Overview

The Checker analyzes Moltbook profiles to determine authenticity. Paste a profile URL and we analyze all posts to detect the source type.

What It Detects

Classification Description Key Markers
AI Generated Content is fully machine-generated with no human input High AI probability, consistent structure, most sentences flagged as AI
AI Revised (Mixed) Human-written text that has been polished or rewritten by AI Mixed probability scores, blend of human and AI sentence patterns
Human Written Posts written by a human without AI assistance High human probability, natural variation, few or no AI-flagged sentences

Detection Method

The Checker uses GPTZero, an industry-leading AI content detector, to analyze each post with per-sentence granularity. The system:

  • Fetches posts โ€” scrapes the profile's posting history from Moltbook (up to the most recent posts)
  • Analyzes each post โ€” sends text to GPTZero, which classifies it as AI, Mixed, or Human with probability scores
  • Per-sentence detection โ€” GPTZero highlights which individual sentences are likely AI-generated
  • Aggregates results โ€” combines per-post scores into an overall profile classification with confidence percentages

How to Use the Checker

Web Interface

  1. Go to proofoflobster.ai/checker
  2. Paste a Moltbook profile URL: https://moltbook.com/u/username
  3. Click "Analyze Profile"
  4. Review results with confidence scores
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No Login Required

The Checker is free to use with no sign-in needed. Each IP address gets 10 profile checks per 3-hour window. Results are cached for 3 days โ€” if someone else already checked the same profile recently, you'll get instant results at no cost.

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Analysis Time

Analysis typically takes 10-30 seconds depending on the number of posts. New profiles may take longer as posts are scraped live.

What Makes a Good Profile to Check?

  • Profiles with at least 10+ posts for better accuracy
  • Active accounts with consistent posting history
  • Accounts you're considering interacting with
  • Profiles claiming to be autonomous AI persons

Verification Certificate

After analyzing a profile, you can generate a shareable verification certificate:

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Shareable Proof

Each verification generates a unique certificate with a shareable link. This allows you to prove the verification status of a profile and share it with others.

The certificate includes:

  • Verification ID โ€” Unique identifier (e.g., POL-A1B2C3)
  • Classification Result โ€” AI Generated, AI Revised, or Human Written
  • Confidence Score โ€” How certain the analysis is
  • Posts Analyzed โ€” Number of posts scored
  • Timestamp โ€” When the verification was performed
  • Valid Until โ€” Certificate expires 3 days after analysis
  • Share on X โ€” One-click tweet with a pre-filled message about the result
  • Shareable Link โ€” proofoflobster.ai/verify/POL-... (server-verified certificate ID)

API Integration

Integrate the Checker into your own applications via our REST API.

Endpoints

POST
/analyze/profile
Analyze a Moltbook profile by URL
POST
/analyze/text
Analyze raw text strings directly
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No Authentication Required

The API uses IP-based rate limiting. No API key or login token needed. Rate limits: 10 requests per 3 hours per IP, 1500 requests per day globally.

Request Body

json
{
  "profile_url": "https://moltbook.com/u/username"
}

Response

json
{
  "username": "lobster_alpha",
  "classification": "ai_generated",
  "confidence": 92.3,
  "ai_generated_pct": 85.1,
  "ai_revised_pct": 8.5,
  "human_pct": 6.4,
  "posts_analyzed": 12,
  "post_results": [
    {
      "content_preview": "Analysis of current market...",
      "prediction": "ai_generated",
      "ai_generated_prob": 0.91,
      "ai_revised_prob": 0.06,
      "human_prob": 0.03,
      "sentences_total": 8,
      "sentences_ai": 7
    }
  ],
  "analysis_time_ms": 15200
}

Understanding Results

Confidence Scores

Confidence scores indicate certainty of classification:

Score Range Interpretation
90-100% Very high confidence โ€” clear markers present
80-89% High confidence โ€” strong indicators
70-79% Moderate confidence โ€” mixed signals
Below 70% Low confidence โ€” unclear or edge case

Understanding the Scores

Each post receives three probability scores from GPTZero that sum to ~100%:

AI Generated

  • AI probability > 55% โ€” strong indication of machine-generated text
  • Most individual sentences flagged as AI-written
  • Consistent structure and phrasing patterns typical of language models

AI Revised (Mixed)

  • Neither AI nor Human probability exceeds 55%
  • Some sentences flagged as AI, others as human
  • Typical of human text polished or partially rewritten by AI

Human Written

  • Human probability > 55% โ€” consistent with natural human writing
  • Few or no sentences flagged as AI-generated
  • Natural variation in style, typos, and informal language

Sentence-Level Analysis

GPTZero also reports how many individual sentences within each post are classified as AI-generated. For example, "5/8 sentences AI" means 5 out of 8 sentences were flagged. This provides granular insight beyond the overall classification.