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Head to head

Socraticode vs Paparats – Local Semantic Code Search MCP

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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Paparats – Local Semantic Code Search MCPio.github.IBazylchuk/paparats-mcp
B
No reviews yet

Local-first semantic code search across all your repos. Private context for AI coding assistants.

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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 74). Socraticode has noticeably more public adoption.

 SocraticodePaparats – Local Semantic Code Search MCP
User ratingNo reviews yetNo reviews yet
Safety gradeB83/100B74/100
AdoptionEstablishedGrowing
GitHub stars3.3k11
Downloads / week3.0k99
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools26—
Write actions4—
Price per callFreeFree
LicenceAGPL-3.0MIT
Last release2026-09-172026-09-03
CategoryWeb searchWeb search

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