open-source · since 2026-09-10
TableTalk
Skander Ghariani
Local, open-source SQLite text-to-SQL agent that runs against an OpenAI-compatible endpoint, repairs SQL errors, generates sandboxed charts, records JSONL traces, and exposes ask/query/schema tools through MCP.
text-to-sqlsqlitelocal-llmmcplanggraphsqlglotevaluationread-only
desk notes
Verified Sept. 10, 2026. README reports Qwen2.5-7B-Instruct Q4_K_M, 67% execution accuracy on a fixed 100-question Spider dev sample, and 14/15 behavior tests. SQL is gated with sqlglot and a read-only SQLite connection; budgets cap repairs/tool calls. Important limitations: SQLite only, one database per session, 30-row agent previews, and its local 7B still assumes an ambiguous metric instead of clarifying. New repo; adoption signal is only 1 GitHub star and 0 forks at verification.