AI Plugin IndexFastMCP - FastAPI MCP Framework & Runner vs Codebase Memory
FastMCP - FastAPI MCP Framework & Runner and Codebase Memory are both knowledge and memory MCP servers. Codebase Memory scores higher (94 vs 30 out of 100). Codebase Memory has more GitHub stars (47k), and Codebase Memory was updated more recently (3 days ago). The table compares them side by side.
| FastMCP - FastAPI MCP Framework & Runner | Codebase Memory | |
|---|---|---|
| Score | 30 / 100 | 94 / 100 |
| What it does | FastAPI-native Model Context Protocol framework and stdio runner. | Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens. |
| Publisher | Community: Manas-maker | Community: DeusData |
| Grades | Maintenance A, Licence A, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | Not on npm | 5,385 |
| Runs | Local | Local |
| Works with | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf |
| GitHub stars | 0 | 46,937 |
| Last commit | 4 Oct 2026 | 19 Oct 2026 |
| Licence | MIT | MIT |
| Listed since | 19 Oct 2026 | 19 Oct 2026 |
| Install FastMCP - FastAPI MCP Framework & Runner | Install Codebase Memory |
Questions
Is FastMCP - FastAPI MCP Framework & Runner or Codebase Memory more popular?
Codebase Memory has more GitHub stars: 46,937.
Can I use FastMCP - FastAPI MCP Framework & Runner and Codebase Memory together?
Yes. AI assistants can load several MCP servers at once. Install both and the assistant picks the right one for each task.