras langsung jika memang ada pertentangan."
      },
      {
        "id": "ID011",
        "type": "SLOP_PHRASE",
        "pattern": "\\bselain itu\\s*,",
        "maxOccurrences": 1,
        "perWords": 300,
        "fixInstruction": "Pertahankan paling banyak satu kali atau gunakan hubungan yang lebih spesifik."
      },
      {
        "id": "ID012",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmari kita bahas\\b",
        "fixInstruction": "Mulai pembahasan tanpa mengumumkannya."
      },
      {
        "id": "ID013",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmenyelami lebih dalam\\b",
        "fixInstruction": "Sebutkan aspek yang dianalisis secara langsung."
      },
      {
        "id": "ID014",
        "type": "SLOP_PHRASE",
        "pattern": "\\bbukan sekadar\\b",
        "fixInstruction": "Nyatakan fungsi atau manfaat utama secara langsung."
      },
      {
        "id": "ID015",
        "type": "SLOP_PHRASE",
        "pattern": "\\btidak hanya[\\s\\S]{0,80}?tetapi juga\\b",
        "maxOccurrences": 1,
        "perWords": 300,
        "fixInstruction": "Pisahkan kedua klaim atau nyatakan hubungan tanpa formula biner."
      },
      {
        "id": "ID016",
        "type": "SLOP_PHRASE",
        "pattern": "\\bhal ini menunjukkan bahwa\\b",
        "fixInstruction": "Sebutkan bukti dan kesimpulannya secara langsung."
      },
      {
        "id": "ID017",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdapat disimpulkan bahwa\\b",
        "fixInstruction": "Tulis kesimpulan tanpa frasa pengantar."
      },
      {
        "id": "ID018",
        "type": "SLOP_PHRASE",
        "pattern": "\\bseiring dengan perkembangan zaman\\b",
        "fixInstruction": "Sebutkan periode atau perubahan yang konkret."
      },
      {
        "id": "ID019",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdi zaman yang serba\\b",
        "fixInstruction": "Ganti generalisasi dengan konteks yang nyata."
      },
      {
        "id": "ID020",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdi dunia yang semakin\\b",
        "fixInstruction": "Sebutkan kondisi yang benar-benar berubah."
      },
      {
        "id": "ID021",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdalam lanskap yang\\b",
        "fixInstruction": "Sebutkan bidang atau keadaan secara langsung."
      },
      {
        "id": "ID022",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmemainkan peran penting\\b",
        "fixInstruction": "Jelaskan tindakan atau dampak konkretnya."
      },
      {
        "id": "ID023",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmenjadi kunci utama\\b",
        "fixInstruction": "Jelaskan syarat atau mekanisme yang sebenarnya."
      },
      {
        "id": "ID024",
        "type": "SLOP_PHRASE",
        "pattern": "\\blangkah yang tepat\\b",
        "fixInstruction": "Sebutkan langkah yang dimaksud."
      },
      {
        "id": "ID025",
        "type": "SLOP_PHRASE",
        "pattern": "\\blangkah strategis\\b",
        "fixInstruction": "Sebutkan tindakan dan hasil yang dituju."
      },
      {
        "id": "ID026",
        "type": "SLOP_PHRASE",
        "pattern": "\\bsolusi inovatif\\b",
        "fixInstruction": "Jelaskan cara kerja solusi tanpa label promosi."
      },
      {
        "id": "ID027",
        "type": "SLOP_PHRASE",
        "pattern": "\\bpendekatan holistik\\b",
        "fixInstruction": "Sebutkan bagian yang digabungkan oleh pendekatan tersebut."
      },
      {
        "id": "ID028",
        "type": "SLOP_PHRASE",
        "pattern": "\\bberbagai aspek\\b",
        "fixInstruction": "Sebutkan aspek yang relevan."
      },
      {
        "id": "ID029",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdampak yang signifikan\\b",
        "fixInstruction": "Jelaskan dampak dan ukurannya jika tersedia."
      },
      {
        "id": "ID030",
        "type": "SLOP_PHRASE",
        "pattern": "\\bhasil yang optimal\\b",
        "fixInstruction": "Nyatakan hasil yang dapat diamati atau diukur."
      },
      {
        "id": "ID031",
        "type": "SLOP_PHRASE",
        "pattern": "\\bsecara efektif dan efisien\\b",
        "fixInstruction": "Jelaskan perbaikan waktu, biaya, atau mutu secara spesifik."
      },
      {
        "id": "ID032",
        "type": "SLOP_PHRASE",
        "pattern": "\\bpada akhirnya\\s*,",
        "fixInstruction": "Tutup langsung dengan akibat atau keputusan akhir."
      },
      {
        "id": "ID033",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdengan demikian\\s*,",
        "fixInstruction": "Nyatakan akibatnya tanpa transisi otomatis."
      },
      {
        "id": "ID034",
        "type": "SLOP_PHRASE",
        "pattern": "\\boleh karena itu\\s*,",
        "fixInstruction": "Hubungkan sebab dan akibat secara langsung."
