Head to head
Socraticode vs Semantic Scholar
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
No reviews yet
MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
Full listingSemantic Scholar
Cio.github.mrfentmen/semantic-scholar-mcpNo reviews yet
Search academic papers and read citations from Semantic Scholar. No key required.
Full listingThe 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 65). Socraticode has noticeably more public adoption.
| Socraticode | Semantic Scholar | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | B83/100 | C65/100 |
| Adoption | Established | — |
| GitHub stars | 3.3k | – |
| Downloads / week | 3.0k | – |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | — | 2 |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | AGPL-3.0 | MIT |
| Last release | 2026-09-17 | — |
| Category | Web search | Web search |