codebase-memory-mcp vs wcgw

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	wcgw Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools. Unverified stdio (local) No auth Python
Category	Developer Tools	Developer Tools
Language	C	Python
Transport	stdio (local)	stdio (local)
Auth	None	None
GitHub stars	16k	665
Last commit	1 month ago	3 months ago
Verified
Actively maintained
Install	`curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh \| bash`	`uvx --python 3.12 wcgw@latest`
Repo	Open	Open

Verdict

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you need the broadest set of tools.

Pick wcgw if you prefer its approach (shell and coding agent for claude and other mcp clients with tightly integrated shell and file-editing tools).

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 wcgw

Install / run

uvx --python 3.12 wcgw@latest

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

{
  "mcpServers": {
    "wcgw": {
      "command": "uvx",
      "args": [
        "--python",
        "3.12",
        "wcgw@latest"
      ]
    }
  }
}

Requires `uv` (the Python package runner). Install it from https://docs.astral.sh/uv/ if `uvx` is not found.

FAQ

codebase-memory-mcp or wcgw — which is better?

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you need the broadest set of tools. Pick wcgw if you prefer its approach (shell and coding agent for claude and other mcp clients with tightly integrated shell and file-editing tools).

Can I use both codebase-memory-mcp and wcgw?

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 wcgw 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 wcgw →More comparisons →