      },
      {
        "id": "ID035",
        "type": "SLOP_PHRASE",
        "pattern": "\\bpada dasarnya\\s*,",
        "fixInstruction": "Hapus pengantar dan nyatakan pokoknya."
      },
      {
        "id": "ID036",
        "type": "SLOP_PHRASE",
        "pattern": "\\bperlu dipahami bahwa\\b",
        "fixInstruction": "Mulai dari informasi yang perlu dipahami."
      },
      {
        "id": "ID037",
        "type": "SLOP_PHRASE",
        "pattern": "\\btentu saja\\s*,",
        "fixInstruction": "Hapus penegasan otomatis jika tidak menambah makna."
      },
      {
        "id": "ID038",
        "type": "SLOP_PHRASE",
        "pattern": "\\btanpa diragukan lagi\\b",
        "fixInstruction": "Ganti kepastian retoris dengan bukti atau klaim langsung."
      },
      {
        "id": "ID039",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmembuka peluang baru\\b",
        "fixInstruction": "Sebutkan peluang yang benar-benar tersedia."
      },
      {
        "id": "ID040",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmendorong pertumbuhan berkelanjutan\\b",
        "fixInstruction": "Sebutkan mekanisme dan indikator pertumbuhannya."
      },
      {
        "id": "ID041",
        "type": "DEFINITIONAL_OPENING",
        "scope": "paragraph-start",
        "pattern": "^[A-ZÀ-ÖØ-Þ][\\p{L}\\p{N}_\\s'\"-]{2,80}\\s+adalah\\s+(?:sebuah|suatu|proses|metode|sistem|cara|langkah|pendekatan)\\b",
        "fixInstruction": "Ganti definisi kaku dengan fungsi, contoh, atau fakta konkret."
      },
      {
        "id": "ID042",
        "type": "DEFINITIONAL_OPENING",
        "scope": "paragraph-start",
        "pattern": "^Dalam (?:konteks|dunia|ranah) [\\p{L}\\p{N}\\s-]+,",
        "fixInstruction": "Mulai langsung dari subjek yang dibahas."
      }
    ],
    "morphology": {
      "nominalizationPattern": "^(?:peng|pen|pem|peny|pe|ke)[a-z]{5,}an$",
      "nominalizationWhitelist": [
        "perusahaan",
        "pekerjaan",
        "pertanyaan",
        "pernyataan",
        "perjalanan",
        "permainan",
        "peralatan",
        "peraturan",
        "perubahan",
        "perbedaan",
        "persamaan",
        "pertemuan",
        "pernikahan",
        "pendidikan",
        "pemerintahan",
        "pembangunan",
        "pengalaman",
        "pengetahuan",
        "pendapatan",
        "pengeluaran",
        "kegiatan",
        "kesehatan",
        "kebutuhan",
        "keputusan",
        "keamanan",
        "kecepatan",
        "kekuatan",
        "kesempatan",
        "kesalahan",
        "ketentuan",
        "keuangan",
        "kebijakan",
        "kehidupan",
        "kemampuan",
        "kenyataan",
        "kepercayaan",
        "keterangan",
        "kewajiban",
        "kerusakan",
        "keuntungan",
        "kerugian",
        "kemajuan",
        "kehadiran",
        "kebiasaan"
      ],
      "nominalizationMaxRatio": 0.045,
      "passivePattern": "^di[a-z]{4,}(?:kan|i)$",
      "loanwordExclusionPattern": "^(?:diskusi|dinamika|dimensi|direktori|distribusi|divisi|disiplin|digital|diagnosa|diagram|dialek|dialog|diameter|dilema|dinamis|diplomasi|direktur|disertasi|diskon|divergensi|diversifikasi|dedikasi|definisi|delegasi|demokrasi|depresi|deskripsi|destinasi|deteksi|deviasi|dominasi|donasi|durasi)$",
      "loanwordSuffixExclusionPattern": "(?:asi|isi|ensi|uksi|logi|nomi|grafi|metri|krasi|fobi|pati|terapi|stasi|nasti)$",
      "passiveMaxRatio": 0.035,
      "subordinateOpeningPattern": "^(?:Dengan menggunakan|Untuk mencapai|Dalam rangka|Melalui pendekatan|Guna memastikan|Dengan memanfaatkan)\\b"
    }
  },
  "en": {
    "language": "en",
    "stopwords": [
      "the",
      "and",
      "of",
      "to",
      "in",
      "is",
      "that",
      "for",
      "it",
      "with",
      "as",
      "on",
      "are",
      "this",
      "by",
      "be",
      "at",
      "or",
      "from",
      "an"
    ],
    "patterns": [
      {
        "id": "EN001",
        "type": "SLOP_PHRASE",
        "pattern": "\\bdelve\\b",
        "fixInstruction": "Name the exact action or subject instead."
