Mmcp.market

Head to head

Semantic Scholar vs Octocode

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

Semantic Scholario.github.mrfentmen/semantic-scholar-mcp
C
No reviews yet

Search academic papers and read citations from Semantic Scholar. No key required.

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Octocodeio.github.Muvon/octocode
A
No reviews yet

AI-powered code indexer with semantic search and knowledge graphs

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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 65). Octocode has noticeably more public adoption.

 Semantic ScholarOctocode
User ratingNo reviews yetNo reviews yet
Safety gradeC65/100A94/100
AdoptionEstablished
GitHub stars475
Downloads / week404
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools2
Write actions
Price per callFreeFree
LicenceMITApache-2.0
Last release2026-09-19
CategoryWeb searchWeb search

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