MCP Directory

codebase-memory-mcp vs flyto-core

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
flyto-core

A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.

Unverified
stdio (local)
No auth
Python
CategoryDeveloper ToolsDeveloper Tools
LanguageCPython
Transportstdio (local)stdio (local)
AuthNoneNone
GitHub stars16k274
Last commit1 month ago1 month ago
Verified
Actively maintained
Installcurl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bashpip install flyto-core
RepoOpen Open

Verdict

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option.

Pick flyto-core if you prefer its approach (a debuggable automation engine for ai agents — trace every step, replay from any point, 467 modules as mcp 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 flyto-core

Install / run
pip install flyto-core

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

{
  "mcpServers": {
    "flyto-core": {
      "command": "python",
      "args": [
        "-m",
        "core.mcp_server"
      ]
    }
  }
}

FAQ

codebase-memory-mcp or flyto-core — which is better?

Pick codebase-memory-mcp if you prefer the more popular, battle-tested option. Pick flyto-core if you prefer its approach (a debuggable automation engine for ai agents — trace every step, replay from any point, 467 modules as mcp tools).

Can I use both codebase-memory-mcp and flyto-core?

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 flyto-core work with Claude, Cursor and Windsurf?

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