Databases

Empirical memory for AI agents — patterns learned from real executions, not hand-written rules. Workflow checkpointing, failure knowledge base, multi-agent coordination. Zero API keys required.

Describe AWS infra in plain English and get an official, shareable AWS Pricing Calculator link with real costs — as an MCP server, CLI, and REST API.

A simple, clean MCP server for AWS Athena integration

Automatically generate MCP servers from Python modules using LLM-powered documentation

BenoStreamDB Model Context Protocol (MCP) Server

Zero-database-connection static SQL analysis, query optimization, and execution plan diagnostics MCP server.

MCP server for AU Selection Analytics Portal — query CRB parity, GCOR brands, LT Review, GMS models from Kiro AI chat

MCP server for ATT&CK queries via AI assistants

MCP server for PDB structure queries and protein resolution using AnAge database

AI-powered MCP server for FHIR document search and conversation

Local MCP index for project documentation: token-saving BM25 search, verified status lines, and multi-language code wiring gate

High-performance, local FastEmbed vector MCP server for Astro documentation

MCP server + tray app for indexing and retrieving 2D sprites, sheets, sounds, and Unity packages via natural language.

A natural-language-to-SQL MCP server with eval-gated CI/CD and defense-in-depth safety.

Ask Human for Context MCP Server - GUI dialogs for AI assistant interaction

MCP server for browsing and searching arXiv papers by category

MCP server for querying, retrieving, and reading arXiv papers

MCP server for arXiv paper search with semantic search, citation enrichment, and PDF extraction

DataScience MCP with Apache Arrow-based cache for efficient data handling

Search and sample 1,038,963 competition and benchmark math problems.