"Bit" matching MCP servers:

A prompt-injection-aware MCP server demonstrating guardrails for agentic tool use, including permission tiers, untrusted-content quarantine, and heuristic injection detection, with a fictional ticket-triage assistant.

MCP server for LobsterMail — gives AI agents email tools. Create inboxes, send and receive email, search messages, and manage webhooks.

MCP server that integrates the LINE Messaging API to enable AI agents to send messages and manage LINE Official Accounts.

Provides read-only access to Hostaway PMS data, enabling assistants to answer questions about listings, calendars, reservations, and inbox threads, and generate occupancy, inbox, and completeness reports without writing or sending anything.

Gives Claude Code read-only access to a WhatsApp account: listing and filtering chats, reading message history and notes, downloading received media, looking up chat links by phone number, and reading tags, custom fields, and chat/message statuses. It never sends messages or changes contacts, notes, fields, or flows.

Read-only MCP server for the HIT ticket management system that lists queues, searches/fetches ticket details, and lists ticket templates.

Enables AI agents to control a LINE Official Account via the Messaging API, including sending text and flex messages, broadcasting, retrieving user profiles and follower IDs, and managing rich menus.

Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.

AI-powered IT support server that understands issues in Turkish and English, suggests fixes, and routes to the right experts via Django DB.

Conversational business process runtime for AI agents with workflow orchestration, enterprise operations, KPI exploration, and process management capabilities.

Enables AI assistants to perform typed decisions (choice, score, noul) over text, emails, tickets, or JSON documents, with automatic language routing and source ranking across 100+ languages via a single forward pass.

A Model Context Protocol (MCP) server that provides AI-powered customer support using Cursor AI and Glama.ai integration.

An MCP server integrating Google Gemini LLM for intelligent customer service, providing chat, analytics, and tools for customer data interaction.

MCP server for creating owner-confirmed, isolated Telegram Managed Bots with built-in profiles and secure credential handling.

Enables AI assistants to interact with WhatsApp by sending messages, triaging urgent conversations, scheduling messages, and managing automated replies with safety controls and human approval.

A starter kit for creating a read-only MCP server that lets AI assistants access business information, calculate prices, answer FAQs, and check availability.

Enables authorized clients to invoke tenant-aware conversational assistant tools and resources over MCP, including durable conversations, agent configuration, connector policies, and PostgreSQL-backed data.

Enables reading and replying to direct messages, comments, and templates across Instagram, WhatsApp, and Messenger through official Meta Business APIs, with support for human handover and AI assistant controls.

Enables interaction with the SuperOps.ai PSA/RMM platform for managing clients, tickets, assets, and technicians via GraphQL API.

MCP server that gives LLMs access to Telegram Bot API, enabling them to read recent messages and reply to users via persistent local storage and MCP tools.