codebase-memory-mcp vs GitLab MCP Server (zereight)

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	GitLab MCP Server (zereight) Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases. Verified stdio (local) API key TypeScript
Category	Developer Tools	Developer Tools
Language	C	TypeScript
Transport	stdio (local)	stdio (local)
Auth	None	API key
GitHub stars	16k	1.7k
Last commit	1 month ago	2 months ago
Verified
Actively maintained
Install	`curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh \| bash`	`npx -y @zereight/mcp-gitlab`
Repo	Open	Open

Verdict

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you want zero-setup with no API key.

Pick GitLab MCP Server (zereight) if you want a verified, documented setup.

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 GitLab MCP Server (zereight)

Install / run

npx -y @zereight/mcp-gitlab

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

{
  "mcpServers": {
    "gitlab-mcp-server-zereight": {
      "command": "npx",
      "args": [
        "-y",
        "@zereight/mcp-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<your-gitlab-token>",
        "GITLAB_API_URL": "https://gitlab.com/api/v4"
      }
    }
  }
}

FAQ

codebase-memory-mcp or GitLab MCP Server (zereight) — which is better?

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option, and you want zero-setup with no API key. Pick GitLab MCP Server (zereight) if you want a verified, documented setup.

Can I use both codebase-memory-mcp and GitLab MCP Server (zereight)?

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 GitLab MCP Server (zereight) 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 GitLab MCP Server (zereight) →More comparisons →