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MCP Character Tools

NPM Version TypeScript MCP License

The last thing you need for your LLM to work with individual characters or count the number of r's in a word. This is an MCP server providing 14+ comprehensive (and pretty) character and text analysis tools to help LLMs work with individual characters - something they struggle with due to tokenization.

See the Difference

Without MCP (Wrong)

With MCP (Correct)

Claims there are 2 r's in "garlic"

Correctly identifies 1 r in "garlic"

Why This Exists

First of all, why not? Second, Large Language Models tokenize text into subwords, not individual characters. For example, "strawberry" might become tokens like ["straw", "berry"], so the model never truly "sees" individual letters. This MCP server gives LLMs "character-level vision" through a suite of tools.

Installation

npx mcp-character-tools

Via npm (global install)

npm install -g mcp-character-tools mcp-character-tools

From source

git clone https://github.com/Aaryan-Kapoor/mcp-character-tools cd mcp-character-tools npm install npm run build npm start

Usage with Claude Desktop

Add to your Claude Desktop configuration (claude_desktop_config.json):

{ "mcpServers": { "char-tools": { "command": "npx", "args": ["mcp-character-tools"] } } }

All Tools Reference

See sample_outputs.md for complete examples with inputs and outputs for all 14+ tools.

Tool

Description

count_letter

Count a specific letter

count_letters

Count multiple letters at once

count_substring

Count substring occurrences

letter_frequency

Get frequency distribution

spell_word

Break into characters

char_at

Get character at index

nth_character

Get nth character (1-based)

word_length

Get exact length

reverse_text

Reverse text, detect palindromes

compare_texts

Compare two texts

analyze_sentence

Word-by-word breakdown

batch_count

Count across multiple words

get_tricky_words

List commonly miscounted words

check_tricky_word

Check if word is tricky

Development

# Install dependencies npm install # Build npm run build # Run tests npm test # Run tests with coverage npm run test:coverage # Development mode with auto-rebuild npm run dev

Testing

The project includes comprehensive tests for all tools:

npm test

Test files:

  • tests/counting.test.ts - Counting tools tests

  • tests/spelling.test.ts - Spelling tools tests

  • tests/analysis.test.ts - Analysis tools tests

  • tests/tricky-words.test.ts - Tricky words resource tests

  • tests/visualization.test.ts - Visualization utility tests

License

MIT

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