humanizer-mcp
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {
"listChanged": false
} |
| prompts | {
"listChanged": false
} |
| resources | {
"subscribe": false,
"listChanged": false
} |
| experimental | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| humanizer_analyze_ai_tellsA | Analyze text for AI-generated patterns and compute a detection risk score. Scans for AI-associated vocabulary, structural patterns, burstiness, contraction usage, paragraph uniformity, rhetorical questions, first-person voice, and em dash frequency. Returns a comprehensive report with a 0–100 risk score and specific recommendations. Args: params (AnalyzeTextInput): Contains the text to analyze. Returns: str: JSON report with risk score, detected patterns, and fix recommendations. |
| humanizer_quick_vocab_scanA | Fast scan for AI-associated vocabulary only — no structural analysis. Use this for a quick check when you just want to find and replace AI words without running the full analysis pipeline. Args: params (VocabCheckInput): Contains the text to scan. Returns: str: JSON with found AI words, their positions, and replacement suggestions. |
| humanizer_get_rewrite_instructionsA | Analyze AI text and return detailed, step-by-step rewrite instructions. This tool does NOT rewrite the text itself — it provides a structured action plan that an LLM or human editor can follow to humanize the text. The instructions are tailored to the text type and specific patterns found. Args: params (HumanizeTextInput): Contains text, text type, and voice preferences. Returns: str: JSON with analysis results and step-by-step rewrite instructions. |
| humanizer_humanize_textA | Rewrite AI-generated text to sound human, returning the humanized version. Applies a deterministic mechanical pass (vocabulary swaps, AI-phrase removal, contraction injection, em-dash cleanup) and returns the rewritten text plus a list of remaining issues that the LLM caller should refine for context. IMPORTANT — for the model calling this tool: the
Args: params (HumanizeTextInput): Text, text type, and voice preferences. Returns: str: JSON with humanized_text (mechanical rewrite), original_score, rewrite_score, applied_changes, and polish_instructions. |
| humanizer_compare_before_afterA | Compare detection metrics between original and rewritten text. Use after humanizing to verify improvement. Shows side-by-side metrics for burstiness, vocabulary tells, structure, and risk scores. Args: original (str): The original AI-generated text. rewritten (str): The humanized version. Returns: str: JSON comparison of detection metrics for both versions. |
| humanizer_get_banned_wordsA | Return the complete list of AI-associated words and their human replacements. Use as a reference when manually editing text. Includes both single words and multi-word phrases that trigger AI detection. Returns: str: JSON with vocabulary ban list and phrase ban list. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
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