      },
      {
        "id": "EN002",
        "type": "SLOP_PHRASE",
        "pattern": "\\btapestry\\b",
        "fixInstruction": "Replace the metaphor with a concrete description."
      },
      {
        "id": "EN003",
        "type": "SLOP_PHRASE",
        "pattern": "\\btestament\\b",
        "fixInstruction": "State the evidence directly."
      },
      {
        "id": "EN004",
        "type": "SLOP_PHRASE",
        "pattern": "\\bunderscore(?:s|d|ing)?\\b",
        "fixInstruction": "State what the evidence shows."
      },
      {
        "id": "EN005",
        "type": "SLOP_PHRASE",
        "pattern": "\\bpivotal\\b",
        "fixInstruction": "Describe the actual consequence without inflated significance."
      },
      {
        "id": "EN006",
        "type": "SLOP_PHRASE",
        "pattern": "\\bcrucial\\b",
        "fixInstruction": "Explain why the item matters in this context."
      },
      {
        "id": "EN007",
        "type": "SLOP_PHRASE",
        "pattern": "\\bfoster(?:s|ed|ing)?\\b",
        "fixInstruction": "Name the concrete behavior or outcome."
      },
      {
        "id": "EN008",
        "type": "SLOP_PHRASE",
        "pattern": "\\blandscape\\b",
        "fixInstruction": "Name the field or conditions directly."
      },
      {
        "id": "EN009",
        "type": "SLOP_PHRASE",
        "pattern": "\\brealm\\b",
        "fixInstruction": "Name the actual domain."
      },
      {
        "id": "EN010",
        "type": "SLOP_PHRASE",
        "pattern": "\\bbeacon\\b",
        "fixInstruction": "Replace the metaphor with a supported fact."
      },
      {
        "id": "EN011",
        "type": "SLOP_PHRASE",
        "pattern": "\\bsymphony\\b",
        "fixInstruction": "Describe the relationship without a decorative metaphor."
      },
      {
        "id": "EN012",
        "type": "SLOP_PHRASE",
        "pattern": "\\bunlock(?:s|ed|ing)?\\b",
        "fixInstruction": "Name what becomes possible and how."
      },
      {
        "id": "EN013",
        "type": "SLOP_PHRASE",
        "pattern": "\\belevate(?:s|d|ing)?\\b",
        "fixInstruction": "State the measurable improvement."
      },
      {
        "id": "EN014",
        "type": "SLOP_PHRASE",
        "pattern": "\\bunleash(?:es|ed|ing)?\\b",
        "fixInstruction": "Describe the actual capability or result."
      },
      {
        "id": "EN015",
        "type": "SLOP_PHRASE",
        "pattern": "\\bgame[- ]changer\\b",
        "fixInstruction": "State the specific change and its effect."
      },
      {
        "id": "EN016",
        "type": "SLOP_PHRASE",
        "pattern": "\\bparadigm shift\\b",
        "fixInstruction": "Describe what changed in concrete terms."
      },
      {
        "id": "EN017",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmoreover\\b",
        "fixInstruction": "Connect the sentences by their actual relationship."
      },
      {
        "id": "EN018",
        "type": "SLOP_PHRASE",
        "pattern": "\\bfurthermore\\b",
        "fixInstruction": "Connect the sentences by their actual relationship."
      },
      {
        "id": "EN019",
        "type": "SLOP_PHRASE",
        "pattern": "\\bin conclusion\\b",
        "fixInstruction": "End on the final concrete point."
      },
      {
        "id": "EN020",
        "type": "SLOP_PHRASE",
        "pattern": "\\bit is important to note\\b",
        "fixInstruction": "Remove the announcement and state the fact."
      },
      {
        "id": "EN021",
        "type": "SLOP_PHRASE",
        "pattern": "\\bit is worth noting\\b",
        "fixInstruction": "Remove the announcement and state the fact."
      },
      {
        "id": "EN022",
        "type": "SLOP_PHRASE",
        "pattern": "\\bin today['’]s fast-paced\\b",
        "fixInstruction": "Name the current condition precisely."
      },
      {
        "id": "EN023",
        "type": "SLOP_PHRASE",
        "pattern": "\\bever-evolving\\b",
        "fixInstruction": "Name the change and its time frame."
      },
      {
        "id": "EN024",
        "type": "SLOP_PHRASE",
        "pattern": "\\bseamless(?:ly)?\\b",
        "fixInstruction": "Describe the missing step, delay, or transition precisely."
      },
      {
        "id": "EN025",
        "type": "SLOP_PHRASE",
        "pattern": "\\brobust\\b",
        "fixInstruction": "Name the failure mode or capacity the system handles."
      },
      {
        "id": "EN026",
        "type": "SLOP_PHRASE",
        "pattern": "\\bcutting[- ]edge\\b",
        "fixInstruction": "Name the specific technical capability."
      },
      {
        "id": "EN027",
        "type": "SLOP_PHRASE",
        "pattern": "\\brevolutionary\\b",
        "fixInstruction": "Describe the concrete difference without promotional language."
