Semantic Calculator MCP
@identimoji
About Semantic Calculator MCP
MCP tool in python for performing various semantic calcualtions
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
No tools detected
We auto-extract tools from the README. The maintainer can list them under a ## Tools heading to populate this section.
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.
Frequently asked questions
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.
Basic information
More Memory & Knowledge MCP servers
Mcp Knowledge Graph
shanehollomanMCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development
Rust Docs MCP Server
Govcraft🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.
Memlord
MyrikLDMemlord is a remote MCP server available at https://app.memlord.com.
RAG Documentation MCP Server
hannesrudolphAn MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
Anytype MCP Server
anyprotoAn MCP server enabling AI assistants to interact with Anytype - your encrypted, local and collaborative wiki - to organize objects, lists, and more through natural language.
Comments