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Head to head

Codebase Memory vs Semiotic

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

Codebase Memoryio.github.DeusData/codebase-memory-mcp
C
No reviews yet

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

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Semioticio.github.nteract/semiotic
B
No reviews yet

Verified React chart generation: select, validate, repair, render, and inspect charts through MCP.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Semiotic (82/100 against 69). Semiotic is hosted and callable through the gateway; Codebase Memory runs on your own machine.

 Codebase MemorySemiotic
User ratingNo reviews yetNo reviews yet
Safety gradeC69/100B82/100
AdoptionEstablishedWidely used
GitHub stars44k2.7k
Downloads / week–5.8k
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools—5
Write actions—1
Price per callFreeFree
LicenceMITApache-2.0
Last release2026-09-182026-09-19
CategoryEverything elseEverything else

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