Code Index MCP vs codebase-memory-mcp
Both are code understanding MCP servers, and we ran both through the same test (find definition) in each app. Code Index MCP passed 4 of 4 apps we tested it in; codebase-memory-mcp passed 4 of 4.
Test results side by side
| Code Index MCP | codebase-memory-mcp | |
|---|---|---|
| Claude Code | Passed 2026-10-13 | Passed 2026-10-13 |
| Cursor | Passed 2026-10-13 | Passed 2026-10-13 |
| Claude Desktop | Passed 2026-10-14 | Passed 2026-10-14 |
| ChatGPT (Codex) | Passed 2026-10-14 | Passed 2026-10-14 |
| Tools exposed (protocol check) | 14 tools | 17 tools |
| GitHub stars | 1,003 | 46,591 |
| License | MIT | MIT |
| Last push | 2026-07-27 | 2026-10-14 |
Results from our own harness runs, dated per cell. Stars and last push from GitHub at our last data refresh. We don’t pick a winner here: which one fits depends on your app and setup.
What each does
Code Index MCP: Description written after our first hands-on test.
codebase-memory-mcp: Description written after our first hands-on test.