Comparison
Universal DB (read-only) vs Codebase Memory MCP
Codebase Memory MCP has more GitHub stars (46,660 vs 0). Codebase Memory MCP was updated more recently (last commit 12h ago). Data comes straight from GitHub and refreshes daily.
Universal DB (read-only)
Read-only, guarded SQL access for AI agents: PostgreSQL, MySQL, ClickHouse, Oracle, SQL Server, Db2
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docker run -i --rm ghcr.io/alghanim/universal-db-mcp:0.2.0
Codebase Memory MCP
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer…
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npx -y codebase-memory-mcp| Metric | Universal DB (read-only) | Codebase Memory MCP |
|---|---|---|
| Type | MCP server | MCP server |
| GitHub stars | 0 | 46,660 |
| Stars, last 7 days | n/a | n/a |
| Forks | 0 | 3,840 |
| Upvotes | 0 | 0 |
| Language | n/a | C |
| License | n/a | MIT |
| Last commit | n/a | 12h ago |
| Created | n/a | Feb 2026 |
| Categories | Databases | Memory & knowledge, AI & LLM tooling, Databases |