      },
      {
        "id": "EN028",
        "type": "SLOP_PHRASE",
        "pattern": "\\bnext[- ]generation\\b",
        "fixInstruction": "Name the new behavior or version."
      },
      {
        "id": "EN029",
        "type": "SLOP_PHRASE",
        "pattern": "\\btransformative\\b",
        "fixInstruction": "State what changed and for whom."
      },
      {
        "id": "EN030",
        "type": "SLOP_PHRASE",
        "pattern": "\\bjourney\\b",
        "fixInstruction": "Name the process or sequence directly."
      },
      {
        "id": "EN031",
        "type": "SLOP_PHRASE",
        "pattern": "\\bempower(?:s|ed|ing)?\\b",
        "fixInstruction": "Name the action users can now take."
      },
      {
        "id": "EN032",
        "type": "SLOP_PHRASE",
        "pattern": "\\bharness(?:es|ed|ing)?\\b",
        "fixInstruction": "State how the resource is used."
      },
      {
        "id": "EN033",
        "type": "SLOP_PHRASE",
        "pattern": "\\bnavigate(?:s|d|ing)? the complexities\\b",
        "fixInstruction": "Name the specific difficulty and response."
      },
      {
        "id": "EN034",
        "type": "SLOP_PHRASE",
        "pattern": "\\bholistic approach\\b",
        "fixInstruction": "List the parts included in the approach."
      },
      {
        "id": "EN035",
        "type": "SLOP_PHRASE",
        "pattern": "\\bvaluable insights\\b",
        "fixInstruction": "State the finding itself."
      },
      {
        "id": "EN036",
        "type": "SLOP_PHRASE",
        "pattern": "\\bplays? a (?:key|vital|crucial) role\\b",
        "fixInstruction": "Describe the action or consequence directly."
      },
      {
        "id": "EN037",
        "type": "SLOP_PHRASE",
        "pattern": "\\bthe future looks bright\\b",
        "fixInstruction": "End on a supported plan or concrete fact."
      },
      {
        "id": "EN038",
        "type": "SLOP_PHRASE",
        "pattern": "\\bexciting times (?:lie|are) ahead\\b",
        "fixInstruction": "Replace optimism with a supported next step."
      },
      {
        "id": "EN039",
        "type": "SLOP_PHRASE",
        "pattern": "\\bstands as a testament\\b",
        "fixInstruction": "State the evidence directly."
      },
      {
        "id": "EN040",
        "type": "SLOP_PHRASE",
        "pattern": "\\bmarking a (?:pivotal|significant) moment\\b",
        "fixInstruction": "State what happened and its direct effect."
      },
      {
        "id": "EN041",
        "type": "STRUCTURAL_CLICHE",
        "pattern": ",\\s+[a-z]+ing\\s+(?:a|the|its|their|this|that)\\s+[a-z]+",
        "fixInstruction": "Split or rewrite the participial tail as a supported clause."
      },
      {
        "id": "EN042",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bnot only[\\s\\S]{0,100}?but also\\b",
        "fixInstruction": "State both claims directly without the binary formula."
      },
      {
        "id": "EN043",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bit['’]s not just about[\\s\\S]{0,100}?it['’]s about\\b",
        "fixInstruction": "State the positive claim directly."
      },
      {
        "id": "EN044",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "(?:—|--)",
        "maxOccurrences": 1,
        "perWords": 250,
        "fixInstruction": "Replace repeated dashes with the punctuation that matches the relationship."
      }
    ]
  },
  "es": {
    "language": "es",
    "stopwords": [
      "de",
      "la",
      "que",
      "el",
      "en",
      "los",
      "del",
      "las",
      "por",
      "un",
      "para",
      "con",
      "no",
      "una",
      "su",
      "al",
      "es",
      "como",
      "más",
      "pero"
    ],
    "patterns": [
      {
        "id": "ES001",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+el\\s+vertiginoso\\s+mundo\\s+actual",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES002",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+la\\s+era\\s+digital\\s+actual",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES003",
        "type": "SLOP_PHRASE",
        "pattern": "cabe\\s+destacar\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES004",
        "type": "SLOP_PHRASE",
        "pattern": "es\\s+importante\\s+recordar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES005",
        "type": "SLOP_PHRASE",
        "pattern": "no\\s+se\\s+puede\\s+negar\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES006",
        "type": "SLOP_PHRASE",
        "pattern": "un\\s+tapiz\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES007",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+conclusión",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES008",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+resumen",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES009",
        "type": "SLOP_PHRASE",
        "pattern": "además",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES010",
        "type": "SLOP_PHRASE",
        "pattern": "por\\s+otro\\s+lado",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES011",
        "type": "SLOP_PHRASE",
        "pattern": "sin\\s+lugar\\s+a\\s+dudas",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES012",
        "type": "SLOP_PHRASE",
        "pattern": "juega\\s+un\\s+papel\\s+crucial",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES013",
        "type": "SLOP_PHRASE",
        "pattern": "un\\s+testimonio\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES014",
        "type": "SLOP_PHRASE",
        "pattern": "sumergirse\\s+en",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES015",
        "type": "SLOP_PHRASE",
        "pattern": "no\\s+solo",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES016",
