Head to head
socraticode vs ai-visibility
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 listingNo reviews yet
AI-search-visibility tools: check crawler access, generate llms.txt, lint robots.txt, census data.
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (65 and 67 out of 100). ai-visibility is hosted and callable through the gateway; socraticode runs on your own machine. socraticode has noticeably more public adoption.
| socraticode | ai-visibility | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | C65/100 | C67/100 |
| Adoption | Established | New |
| GitHub stars | 3.3k | – |
| Downloads / week | 5.2k | – |
| Runs where | Your machine (local) | Hosted (remote) |
| Gateway-ready | No | Yes |
| Tools | — | 4 |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | AGPL-3.0 | — |
| Last release | 2026-09-17 | — |
| Category | Web search | Web search |