io.github.nexus-mcp-infra/similarity-search-api-sdk
io.github.nexus-mcp-infra/similarity-search-api-sdkStateless NMI + cosine fusion with entropy-driven alpha calibration
Tools · 3
Ranks a corpus of items against a query vector using a calibrated fusion score (alpha * cosine + (1-alpha) * NMI_normalizado), where alpha is auto-derived from the corpus's marginal entropy unless ove…
Computes the aggregate entropy-calibrated alpha for a corpus without running a full search -- useful to inspect before committing to a large rank_items_by_nmi_cosine_fusion call. Returns a single aggr…
Computes the NMI-cosine fusion score for exactly one (query, target) vector pair at a fixed alpha. Use for explainability, debugging, or unit-level validation of fusion scores before running full corp…
Similar MCP servers embedding-nearest
How to use
Add to your Claude Desktop / Cursor / Cline MCP config:
{
"mcpServers": {
"io.github.nexus-mcp-infra/similarity-search-api-sdk": {
"url": "https://similarity-search-api-production.up.railway.app/mcp",
"transport": "streamable-http"
}
}
}