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Paparats – Local Semantic Code Search MCP vs Find Research Papers

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

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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Find Research Papersio.github.surendranb/find-research-papers-mcp
B
No reviews yet

Search open-source research papers across arXiv, OpenAlex, Crossref, PubMed, Semantic Scholar.

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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 Find Research Papers (83/100 against 74).

 Paparats – Local Semantic Code Search MCPFind Research Papers
User ratingNo reviews yetNo reviews yet
Safety gradeB74/100B83/100
AdoptionGrowingGrowing
GitHub stars115
Downloads / week99245
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools——
Write actions——
Price per callFreeFree
LicenceMITMIT
Last release2026-09-032026-09-20
CategoryWeb searchWeb search

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