        "type": "SLOP_PHRASE",
        "pattern": "sino\\s+también",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES017",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+el\\s+panorama\\s+actual",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES018",
        "type": "SLOP_PHRASE",
        "pattern": "es\\s+fundamental",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES019",
        "type": "SLOP_PHRASE",
        "pattern": "vale\\s+la\\s+pena\\s+señalar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES020",
        "type": "SLOP_PHRASE",
        "pattern": "a\\s+medida\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES021",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+última\\s+instancia",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES022",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+un\\s+mundo\\s+en\\s+constante\\s+evolución",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES023",
        "type": "SLOP_PHRASE",
        "pattern": "abre\\s+la\\s+puerta\\s+a",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES024",
        "type": "SLOP_PHRASE",
        "pattern": "cambiar\\s+las\\s+reglas\\s+del\\s+juego",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES025",
        "type": "SLOP_PHRASE",
        "pattern": "sin\\s+problemas",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ES026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:En el contexto de|En el ámbito de|En el mundo de) [\\w\\s]+,",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "ES027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bno\\s+solo\\b[\\s\\S]{0,100}?\\bsino\\s+también\\b",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  },
  "ms": {
    "language": "ms",
    "stopwords": [
      "yang",
      "dan",
      "di",
      "ini",
      "untuk",
      "dengan",
      "tidak",
      "dalam",
      "daripada",
      "pada",
      "adalah",
      "kerana",
      "boleh",
      "bagi",
      "bahawa",
      "oleh",
      "juga",
      "akan",
      "kepada",
      "mereka"
    ],
    "patterns": [
      {
        "id": "MS001",
        "type": "SLOP_PHRASE",
        "pattern": "dalam\\s+era\\s+digital\\s+kini",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS002",
        "type": "SLOP_PHRASE",
        "pattern": "tidak\\s+dapat\\s+dinafikan\\s+bahawa",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS003",
        "type": "SLOP_PHRASE",
        "pattern": "penting\\s+untuk\\s+diingat",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS004",
        "type": "SLOP_PHRASE",
        "pattern": "perlu\\s+dinyatakan\\s+bahawa",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS005",
        "type": "SLOP_PHRASE",
        "pattern": "secara\\s+keseluruhannya",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS006",
        "type": "SLOP_PHRASE",
        "pattern": "kesimpulannya",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS007",
        "type": "SLOP_PHRASE",
        "pattern": "tambahan\\s+pula",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS008",
        "type": "SLOP_PHRASE",
        "pattern": "selain\\s+itu",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS009",
        "type": "SLOP_PHRASE",
        "pattern": "memainkan\\s+peranan\\s+penting",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS010",
        "type": "SLOP_PHRASE",
        "pattern": "bukan\\s+sahaja",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS011",
        "type": "SLOP_PHRASE",
        "pattern": "malah",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS012",
        "type": "SLOP_PHRASE",
        "pattern": "seiring\\s+dengan\\s+perkembangan\\s+pesat",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS013",
        "type": "SLOP_PHRASE",
        "pattern": "mari\\s+kita\\s+terokai",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS014",
        "type": "SLOP_PHRASE",
        "pattern": "hal\\s+ini\\s+membuktikan\\s+bahawa",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS015",
        "type": "SLOP_PHRASE",
        "pattern": "dalam\\s+dunia\\s+yang\\s+pantas\\s+berubah",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS016",
        "type": "SLOP_PHRASE",
        "pattern": "perlu\\s+diberi\\s+perhatian",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS017",
        "type": "SLOP_PHRASE",
        "pattern": "tanpa\\s+ragu-ragu",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS018",
        "type": "SLOP_PHRASE",
        "pattern": "sebagai\\s+kesimpulan",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS019",
        "type": "SLOP_PHRASE",
        "pattern": "pada\\s+masa\\s+kini",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS020",
        "type": "SLOP_PHRASE",
        "pattern": "membuka\\s+peluang\\s+baharu",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS021",
        "type": "SLOP_PHRASE",
        "pattern": "satu\\s+langkah\\s+ke\\s+hadapan",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS022",
        "type": "SLOP_PHRASE",
        "pattern": "memberi\\s+impak\\s+besar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS023",
        "type": "SLOP_PHRASE",
        "pattern": "dalam\\s+landskap\\s+digital",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS024",
        "type": "SLOP_PHRASE",
        "pattern": "menjadi\\s+semakin\\s+penting",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS025",
        "type": "SLOP_PHRASE",
        "pattern": "secara\\s+tidak\\s+langsung",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "MS026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:Dalam konteks|Dalam dunia|Dalam bidang) [\\w\\s]+,",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "MS027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bbukan\\s+sahaja\\b[\\s\\S]{0,100}?\\bmalah\\b",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  },
