RAG Chunk Boundary Optimizer

RAG Chunk Boundary Optimizer MCP Connector for Claude

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Analyze text chunking integrity in RAG pipelines by measuring overlap, sentence breaks, and semantic continuity.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

The RAG Chunk Boundary Optimizer MCP server provides a specialized analytical engine for evaluating the structural integrity of text partitioning in Retrieval-augmented Generation (RAG) pipelines. It allows developers to inspect chunk boundaries using three core metrics: exact character overlap between consecutive segments, identification of mid-sentence breaks where terminal punctuation is missing, and a semantic continuity proxy score based on the density of linguistic bridges like pronouns and conjunctions at chunk junctions. By utilizing tools like calculate_overlap, identify_breaks, and compute_continuity, you can programmatically assess whether your chunking strategy preserves context or introduces fragmentation.

ragchunkingnlptext-processingretrieval-augmented-generation

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

identify_breaks

Identifies chunks that end without terminal punctuation

calculate_overlap

Calculates the exact character overlap between two consecutive text chunks

compute_continuity

Computes a semantic continuity proxy score

See how to talk to your AI agent using RAG Chunk Boundary Optimizer.

Check if these two chunks have any overlapping characters: 'The quick brown fox' and 'brown fox jumps over'.

The `calculate_overlap` tool reports an overlap of 9 characters ('brown fox').

Analyze these chunks for sentence breaks: ['Hello world.', 'This is a test', 'End of text.']

The `identify_breaks` tool identified a break at index 1 because the chunk ends without terminal punctuation.

Evaluate the semantic continuity of this boundary: '...end of chunk A. He is' and 'running fast...'

The `compute_continuity` tool returned a high score due to the presence of the pronoun 'He' at the boundary.

The `identify_breaks` tool inspects the final character of each chunk in a provided array. If the last meaningful character is not a period, exclamation point, or question mark, it flags that index as a break.

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