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Skill · Document Verification

Detect ai text

Estimate whether a document's prose was written by AI, with the linguistic tells and honest abstention on non-prose. Use when the user asks whether an essay, report, CV, submission, or article was AI-generated — for triage, not proof.

Agentic Awesome SkillsLicense: Apache-2.0Added Sep 5, 2026

How to use it

  1. Start your plan and connect your AI once
  2. Ask for the task in your own words, or say it directly:
Use the Detect ai text skill to help me with this.

Without a connection: copy the SKILL.md below into your AI's project instructions.

SKILL.md

AI-Text Detection

Estimate the probability that a document's prose was written by AI, with the specific linguistic tells and an honest abstention when the document isn't prose. Uses the Stipple API (free anonymous tier).

When to use

  • Educators screening student submissions
  • Publishers and platforms triaging inbound content
  • HR reviewing AI-drafted CVs (flag, don't reject)
  • Researchers checking source provenance

Instructions

  1. Get the document. URL, local file path (PDF, DOCX, TXT, MD), or raw text via --text.
  1. Run detection.

``bash curl -X POST https://www.stipple.sh/v1/detect-ai-text \ -F "file=@essay.pdf" \ -H "Authorization: Bearer $STIPPLE_API_KEY" ``

For raw text: POST JSON {"text": "..."} to the same endpoint.

  1. Interpret the response.
  • applicable: false — the document is not prose (forms, tables, scans, spreadsheets). Detection is deliberately refused rather than guessed. Report this and stop.
  • probability — model confidence (0–1), NOT a calibrated truth
  • lean — "ai" | "human" | "unsure"
  • tells[] — the specific phrases/patterns flagged (e.g. "It is important to note that", uniform sentence length, low burstiness)
  • reasoning — why the model reached its verdict
  • limitations — always present; the API states its own noise profile
  1. Report honestly. This measures style, not authenticity:
QuestionTool
Was this written by AI? (style)this skill
Is this document genuine/tampered? (forensics)verify-document skill

A human can write generically; an AI can write plainly. One triage signal, never a verdict.

Output format

AI-written probability: 0.87  (lean: ai)
prose ratio: 0.82

linguistic tells:
  - "It is important to note that, in today's fast-paced world" (stock phrase)
  - uniform sentence length across paragraphs
  - low burstiness; no authorial asides

reasoning: The text relies entirely on formulaic transition clichés...
limitations: The probability is the model's CONFIDENCE, not a calibrated truth.

Limitations and Safety

  • AI-text detection is probabilistic and can disproportionately flag templated,
  • coached, translated, accessibility-assisted, or non-native-English writing. Do not use it as proof of misconduct or as the sole basis for employment, academic, publishing, or disciplinary action.

  • Uploading a document sends its contents to a hosted third party. Obtain explicit
  • approval first, remove unnecessary personal or confidential material, and verify the provider's current retention and deletion terms.

  • Preserve the original work and give the affected person a meaningful human review
  • and appeal path before any consequential decision.

Notes

  • Non-prose documents (forms, tables, payslips) get applicable: false — the engine refuses rather than guessing
  • Can false-flag templated/coached or non-native-English writing — always present as one signal alongside human review
  • Free anonymous tier works without a key; free key at https://www.stipple.sh