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Enables AI assistants to build and query temporally-aware knowledge graphs from conversations and data. Supports adding episodes, searching entities and facts, and maintaining persistent memory across interactions.

A framework for building and querying temporally-aware knowledge graphs that allows AI assistants to interact with graph capabilities through the Model Context Protocol.

A Model Context Protocol server that enables LLMs to interact with GraphQL APIs by providing schema introspection and query execution capabilities.

Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

An entertainment recommender MCP server that integrates with TMDB to help agents discover films and television shows based on genre, release year, and language. It also includes utilities for comparing multi-agent LLM responses and analyzing entertainment industry data.

MCP server that wraps the xAI Grok API, allowing Claude and other AI agents to delegate thinking, planning, and real-time search tasks to Grok. It provides a single tool with options for different use cases including web search, Twitter/X search, and multi-agent reasoning.

An MCP server that enables interaction with the Groundhog Day API, auto-generated using AG2's MCP builder to facilitate multi-agent conversations with this service.

GTM Wizard是一个MCP服务器，为AI代理提供Go-To-Market（GTM）专业工具，包括潜在客户评分、角色分类和路由决策功能。

Exposes the Habitica v3 API as MCP tools, allowing AI assistants to read and manage tasks, habits, dailies, rewards, pets, inventory, and notifications.

Model Context Protocol server for interacting with the HaloPSA API, enabling AI assistants like Claude to manage tickets, users, and assets in HaloPSA through natural language.

Shared memory hub for LLMs to persist and share project context, enabling seamless handoffs between different AI agents.

A Model Context Protocol server that enables querying FHIR healthcare data using natural language, allowing doctors to retrieve patient information, medications, observations, and other healthcare records.

Um servidor MCP omnichannel que integra WhatsApp, LLM, bancos de dados e edge agents, permitindo orquestração de ferramentas e respostas de voz.

A Model Context Protocol server that integrates with the Harvest API v2, enabling time tracking management including listing, creating, updating, and deleting time entries, as well as managing projects, tasks, users and generating reports.

A Model Context Protocol server that enables AI assistants to interact with Hedera blockchain in real-time, allowing them to check account balances, view block information, and estimate transaction costs.

MCP server for controlling and querying Home Assistant via its REST API, exposing tools to get entity states, list all states, and call services.

Enhanced Home Assistant MCP server with 22 context efficient tools for smart home control, automation trace debugging, entity registry management, CEL expression queries, and long-term statistics.

Structured web extraction for AI agents. Pass any URL and a prompt, get clean JSON data back. Native MCP server with 100 free requests/month.

A Model Context Protocol server that enables interaction with Hadoop Distributed File System, allowing operations like listing, reading, writing, and managing HDFS files and directories.

Open-source, conformance-aware MCP server for FHIR R4 and R5. It connects to a configured FHIR base URL and exposes a safe, read-only MCP surface for resource read, typed search, capability discovery, schema lookup, and supported read-only operations.