Databases MCP Servers for DeepSeek Harness

A Neo4j MCP server implementation for managing graph database operations

Connect AI assistants to Rocket Universe/UniData MultiValue databases via MCP.

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

MCP server that exposes Redis API to AI models

MCP server exposing SPARQL query functionalities for LLMs

FastMCP server for Python-native GDAL ops (Rasterio/PyProj/pyogrio|Fiona/Shapely)

Names every statement in a Rails, Django or raw SQL migration that takes a table-blocking Postgres l

Readonly PostgreSQL MCP server with SQL guardrails and optional SDK for analytical queries

An MCP server that provides Email, Phone and Address Validation Services from Byteplant

One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.

MCP server for AIRIOT IoT platform

Model Context Protocol (MCP) server implementation for AKHQ - GUI for Apache Kafka

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

Read-only table diffs with segment attribution: which slice of your data changed.

Effect-based Airtable Model Context Protocol Server

Query NFL, HUD FMR (ZIP/county/metro), Airbnb, bounty datasets over MCP: filter, stats.

A secure, read-only PostgreSQL Model Context Protocol (MCP) server for safe database introspection and querying

MCP server for PostgreSQL database interactions

Secure SQL proxy for AI agents — NL→SQL, AST safety, per-agent RLS, audit log.

Local-first, contract-governed data explorer with read-only, PII-masked query tools for AI agents.