Semantic Calculator MCP
@identimoji
About Semantic Calculator MCP
MCP tool in python for performing various semantic calcualtions
Basic information
Config
Add this server to your MCP-compatible client using the configuration below.
{
"mcpServers": {
"mcp-server-semantic-calc": {
"command": "python",
"args": [
"-m",
"semantic_calculator.examples.vector_operations"
]
}
}
}Tools
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Overview
What is Semantic Calculator MCP?
A Python-based MCP tool for semantic operations on vectors, text, and emoji, with specialized support for the Emojikey V3 system. It is designed for developers using Claude Desktop who need to analyze semantic relationships in their conversations.
How to use Semantic Calculator MCP?
Install dependencies with uv sync, then configure Claude Desktop by adding the MCP server configuration to claude_desktop_config.json using the arch -arm64 uv run -m semantic_calculator mcp command (adjusting paths). After restarting Claude Desktop, all tool functions are available with the semantic_calc_ prefix.
Key features of Semantic Calculator MCP
- Calculate semantic similarities between vectors
- Convert text and emoji to vector embeddings
- Calculate helical components for phase angle representations
- Parse and analyze Emojikey V3 strings
- Calculate semantic field distance between dimensions
Use cases of Semantic Calculator MCP
- Measure semantic similarity between two emoji or concepts
- Analyze Emojikey V3 strings for dimensional relationships
- Perform vector operations (cosine similarity, Euclidean distance, Manhattan distance)
- Generate embeddings from text for semantic comparison
FAQ from Semantic Calculator MCP
What are the core dependencies for Semantic Calculator MCP?
Python 3.10+, MCP SDK >=0.9.0, sentence-transformers >=2.2.0, numpy >=1.20.0, scikit-learn >=1.0.0, and torch >=1.10.0 are required. The server will refuse to start if any core dependency is missing.
What hardware does Semantic Calculator MCP require?
It runs on Apple Silicon Mac (M1/M2/M3) or Intel Mac. The configuration uses arch -arm64 to ensure native Apple Silicon execution.
How are tool functions named in Semantic Calculator MCP?
All tool functions are prefixed with semantic_calc_ (e.g., semantic_calc_emoji_to_vector) to avoid naming conflicts with other MCP tools.
Where does Semantic Calculator MCP process data?
All vector operations, embeddings, and calculations are performed locally on the user’s machine. No external services are called.
What transport does Semantic Calculator MCP use?
The server communicates via standard input/output (stdio) through the Claude Desktop MCP client, as configured in the JSON settings.
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