Head to head
CodeNib vs Paparats – Local Semantic Code Search MCP
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
Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents.
Full listing
No reviews yet
Local-first semantic code search across all your repos. Private context for AI coding assistants.
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 (77 and 74 out of 100).
| CodeNib | Paparats – Local Semantic Code Search MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | B77/100 | B74/100 |
| Adoption | Established | Growing |
| GitHub stars | 84 | 11 |
| Downloads / week | 87 | 99 |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | 12 | — |
| Write actions | 1 | — |
| Price per call | Free | Free |
| Licence | Apache-2.0 | MIT |
| Last release | 2026-09-05 | 2026-09-03 |
| Category | Web search | Web search |