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Paparats – Local Semantic Code Search MCP vs PyEuropePMC

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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PyEuropePMCio.github.JonasHeinickeBio/pyeuropepmc
A
No reviews yet

Search and analyse scientific literature across Europe PMC, PubMed, arXiv, and ClinicalTrials.gov

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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 PyEuropePMC (92/100 against 74).

 Paparats – Local Semantic Code Search MCPPyEuropePMC
User ratingNo reviews yetNo reviews yet
Safety gradeB74/100A92/100
AdoptionGrowingGrowing
GitHub stars118
Downloads / week991.1k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools—24
Write actions——
Price per callFreeFree
LicenceMITMIT
Last release2026-09-032026-09-17
CategoryWeb searchWeb search

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