codebase-memory-mcp vs PRIMS – Python Runtime Interpreter MCP Server

A side-by-side comparison of two Developer Tools servers — tools, transport, auth, maintenance, and copy-paste config for each.

	codebase-memory-mcp Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents. Unverified stdio (local) No auth C	PRIMS – Python Runtime Interpreter MCP Server Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool. Unverified HTTP (remote) No auth Stale Python
Category	Developer Tools	Developer Tools
Language	C	Python
Transport	stdio (local)	HTTP (remote)
Auth	None	None
GitHub stars	16k	28
Last commit	1 month ago	10 months ago
Verified
Actively maintained
Install	`curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh \| bash`	`./scripts/setup_env.sh`
Repo	Open	Open

Verdict

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you want a local (stdio) server that keeps data on your machine.

Pick PRIMS – Python Runtime Interpreter MCP Server if you want a hosted/remote server with nothing to install.

Add codebase-memory-mcp

Install / run

curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bash

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "codebase-memory-mcp": {
      "command": "/path/to/codebase-memory-mcp",
      "args": []
    }
  }
}

Add PRIMS – Python Runtime Interpreter MCP Server

Install / run

./scripts/setup_env.sh

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "prims-python-runtime-interpreter-mcp-server": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "http://localhost:9000/mcp"
      ]
    }
  }
}

Claude Desktop connects to remote servers through the `mcp-remote` proxy (installed on first run via npx). Restart Claude Desktop after saving.

FAQ

codebase-memory-mcp or PRIMS – Python Runtime Interpreter MCP Server — which is better?

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you want a local (stdio) server that keeps data on your machine. Pick PRIMS – Python Runtime Interpreter MCP Server if you want a hosted/remote server with nothing to install.

Can I use both codebase-memory-mcp and PRIMS – Python Runtime Interpreter MCP Server?

Yes — MCP clients let you enable multiple servers at once. Add both configs to your client's mcpServers and use whichever tool fits the task.

Do codebase-memory-mcp and PRIMS – Python Runtime Interpreter MCP Server work with Claude, Cursor and Windsurf?

Both do. Copy the per-client config below into Claude Desktop, Cursor, or Windsurf.

View codebase-memory-mcp →View PRIMS – Python Runtime Interpreter MCP Server →More comparisons →