Top MCP Servers

Provides a universal AI integration layer for Brilliant Directories sites, exposing members, posts, leads, reviews, pages, and many other resources through a Model Context Protocol (MCP) server.

Provides a universal, self‑hosted memory service for AI models, exposing remember, recall, forget and a suite of advanced knowledge‑graph tools via MCP.

Enables AI models and MCP clients to seamlessly interact with Bugzilla instances, offering tools for retrieving bug details, history, comments, and performing write operations such as status updates, assignments, and commenting.

Provides remote access to a self‑hosted ChromaDB instance via MCP, letting Claude and other AI assistants share the same vector memory across desktop, mobile, and code environments.

An all‑in‑one agent harness for Claude Code that auto‑discovers agents, skills, and MCP tools at runtime and routes tasks to the most suitable specialist without requiring configuration files or boilerplate code.

Provides a structured, version‑controlled vault of markdown documents that AI agents can query through a CLI or an MCP server, delivering cheap, auditable context and governance for solo developers, teams, or enterprises.

A catalog of 223 ready‑to‑use React components that can be installed as plain source files, with built‑in Tailwind v4 theming and an optional MCP server for programmatic discovery and installation.

Extracts text, layout, and page images from PDFs while surfacing per‑page quality signals and explicit warnings, enabling AI agents to trust or reject extracted content.

Provides a secure bridge for AI assistants to query and analyze YNAB budgeting data via the Model Context Protocol.

Generate PowerPoint presentations programmatically via an MCP server, enabling automated report and slide‑deck creation.

Provides recent NBA game scores, player statistics, and advanced metrics to Claude via the MCP protocol.

Provides a bridge between LLM applications and the Unleash feature flag system, enabling AI apps to check, create, update, and list feature flags via the Model Context Protocol.

Provides tools to interact with the Linear issue‑tracking system via the MCP protocol, enabling creation, updating, searching, commenting on issues, and retrieving team information while respecting API rate limits.

Provides control and access to a video surveillance system, allowing retrieval of live and recorded video streams, channel status queries, PTZ camera positioning, and playback dialog management.

Generate custom AI‑powered memes and convert them into Telegram or WhatsApp stickers without requiring external APIs.

Provides a standardized API to interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files.

Provides a bridge between Contrast vulnerability data and AI agents, allowing automated remediation of code issues and third‑party library updates through LLM prompts.

Provides tools for AI models to search, retrieve details, check availability, and book camping and outdoor recreation places.

Provides clients such as Cursor, Claude Desktop, and OpenAI agents with capabilities to localize speech, convert text to audio, and infill voice clips via Cartesia's API.

Provides an interface for developers to interact with CB Insights ChatCBI LLM through AI agents.

Enables AI models to query and manipulate GROWI wiki content, providing page search, creation, tagging, comments, revisions, and share‑link management through the Model Context Protocol.

Enables AI agents to invoke Liveblocks REST API endpoints for creating, modifying, and deleting rooms, threads, comments, notifications, and provides read‑only access to Storage and Yjs data structures.

Interact with put.io to list active transfers, add new ones via URL or magnet link, cancel transfers, and retrieve browser links for completed downloads using Model Context Protocol.

Wraps the Riza API to expose endpoints as individual tools for LLMs, enabling creation, execution, editing, and management of code tools within a secure isolated interpreter.

Provides access to VS Code and Cursor local history through the Model Context Protocol, enabling AI assistants to retrieve, search, and restore file snapshots for data recovery and enhanced context awareness.

Transforms natural language prompts into executable discrete-event and system dynamics simulation models, enabling LLMs to create, validate, and run simulations via a Model Context Protocol server.

Provides programmatic access for AI assistants to query and manage Prometheus Alertmanager resources, supporting authentication, multi‑tenant handling, and pagination to fit LLM context limits.

Provides AI‑enhanced analysis of NPM packages, delivering version history, dependency mapping, security vulnerability scanning, size metrics, and quality scores through the Model Context Protocol.

A TypeScript toolkit for building Model Context Protocol servers with built‑in authentication, multi‑tenancy, payment integration, monitoring, and UI components for ChatGPT apps.

Provides Claude access to Google Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts via an MCP server.

Enables AI agents to control the Tabby terminal through an MCP server, providing full command execution, tab and profile management, and SFTP file operations from AI assistants.

A powerful, extensible multi‑agent workflow engine built with Python and FastAPI, enabling dynamic tool invocation, visual workflow orchestration, real‑time monitoring, sandboxed code execution, and MCP integration.