Databases

MCP (Model Context Protocol) Server. Integrates with Notion to enable database and page operations, content management, and collaborative workflows.

A conversational memory and document storage server for ChatGPT Desktop that replaces built-in memory features using a local SQLite database and Markdown export capabilities.

An unofficial MCP server for the European Medicines Agency (EMA) providing access to over 2,600 EU-approved medicines, safety reviews, shortages, and comprehensive pharmaceutical documentation.

A Model Context Protocol server that enables agents to execute SQL queries against a MySQL database, supporting operations like SELECT, CREATE TABLE, INSERT, UPDATE, and DELETE with results returned in JSON format.

Enables AI assistants to interact with Hadoop Hue for executing SQL queries using Hive, SparkSQL, or Impala and managing HDFS files. It supports directory browsing, file transfers, and exporting query results to CSV through the Model Context Protocol.

Enables AI assistants to manage Dokploy deployments, including creating and deploying applications, managing databases, configuring domains with SSL, and monitoring application status through a standardized interface.

Enables AI tools to search and retrieve data from various South Korean and Japanese academic databases, including research journals, historical records, and legislative information.

An MCP server that enables AI agents to retrieve and analyze error reports from a self-hosted Telebugs instance. It provides tools for listing projects, searching error groups, and fetching detailed reports directly from the Telebugs SQLite database.

Provides AI assistants with direct access to official Griptape framework documentation and code examples through a pre-built SQLite database. It enables accurate code generation for Griptape agents, pipelines, and nodes by eliminating documentation hallucinations.

A read-only Model Context Protocol server developed with FastMCP for querying the Pagila PostgreSQL database. It enables secure access to movie rental data including films, actors, and customer information through natural language queries.

Enables interaction with Redash instances through a standardized interface, allowing users to execute SQL queries, manage data sources, and retrieve query results using natural language.

Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.

An advanced contextual memory server for agent orchestration providing chronological history, semantic vector search via Redis Stack, and temporary scratchpad storage. It also enables context compression through history rollups and facilitates inter-agent communication using a Redis-based Pub/Sub system.

A session memory consolidation and architectural oversight system that uses Gemini and SQLite to manage agent context and detect technical contradictions. It enables automated session summarization, long-term context evolution, and background refactor planning for AI agents.

MCP (Model Context Protocol) Server. Enables direct interaction with MySQL databases through TypeScript tools for executing SQL queries, checking connectivity, and managing database operations with robust error handling.

An MCP server for building, validating, and publishing Ice Puzzle levels with AI assistants, featuring integrated solver feedback and quality checks. It provides over 60 tools for level design, difficulty analysis, and benchmarking AI performance on design tasks.

Mob is an AI-first personal CRM that enables users to manage contacts, relationships, and activities entirely through natural language via the Model Context Protocol. It allows for tracking life events, reminders, and notes using a local SQLite database or an ephemeral session mode.

Generates inclusive, bias-free job descriptions by leveraging Claude AI to detect and mitigate gendered, ageist, or ability-biased language. It provides structured feedback through inclusivity scoring and specific alternative suggestions for exclusionary phrases.

An MCP server that generates professional and context-aware responses to customer reviews using Claude AI. It supports multiple tones and business types to provide tailored feedback variations for both positive and negative reviews.

A centralized workspace orchestration server that enables natural language task management across Notion, Google Calendar, and Telegram. It allows users to analyze intent, create database tasks, schedule calendar events, and send instant notifications.

An MCP server for Apache Superset that enables AI models to manage dashboards, create charts with auto-detection, and execute SQL queries programmatically. It utilizes stateless HTTP transport to ensure compatibility with integration tools like Open WebUI.

Query your markdown like a database. 100x token savings for AI agents.

A robust logging and search server that captures process console output into a high-performance SQLite database, enabling AI assistants to perform full-text searches and analyze multi-process activity.

MCP server for AI plan review — agents read your markdown annotations, mark tasks done, evaluate gates, and generate handoffs.

A framework that provides search, fetch, and do primitives to enable AI agents to orchestrate complex tasks via sandboxed TypeScript code execution. It optimizes performance and security by reducing multiple sequential tool calls into a single, efficient inference round-trip.

An MCP server and CLI for extracting structured data from invoices, receipts, and bank statements using local Vision AI (Ollama) or Gemini, with persistent SQLite storage.

Enables AI agents to record and rank learnings, facts, and methods through a collaborative voting framework. It provides tools for agents to surface the most useful information across sessions using persistent memory storage.

A specialized MCP server for querying and analyzing MongoDB's sample_mflix dataset, allowing users to search, count, and aggregate movie data through natural language.

An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.

A MongoDB bridge for the Model Context Protocol that enables document queries, connection management, and data insertion with configurable targeting.