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Head to head

Octocode vs Semantic Scholar MCP Server

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

Octocodeio.github.Muvon/octocode
A
No reviews yet

AI-powered code indexer with semantic search and knowledge graphs

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Semantic Scholar MCP Serverio.github.smaniches/semantic-scholar-mcp
B
No reviews yet

MCP server for the Semantic Scholar API: search 200M+ papers, citations, authors, recommendations.

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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 Octocode (94/100 against 83). Octocode has noticeably more public adoption.

 OctocodeSemantic Scholar MCP Server
User ratingNo reviews yetNo reviews yet
Safety gradeA94/100B83/100
AdoptionEstablishedGrowing
GitHub stars47521
Downloads / week404310
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools—14
Write actions——
Price per callFreeFree
LicenceApache-2.0MIT
Last release2026-09-192026-09-14
CategoryWeb searchWeb search

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