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Head to head

Socraticode vs Ckg Nemotron Perplexity

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

Socraticodeio.github.giancarloerra/socraticode
B
No reviews yet

MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

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Ckg Nemotron Perplexityio.github.Yarmoluk/ckg-nemotron-perplexity
C
No reviews yet

NVIDIA Nemotron + Perplexity Sonar as knowledge graphs — 2 domains, 83 nodes. MCP-native.

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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 Socraticode (83/100 against 65). Socraticode has noticeably more public adoption.

 SocraticodeCkg Nemotron Perplexity
User ratingNo reviews yetNo reviews yet
Safety gradeB83/100C65/100
AdoptionEstablishedNew
GitHub stars3.3k–
Downloads / week3.0k21
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools—5
Write actions——
Price per callFreeFree
LicenceAGPL-3.0MIT
Last release2026-09-17—
CategoryWeb searchWeb search

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