Semble vs Code Index MCP

Both are code understanding MCP servers, and we ran both through the same test (find definition) in each app. Semble passed 4 of 4 apps we tested it in; Code Index MCP passed 4 of 4.

Test results side by side

SembleCode Index MCP
Claude CodePassed
2026-10-22
Passed
2026-10-21
CursorPassed
2026-10-22
Passed
2026-10-21
Claude DesktopPassed
2026-10-22
Passed
2026-10-21
ChatGPT (Codex)Passed
2026-10-22
Passed
2026-10-21
Tools exposed (protocol check)2 tools14 tools
GitHub stars6,2531,003
LicenseMITMIT
Last push2026-10-162026-07-27

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

Semble: Fast code search for agents that returns the relevant code instead of grep-and-read loops, aiming to use far fewer tokens. Includes an MCP server.

Code Index MCP: Helps the agent index, search and analyze a code repository with minimal setup.

All code understanding servers

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