Skip to main content
Glama

BeLikeNative License: MIT GitHub Actions MCP Server

BeLikeNative MCP Server

A Model Context Protocol (MCP) server that provides grammar checking, writing improvement, translation, and tone adjustment tools to AI clients like Claude Desktop, ChatGPT, Cursor, and others.

No API key required. Grammar and style checks use a local rule-based engine. Translation and tone adjustment return structured prompts for the host AI to process.

Tools

Tool

Description

Processing

check_grammar

Check grammar, spelling, and punctuation with L1-aware explanations

Local rule-based (50+ regex rules)

improve_writing

Analyze text for style, wordiness, passive voice, sentence length

Local rule-based + style guidelines

translate

Translate text between languages with natural, fluent output

Returns prompt for host AI

adjust_tone

Adjust text tone (formal, casual, professional, diplomatic, etc.)

Returns prompt for host AI

Related MCP server: ukr-vitalinguist-mcp

Prerequisites

  • Node.js 18+

That's it. No API keys, no environment variables, no external services.

Installation

cd mcp-server
pnpm install

Running Standalone

pnpm start

The server communicates via stdio (stdin/stdout). It is designed to be launched by an MCP client, not run interactively.

MCP Client Configuration

Claude Desktop

Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json on macOS):

{
  "mcpServers": {
    "belikenative": {
      "command": "node",
      "args": ["/absolute/path/to/mcp-server/src/index.mjs"]
    }
  }
}

Claude Code

Add to your Claude Code MCP settings:

{
  "mcpServers": {
    "belikenative": {
      "command": "node",
      "args": ["/absolute/path/to/mcp-server/src/index.mjs"]
    }
  }
}

Cursor

Add to your Cursor MCP config (.cursor/mcp.json in your project or ~/.cursor/mcp.json globally):

{
  "mcpServers": {
    "belikenative": {
      "command": "node",
      "args": ["/absolute/path/to/mcp-server/src/index.mjs"]
    }
  }
}

Windsurf / Other MCP Clients

Any MCP client that supports stdio transport can use this server. Point it at node src/index.mjs. No environment variables needed.

Tool Schemas

check_grammar

{
  "text": "string (required, max 6000 chars)",
  "language": "string (optional, default 'en') -- writer's native language for L1-tailored explanations"
}

improve_writing

{
  "text": "string (required, max 6000 chars)",
  "style": "enum: academic | business | creative | technical | simple | concise (optional, default 'business')"
}

translate

{
  "text": "string (required, max 6000 chars)",
  "source_language": "string (required) -- e.g. 'en', 'English', 'fr'",
  "target_language": "string (required) -- e.g. 'es', 'Spanish', 'de'"
}

adjust_tone

{
  "text": "string (required, max 6000 chars)",
  "tone": "enum: formal | casual | friendly | professional | persuasive | confident | empathetic | diplomatic (required)"
}

Architecture

src/
  index.mjs    -- MCP server entry point (stdio transport, tool registration)
  tools.mjs    -- Tool definitions (JSON schemas) and handler functions
  rules.mjs    -- Local grammar rules engine (50+ regex patterns, style analyzer)
  • Transport: stdio (standard for MCP)

  • Grammar/Style: Local rule-based engine (no external API calls)

  • Translate/Tone: Returns structured prompts for the host AI client to process

  • Logging: All logs go to stderr (stdout is reserved for MCP protocol)

  • Error handling: Never crashes -- all errors return structured MCP error responses

How It Works

The key insight: MCP tools are called by AI clients (Claude Desktop, Cursor, etc.) that already have AI built in. There is no need for the MCP server to make its own API calls.

  • check_grammar and improve_writing use 50+ regex-based rules to detect grammar errors, spelling mistakes, style issues, passive voice, and sentence length problems. Results are deterministic and instant.

  • translate and adjust_tone genuinely require AI intelligence, so they return structured prompts with guidelines that the host AI processes directly. This is faster, cheaper, and more reliable than a double API call.

Code Quality

This server follows NASA Power of 10 rules:

  • All functions under 60 lines

  • Minimum 2 assertions per function

  • All loops have fixed upper bounds

  • No global mutable state (constants are frozen)

  • Every return value is checked

  • Zero warnings


BeLikeNative Developer Tools

This tool is part of the BeLikeNative ecosystem — AI-powered writing tools for non-native English speakers.

Tool

Type

Description

Grammar Check

GitHub Action

PR grammar checker with 60 rules and L1-aware insights

Writing Assistant

GitHub Action

Writing quality analysis: readability, structure, clarity

i18n Checker

GitHub Action

Find hardcoded strings that need internationalization

Commit Lint

GitHub Action

Commit message grammar, format & clarity checker

Website Grader

Web Tool

Free website performance grader

BeLikeNative Chrome Extension — AI writing assistant for 100+ languages, 15 tones, 15 styles. 10,000+ users, 4.6★ rating.

License

MIT

Available Tools

4 tools
adjust_toneA

Returns structured tone adjustment guidelines and a prompt for the host AI to process. The MCP server provides tone rules and transformation guidance -- the host AI performs the rewrite. Powered by BeLikeNative.

Inputs: text (required), tone (required).

check_grammarA

Check grammar, spelling, and punctuation using local rule-based analysis. Returns structured JSON with errors found, corrections, and L1-aware explanations. No API calls needed. Powered by BeLikeNative.

Inputs: text (required), language.

improve_writingB

Analyze text for writing quality using rule-based style checks. Returns structured suggestions covering wordiness, passive voice, sentence length, and style-specific guidelines. No API calls needed. Powered by BeLikeNative.

Inputs: text (required), style.

translateA

Returns a structured translation prompt for the host AI to process. The MCP server provides formatting and context -- the host AI performs the actual translation. Powered by BeLikeNative.

Inputs: text (required), source_language (required), target_language (required).

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A4/5.0

    Scored across 4 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: grammar checking, style improvement, tone adjustment, and translation. No overlapping functionality, so an agent can easily select the correct tool.

    Naming Consistency5/5

    All tools follow a consistent verb_noun pattern (adjust_tone, check_grammar, improve_writing, translate), with the last being a conventional single-verb name. No mixed styles or confusing variations.

    Tool Count5/5

    With 4 tools, the set is well-scoped for a grammar/language server. Each tool addresses a core language task without unnecessary bloat or deficiency.

    Completeness5/5

    The tools cover essential language assistance: grammar/spelling, style improvement, tone adjustment, and translation. No obvious gaps for the stated domain of a grammar server.

    Maintenance

    ActivityMaintained
    ResponsivenessNo recent community issues

    Related MCP Connectors

    Related MCP Servers