MCP For Claude Marketplace
Zero-shot vs Few-shot Ratio Calculator

Zero-shot vs Few-shot Ratio Calculator MCP Connector for Claude

A+

Quantify prompt composition by measuring the density of few-shot examples against instructions.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides precise analytical tools to determine the prompting strategy used in LLM inputs. By identifying few-shot demarcations like 'Input:' or 'Output:', it calculates the exact ratio of example content to task instructions. Use analyze_prompt_composition to classify a prompt as Zero-shot, Few-shot, or Heavy Few-shot, or use get_demarcation_metrics to count specific markers. It is an essential tool for prompt engineers looking to optimize context usage and density.

prompt-analysisfew-shotzero-shotllm-metricscontext-optimization

3 tools expose this connector's capabilities to your AI agent.

analyze_prompt_composition

Performs the primary structural analysis of a text string to determine its prompting strategy

compare_prompt_strategies

Compares two different prompt structures to identify which is more "dense" with examples

get_demarcationmetrics

Provides a granular count of specific pattern occurrences to verify the presence of specific few-shot markers

See how to talk to your AI agent using Zero-shot vs Few-shot Ratio Calculator.

Analyze this prompt: 'Translate English to French. Input: Hello. Output: Bonjour.'

The prompt is classified as Few-shot with an example-to-instruction ratio of 1.0.

What is the composition of: 'Summarize this text: [long text]'?

This is a Zero-shot prompt as no demarcations were found.

Compare the density of 'Task: A. Input: B. Output: C.' and 'Task: D.'

The first prompt has a higher example density.

The classification identifies if your prompt is Zero-shot (no examples), Few-shot, or Heavy Few-shot (high density of examples) based on the character ratio and demarcation count.

Related Connectors

Flare Minimization Analysis

Flare Minimization Analysis MCP

4 tools Official

Analyze gas flaring to identify reduction opportunities and economic value.

A+ View details →
Green Chemistry Metrics

Green Chemistry Metrics MCP

4 tools Official

Quantify chemical process sustainability using atom economy, E-factor, and waste impact metrics.

A+ View details →
GitHub Market Intelligence

GitHub Market Intelligence MCP

17 tools Official

Transform GitHub into your primary growth engine. Deploy autonomous agents to intercept competitor issues, track trending repos, and engage developers in real-time.

A+ View details →
Well Log Interpretation

Well Log Interpretation MCP

4 tools Official

Interprets open-hole well logs to evaluate formation properties and identify hydrocarbons.

A+ View details →