Memory Service MCP Server

io.github.volsier/memforge-memoryv1.0.1

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

Node.jsstdioofficial registry

context tax

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security

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cold start

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freshness

Slowing6mo ago

Install Memory Service MCP server

claude mcp add memory-service -e DATABASE_URL='<database-url>' -e OPENAI_BASE_URL='<openai-base-url>' -e OPENAI_API_KEY='<openai-api-key>' -e OPENAI_EMBEDDING_MODEL='<openai-embedding-model>' -- npx -y @memforgeai/memory-service

{
  "mcpServers": {
    "memory-service": {
      "command": "npx",
      "args": [
        "-y",
        "@memforgeai/memory-service"
      ],
      "env": {
        "DATABASE_URL": "<database-url>",
        "OPENAI_BASE_URL": "<openai-base-url>",
        "OPENAI_API_KEY": "<openai-api-key>",
        "OPENAI_EMBEDDING_MODEL": "<openai-embedding-model>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project).

{
  "mcpServers": {
    "memory-service": {
      "command": "npx",
      "args": [
        "-y",
        "@memforgeai/memory-service"
      ],
      "env": {
        "DATABASE_URL": "<database-url>",
        "OPENAI_BASE_URL": "<openai-base-url>",
        "OPENAI_API_KEY": "<openai-api-key>",
        "OPENAI_EMBEDDING_MODEL": "<openai-embedding-model>"
      }
    }
  }
}

Settings → Developer → Edit Config (claude_desktop_config.json), then restart.

{
  "servers": {
    "memory-service": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@memforgeai/memory-service"
      ],
      "env": {
        "DATABASE_URL": "<database-url>",
        "OPENAI_BASE_URL": "<openai-base-url>",
        "OPENAI_API_KEY": "<openai-api-key>",
        "OPENAI_EMBEDDING_MODEL": "<openai-embedding-model>"
      }
    }
  }
}

Add to .vscode/mcp.json in your workspace.

{
  "mcpServers": {
    "memory-service": {
      "command": "npx",
      "args": [
        "-y",
        "@memforgeai/memory-service"
      ],
      "env": {
        "DATABASE_URL": "<database-url>",
        "OPENAI_BASE_URL": "<openai-base-url>",
        "OPENAI_API_KEY": "<openai-api-key>",
        "OPENAI_EMBEDDING_MODEL": "<openai-embedding-model>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

Configuration

Variable	Required	Secret	Description
DATABASE_URL	yes	—	PostgreSQL connection string
OPENAI_BASE_URL	yes	—	Embedding API base URL (OpenAI-compatible)
OPENAI_API_KEY	yes	yes	Embedding API key
OPENAI_EMBEDDING_MODEL	yes	—	Embedding model name (e.g. BAAI/bge-m3)

Freshness

Slowing — last maintenance signal 6mo ago. The newest of the signals below sets the band.

Last commit (default branch)
no data · GitHub
Latest release
no data · GitHub
Package published
no data · npm/PyPI
Registry entry updated
2026-04-23 · 6mo ago · official registry · v1.0.1

FAQ

›How do I install the Memory Service MCP server in Claude Code?

Run: claude mcp add memory-service -e DATABASE_URL='<database-url>' -e OPENAI_BASE_URL='<openai-base-url>' -e OPENAI_API_KEY='<openai-api-key>' -e OPENAI_EMBEDDING_MODEL='<openai-embedding-model>' -- npx -y @memforgeai/memory-service. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.

›Does Memory Service require an API key?

Yes. It expects DATABASE_URL, OPENAI_BASE_URL, OPENAI_API_KEY, OPENAI_EMBEDDING_MODEL, of which 1 is a secret.

›Can I use Memory Service as a remote (hosted) MCP server?

No hosted endpoint is published; it runs locally over stdio.

›Is Memory Service in the official MCP registry?

Yes, as io.github.volsier/memforge-memory.