  "fr": {
    "language": "fr",
    "stopwords": [
      "de",
      "la",
      "le",
      "et",
      "les",
      "des",
      "en",
      "un",
      "du",
      "une",
      "que",
      "est",
      "pour",
      "qui",
      "dans",
      "par",
      "sur",
      "pas",
      "plus",
      "avec"
    ],
    "patterns": [
      {
        "id": "FR001",
        "type": "SLOP_PHRASE",
        "pattern": "dans\\s+le\\s+monde\\s+trépidant\\s+d'aujourd'hui",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR002",
        "type": "SLOP_PHRASE",
        "pattern": "il\\s+est\\s+important\\s+de\\s+noter\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR003",
        "type": "SLOP_PHRASE",
        "pattern": "force\\s+est\\s+de\\s+constater\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR004",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+conclusion",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR005",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+résumé",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR006",
        "type": "SLOP_PHRASE",
        "pattern": "de\\s+plus",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR007",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+outre",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR008",
        "type": "SLOP_PHRASE",
        "pattern": "joue\\s+un\\s+rôle\\s+crucial",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR009",
        "type": "SLOP_PHRASE",
        "pattern": "une\\s+tapisserie\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR010",
        "type": "SLOP_PHRASE",
        "pattern": "un\\s+témoignage\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR011",
        "type": "SLOP_PHRASE",
        "pattern": "plonger\\s+dans",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR012",
        "type": "SLOP_PHRASE",
        "pattern": "non\\s+seulement",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR013",
        "type": "SLOP_PHRASE",
        "pattern": "mais\\s+aussi",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR014",
        "type": "SLOP_PHRASE",
        "pattern": "à\\s+l'ère\\s+du\\s+numérique",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR015",
        "type": "SLOP_PHRASE",
        "pattern": "il\\s+convient\\s+de\\s+souligner",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR016",
        "type": "SLOP_PHRASE",
        "pattern": "sans\\s+aucun\\s+doute",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR017",
        "type": "SLOP_PHRASE",
        "pattern": "dans\\s+le\\s+paysage\\s+actuel",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR018",
        "type": "SLOP_PHRASE",
        "pattern": "au\\s+fil\\s+du\\s+temps",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR019",
        "type": "SLOP_PHRASE",
        "pattern": "en\\s+fin\\s+de\\s+compte",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR020",
        "type": "SLOP_PHRASE",
        "pattern": "ouvrir\\s+la\\s+voie\\s+à",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR021",
        "type": "SLOP_PHRASE",
        "pattern": "changer\\s+la\\s+donne",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR022",
        "type": "SLOP_PHRASE",
        "pattern": "dans\\s+un\\s+monde\\s+en\\s+constante\\s+évolution",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR023",
        "type": "SLOP_PHRASE",
        "pattern": "une\\s+approche\\s+holistique",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR024",
        "type": "SLOP_PHRASE",
        "pattern": "des\\s+informations\\s+précieuses",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR025",
        "type": "SLOP_PHRASE",
        "pattern": "il\\s+est\\s+essentiel\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "FR026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:Dans le contexte de|Dans le domaine de|Dans le monde de) [\\w\\s]+,",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "FR027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bnon\\s+seulement\\b[\\s\\S]{0,100}?\\bmais\\s+aussi\\b",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  },
  "de": {
    "language": "de",
    "stopwords": [
      "der",
      "die",
      "und",
      "in",
      "den",
      "von",
      "zu",
      "das",
      "mit",
      "sich",
      "des",
      "auf",
      "für",
      "ist",
      "im",
      "dem",
      "nicht",
      "ein",
      "eine",
      "als"
    ],
    "patterns": [
      {
        "id": "DE001",
        "type": "SLOP_PHRASE",
        "pattern": "in\\s+der\\s+heutigen\\s+schnelllebigen\\s+Welt",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE002",
        "type": "SLOP_PHRASE",
        "pattern": "es\\s+ist\\s+wichtig\\s+zu\\s+beachten",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE003",
        "type": "SLOP_PHRASE",
        "pattern": "zusammenfassend\\s+lässt\\s+sich\\s+sagen",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE004",
        "type": "SLOP_PHRASE",
        "pattern": "darüber\\s+hinaus",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE005",
        "type": "SLOP_PHRASE",
        "pattern": "nicht\\s+zuletzt",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE006",
        "type": "SLOP_PHRASE",
        "pattern": "spielt\\s+eine\\s+entscheidende\\s+Rolle",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE007",
        "type": "SLOP_PHRASE",
        "pattern": "ein\\s+Beweis\\s+dafür",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE008",
        "type": "SLOP_PHRASE",
