Databases

ChEMBL MCP — drug discovery database (EBI).

AI data analyst by getdot.ai. Ask your data warehouse in plain English; get SQL, answers and charts.

Ask an agent why a PHP site is slow: every request with its SQL, HTTP calls, errors and N+1.

PostgreSQL MCP server - query, schema introspection, explain, and health checks for AI assistants

Let coding agents query any SQL database safely. Read-only by default and scoped by your policies.

Zero-config SQL flight recorder for slow Python/SQLAlchemy jobs: exact call site, count, and fix.

A local memory engine. You own the SQLite file. Not Mem0's hosted OpenMemory MCP.

Local-first memory for AI coding agents. Memory + CodeGraph + Wiki in one SQLite file.

Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian)

MCP server that wraps the Qdrant vector database API as tools.

PostgreSQL MCP server with 15 tools (SQL, EXPLAIN, health, indexes) plus a Gradio UI with LLM chat.

Local SQL workspaces with bounded, recoverable writes for coding agents.

Checks and fixes ABAP Open SQL for SAP's ADT data-preview console. Connects to nothing.

Run governed SQL queries and inspect database schemas from MCP agents.

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

MCP server for one MySQL database: schema, read-only queries and guarded writes.

Safe, audited PostgreSQL operations for AI agents: queries, migrations, EXPLAIN, containers

MCP server exposing cPanel UAPI (domains, DNS, email, MySQL, files) as tools for AI assistants.

Generates relationally valid test data in a PostgreSQL database from its live schema.

SQLite-authoritative entity database with an async Google Sheets projection for AI agents.

Embedded, local-first memory and retrieval for AI agents. One SQLite file, no server, no API key.

Koi-pond MCP server — varieties database (Gosanke + secondary), pond stocking calc, koi-specific

PostgreSQL security for AI agents: CVEs, yanked releases, exploits, and upgrade paths

Sync WHOOP recovery, sleep, strain, and workouts into Postgres and query them from any MCP client.