Most Postgres MCP servers expose query and list_tables. Agents end up guessing column values, enum casing, and join paths - then retrying until something works.
pglens gives agents the context to get it right the first time: column_values shows real distinct values with counts, find_join_path does BFS over the FK graph and returns join conditions through
intermediate tables, describe_table gives columns/PKs/FKs/indexes in one call. Plus production health tools like bloat_stats, blocking_locks, and sequence_health.
Everything runs in readonly transactions, identifiers escaped via Postgres's quote_ident(), no extensions required. Works on any Postgres 12+ (self-hosted, RDS, Aurora, etc.). Two dependencies:
asyncpg and mcp.
Focusing on read-only tools as the default is the right architectural move for LLMs. I noticed you're using quote_ident() for escaping identifiers, are you planning to add support for custom schema white-listing? It would be great to hide internal/system tables from the agent entirely to keep the context window clean
Most Postgres MCP servers expose query and list_tables. Agents end up guessing column values, enum casing, and join paths - then retrying until something works.
pglens gives agents the context to get it right the first time: column_values shows real distinct values with counts, find_join_path does BFS over the FK graph and returns join conditions through intermediate tables, describe_table gives columns/PKs/FKs/indexes in one call. Plus production health tools like bloat_stats, blocking_locks, and sequence_health.
Everything runs in readonly transactions, identifiers escaped via Postgres's quote_ident(), no extensions required. Works on any Postgres 12+ (self-hosted, RDS, Aurora, etc.). Two dependencies: asyncpg and mcp.
https://github.com/janbjorge/pglens
pip install pglen
Focusing on read-only tools as the default is the right architectural move for LLMs. I noticed you're using quote_ident() for escaping identifiers, are you planning to add support for custom schema white-listing? It would be great to hide internal/system tables from the agent entirely to keep the context window clean