        "pattern": "in\\s+einer\\s+sich\\s+ständig\\s+verändernden",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE009",
        "type": "SLOP_PHRASE",
        "pattern": "nicht\\s+nur",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE010",
        "type": "SLOP_PHRASE",
        "pattern": "sondern\\s+auch",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE011",
        "type": "SLOP_PHRASE",
        "pattern": "im\\s+digitalen\\s+Zeitalter",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE012",
        "type": "SLOP_PHRASE",
        "pattern": "es\\s+lässt\\s+sich\\s+nicht\\s+leugnen",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE013",
        "type": "SLOP_PHRASE",
        "pattern": "es\\s+ist\\s+erwähnenswert",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE014",
        "type": "SLOP_PHRASE",
        "pattern": "in\\s+der\\s+heutigen\\s+Zeit",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE015",
        "type": "SLOP_PHRASE",
        "pattern": "eine\\s+Vielzahl\\s+von",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE016",
        "type": "SLOP_PHRASE",
        "pattern": "in\\s+der\\s+modernen\\s+Welt",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE017",
        "type": "SLOP_PHRASE",
        "pattern": "den\\s+Weg\\s+ebnen",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE018",
        "type": "SLOP_PHRASE",
        "pattern": "die\\s+Spielregeln\\s+ändern",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE019",
        "type": "SLOP_PHRASE",
        "pattern": "nahtlos",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE020",
        "type": "SLOP_PHRASE",
        "pattern": "ganzheitlicher\\s+Ansatz",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE021",
        "type": "SLOP_PHRASE",
        "pattern": "wertvolle\\s+Einblicke",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE022",
        "type": "SLOP_PHRASE",
        "pattern": "in\\s+der\\s+sich\\s+entwickelnden\\s+Landschaft",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE023",
        "type": "SLOP_PHRASE",
        "pattern": "am\\s+Ende\\s+des\\s+Tages",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE024",
        "type": "SLOP_PHRASE",
        "pattern": "ohne\\s+Zweifel",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE025",
        "type": "SLOP_PHRASE",
        "pattern": "von\\s+entscheidender\\s+Bedeutung",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "DE026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:Im Kontext von|Im Bereich von|In der Welt von) [\\w\\s]+,",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "DE027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bnicht\\s+nur\\b[\\s\\S]{0,100}?\\bsondern\\s+auch\\b",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  },
  "pt": {
    "language": "pt",
    "stopwords": [
      "de",
      "a",
      "o",
      "que",
      "e",
      "do",
      "da",
      "em",
      "um",
      "para",
      "é",
      "com",
      "não",
      "uma",
      "os",
      "no",
      "se",
      "na",
      "por",
      "mais"
    ],
    "patterns": [
      {
        "id": "PT001",
        "type": "SLOP_PHRASE",
        "pattern": "no\\s+mundo\\s+acelerado\\s+de\\s+hoje",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT002",
        "type": "SLOP_PHRASE",
        "pattern": "vale\\s+ressaltar\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT003",
        "type": "SLOP_PHRASE",
        "pattern": "é\\s+importante\\s+notar\\s+que",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT004",
        "type": "SLOP_PHRASE",
        "pattern": "não\\s+há\\s+como\\s+negar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT005",
        "type": "SLOP_PHRASE",
        "pattern": "em\\s+conclusão",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT006",
        "type": "SLOP_PHRASE",
        "pattern": "em\\s+resumo",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT007",
        "type": "SLOP_PHRASE",
        "pattern": "além\\s+disso",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT008",
        "type": "SLOP_PHRASE",
        "pattern": "desempenha\\s+um\\s+papel\\s+crucial",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT009",
        "type": "SLOP_PHRASE",
        "pattern": "uma\\s+tapeçaria\\s+de",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT010",
        "type": "SLOP_PHRASE",
        "pattern": "mergulhar\\s+fundo",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT011",
        "type": "SLOP_PHRASE",
        "pattern": "não\\s+apenas",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT012",
        "type": "SLOP_PHRASE",
        "pattern": "mas\\s+também",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT013",
        "type": "SLOP_PHRASE",
        "pattern": "na\\s+era\\s+digital",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT014",
        "type": "SLOP_PHRASE",
        "pattern": "é\\s+fundamental\\s+lembrar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT015",
        "type": "SLOP_PHRASE",
        "pattern": "sem\\s+dúvida",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT016",
        "type": "SLOP_PHRASE",
        "pattern": "no\\s+cenário\\s+atual",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT017",
        "type": "SLOP_PHRASE",
        "pattern": "ao\\s+longo\\s+do\\s+tempo",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT018",
        "type": "SLOP_PHRASE",
        "pattern": "em\\s+última\\s+análise",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT019",
        "type": "SLOP_PHRASE",
        "pattern": "abrir\\s+caminho\\s+para",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT020",
        "type": "SLOP_PHRASE",
        "pattern": "mudar\\s+o\\s+jogo",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT021",
