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Copilot AI commented Jan 29, 2026

Implements test scripts demonstrating MCP server usage for vector database operations: collection creation, vector upsert, and semantic search.

Test Scripts

  • mcp-simple-test.js - Zero-dependency JSON-RPC client over stdio. Creates database, inserts vectors, performs searches. ~2-5s runtime.
  • mcp-demo.js - Full MCP SDK demo with 384-dim vectors, batch operations, performance metrics. Requires @modelcontextprotocol/sdk.
  • run-tests.js - Validation suite (13 tests, 100% pass rate). Runs without building the MCP server binary.
  • validate-tests.js - Pre-flight checks for dependencies and file structure.

Implementation Details

Vector Operations Tested:

  • vector_db_create - Database initialization with configurable dimensions
  • vector_db_insert - Single and batch vector upsert with metadata
  • vector_db_search - K-NN semantic search with cosine/euclidean/dot/manhattan metrics
  • vector_db_stats - Database introspection

Mock Embedding Generation:

function generateEmbedding(dim, seed) {
  const vector = Array.from({ length: dim }, (_, i) => 
    Math.cos((i + seed) * Math.PI / dim) * (1 + seed * 0.1)
  );
  // L2 normalization for cosine similarity
  const magnitude = Math.sqrt(vector.reduce((sum, v) => sum + v * v, 0));
  return vector.map(v => v / magnitude);
}

Architecture:

Node.js Test Client
  ↓ JSON-RPC over stdio
Rust MCP Server (ruvector-mcp)
  ↓ FFI
RuVector Core

Usage

# Validate setup (no build)
node tests/run-tests.js

# Run tests
cargo build --release -p ruvector-cli --bin ruvector-mcp
node tests/mcp-simple-test.js

Documentation

  • README.md - Architecture, integration examples, troubleshooting
  • QUICKSTART.md - Step-by-step usage with expected output
  • MCP_TESTS.md - Tool reference, performance tips, API details

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Copilot AI and others added 3 commits January 29, 2026 15:57
Co-authored-by: ruvnet <2934394+ruvnet@users.noreply.github.com>
Co-authored-by: ruvnet <2934394+ruvnet@users.noreply.github.com>
Co-authored-by: ruvnet <2934394+ruvnet@users.noreply.github.com>
Copilot AI changed the title [WIP] Add test script for ruvector MCP server usage Add MCP server integration tests with vector operations demo Jan 29, 2026
Copilot AI requested a review from ruvnet January 29, 2026 16:04
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2 participants