Go MCP

A collection of Model Context Protocol (MCP) servers implemented in Go for memory management and research paper storage.

MCP Servers

1. Memory MCP Server

A vector-based memory storage system that provides semantic search capabilities.

Features:

• Add/update memories with unique IDs
• Semantic search using vector similarity
• Metadata support for enhanced context
• Upstash Vector integration

Tools:

• add-to-memory: Store or update memory content
• search-memory: Find memories using semantic similarity
• get-memory: Retrieve specific memory by ID

2. Research Papers MCP Server

A Redis-based system for storing and retrieving research papers with fuzzy matching.

Features:

• Store research papers with titles and summaries
• Exact title matching
• Fuzzy matching with edit distance for approximate searches
• Redis backend for reliable storage

Tools:

• set-new-research-paper: Add new research paper
• get-research-paper: Retrieve paper with fuzzy matching support

Setup

1. Install dependencies:

go mod tidy

1. Create a .env file with required environment variables:

# For Memory MCP
VECTOR_DB_URL=your_upstash_vector_url
TOKEN=your_upstash_token

# For Research Papers MCP
REDIS_URL=your_redis_url

Running the Servers

Memory MCP Server

go run cmd/memory-mcp/main.go

Server runs on port 9090

Research Papers MCP Server

go run cmd/research-papers-mcp/main.go

Server runs on port 8080

API Endpoints

Both servers expose SSE (Server-Sent Events) endpoints:

• SSE Endpoint: /mcp/sse
• Message Endpoint: /mcp/message

Testing

The project includes comprehensive test suites for both MCP servers located in the test/ directory.

Running Tests

Run all tests:

go test ./test/... -v

Run tests for specific server:

# Memory MCP tests
go test ./test/memory_mcp_test.go -v

# Research Papers MCP tests  
go test ./test/research_papers_mcp_test.go -v

Test Coverage

Memory MCP Server Tests:

• add-to-memory tool: Storage with/without metadata, error handling
• search-memory tool: Semantic search functionality, no results scenarios
• get-memory tool: Memory retrieval by ID, not found scenarios

Research Papers MCP Server Tests:

• set-new-research-paper tool: Paper storage, error handling
• get-research-paper tool: Exact matching, fuzzy matching with Levenshtein distance, boundary conditions

Both test suites use mock implementations to avoid external dependencies during testing.

Dependencies

• mcp-go - Go MCP implementation
• upstash/vector-go - Vector database client
• redis/go-redis - Redis client
• godotenv - Environment variable loading
• levenshtein - Edit distance calculation