        "type": "SLOP_PHRASE",
        "pattern": "em\\s+um\\s+mundo\\s+em\\s+constante\\s+evolução",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT022",
        "type": "SLOP_PHRASE",
        "pattern": "uma\\s+abordagem\\s+holística",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT023",
        "type": "SLOP_PHRASE",
        "pattern": "insights\\s+valiosos",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT024",
        "type": "SLOP_PHRASE",
        "pattern": "de\\s+forma\\s+contínua",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT025",
        "type": "SLOP_PHRASE",
        "pattern": "vale\\s+a\\s+pena\\s+mencionar",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "PT026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:No contexto de|No âmbito de|No mundo de) [\\w\\s]+,",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "PT027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "\\bnão\\s+apenas\\b[\\s\\S]{0,100}?\\bmas\\s+também\\b",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  },
  "zh": {
    "language": "zh",
    "stopwords": [
      "的",
      "了",
      "和",
      "是",
      "在",
      "我",
      "有",
      "而",
      "及",
      "与",
      "着",
      "或",
      "一个",
      "没有",
      "我们",
      "你们",
      "他们",
      "这个",
      "那个",
      "因此"
    ],
    "patterns": [
      {
        "id": "ZH001",
        "type": "SLOP_PHRASE",
        "pattern": "在当今快节奏的世界中",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH002",
        "type": "SLOP_PHRASE",
        "pattern": "在数字化时代",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH003",
        "type": "SLOP_PHRASE",
        "pattern": "值得注意的是",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH004",
        "type": "SLOP_PHRASE",
        "pattern": "不可否认的是",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH005",
        "type": "SLOP_PHRASE",
        "pattern": "总而言之",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH006",
        "type": "SLOP_PHRASE",
        "pattern": "综上所述",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH007",
        "type": "SLOP_PHRASE",
        "pattern": "此外",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH008",
        "type": "SLOP_PHRASE",
        "pattern": "更重要的是",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH009",
        "type": "SLOP_PHRASE",
        "pattern": "扮演着至关重要的角色",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH010",
        "type": "SLOP_PHRASE",
        "pattern": "不仅",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH011",
        "type": "SLOP_PHRASE",
        "pattern": "而且",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH012",
        "type": "SLOP_PHRASE",
        "pattern": "深入探讨",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH013",
        "type": "SLOP_PHRASE",
        "pattern": "这不仅关乎",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH014",
        "type": "SLOP_PHRASE",
        "pattern": "见证了",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH015",
        "type": "SLOP_PHRASE",
        "pattern": "双刃剑",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH016",
        "type": "SLOP_PHRASE",
        "pattern": "在当前环境下",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH017",
        "type": "SLOP_PHRASE",
        "pattern": "毋庸置疑",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH018",
        "type": "SLOP_PHRASE",
        "pattern": "需要指出的是",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH019",
        "type": "SLOP_PHRASE",
        "pattern": "随着时代的发展",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH020",
        "type": "SLOP_PHRASE",
        "pattern": "从本质上讲",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH021",
        "type": "SLOP_PHRASE",
        "pattern": "在不断变化的格局中",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH022",
        "type": "SLOP_PHRASE",
        "pattern": "开启了新的篇章",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH023",
        "type": "SLOP_PHRASE",
        "pattern": "改变游戏规则",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH024",
        "type": "SLOP_PHRASE",
        "pattern": "无缝衔接",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH025",
        "type": "SLOP_PHRASE",
        "pattern": "全方位的方法",
        "fixInstruction": "Replace this stock phrase with the concrete fact, actor, or action."
      },
      {
        "id": "ZH026",
        "type": "DEFINITIONAL_OPENING",
        "pattern": "^(?:在.*?的背景下|在.*?领域中|在.*?世界里)，",
        "scope": "paragraph-start",
        "fixInstruction": "Start with the specific subject or event instead of a generic framing clause."
      },
      {
        "id": "ZH027",
        "type": "STRUCTURAL_CLICHE",
        "pattern": "不仅[\\s\\S]{0,100}?而且",
        "fixInstruction": "State both claims directly without the stock paired construction."
      }
    ]
  }
}
```

### Default profile (`profiles/default-human.json`)

```json
{
  "name": "default-human",
  "version": 1,
  "thresholds": {
    "minimumWords": 20,
    "minimumSentences": 3,
    "burstinessCVLong": 0.45,
    "burstinessCVShort": 0.4,
    "adjacentDelta": 4,
    "shortSentenceRatio": 0.15,
    "longSentenceRatio": 0.1,
    "mattr": {
      "id": 0.72,
      "en": 0.74
    },
    "compressionRatio": 0.42,
    "compressionMinimumWords": 150,
    "passScore": 80
  },
  "targets": {
    "meanSentenceLength": 16,
    "burstinessCV": 0.55,
    "adjacentDelta": 8,
    "mattr": 0.78,
    "averageParagraphSentenceCount": 2.5,
    "punctuationRates": {
      "comma": 0.035,
      "semicolon": 0.002,
      "colon": 0.004,
      "question": 0.004,
      "exclamation": 0.002,
      "parentheses": 0.003,
      "dash": 0.002
    }
  }
}
```