How do I install the semantic mcp server?

Use a recorded configuration for your client, replace example credential values and paths, and verify the documented runtime. Restart or reconnect the client, then inspect the available tools.

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Semantic MCP Server

Token-efficient semantic compression for numerical data. 95%+ token reduction.

Local serverstdioPython

What is the Semantic MCP Server?

Token-efficient semantic compression for numerical data. 95%+ token reduction.

The short version

Semantic Frame converts raw numerical data (NumPy, Pandas, Polars) into natural language descriptions optimized for LLM consumption. Instead of sending thousands of data points to an AI agent, send a 50-word semantic summary.

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Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

Tool	What it does
describe_drawdown	Equity curve drawdown analysis with severity
describe_trading_performance	Win rate, Sharpe, profit factor metrics
describe_rankings	Multi-agent/strategy comparison
describe_anomalies	Enhanced anomaly detection with PnL context
describe_windows	Multi-timeframe trend alignment
describe_regime	Market regime detection (bull/bear/sideways)
describe_allocation	Portfolio allocation suggestions ⚠️

How to install the Semantic MCP Server

{
  "mcpServers": {
    "semantic-frame": {
      "command": "uvx",
      "args": ["semantic-frame"]
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Example prompts to try

“Use Semantic to describe drawdown.”
“Use Semantic to describe trading performance.”
“Use Semantic to describe rankings.”

Frequently asked questions

Token-efficient semantic compression for numerical data. 95%+ token reduction. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.

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