Latest MCP Servers

Wrap existing stdio‑based MCP servers to run as AWS Lambda functions, exposing them via HTTPS, API Gateway, Bedrock AgentCore, Lambda function URLs or the Lambda Invoke API.

Provides voice interaction tools for AI agents via the Model Context Protocol, exposing start, listen, speak, and stop capabilities.

Enables AI agents to interact with any blockchain via natural language, providing swaps, bridges, gas estimation, staking, lending, and autonomous crypto payments across Ethereum, Arbitrum, Base, Polygon, BSC, Solana and many testnets.

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

Manage Model Context Protocol (MCP) servers across multiple AI agents through a modern cross‑platform desktop interface, enabling discovery, one‑click installation, configuration, and lifecycle management without manual file edits.

Securely query Google NotebookLM from Claude or other AI agents with enterprise‑grade security, post‑quantum encryption, and integrated Gemini Deep Research capabilities.

Provides intelligent, searchable access to the HoloViz ecosystem, enabling AI assistants and developers to generate, preview, and share interactive Panel visualizations through a Model Context Protocol server.

Enables AI assistants to control Home Assistant devices, query states, execute services, and manage automations using natural language.

Render and preview Mermaid diagrams with live‑reload, multiple export formats, theme support, and an integrated Claude skill for expert diagram guidance.

Run controlled experiments that compare an MCP server‑enabled LLM against a baseline LLM on real software‑engineering tasks such as bug‑fixing, exploit generation, and tool‑selection, producing quantitative performance metrics.

Search and retrieve over 200,000 icons from more than 150 collections, usable via a command‑line interface or as an MCP server for AI coding assistants.

Provides real-time and historical stock market data through MCP endpoints for LLMs and agentic workflows, enabling seamless access to comprehensive financial information.

A CLI‑first knowledge layer that gives AI persistent memory of project context, enabling tasks, linked documentation, and built‑in time tracking while keeping everything version‑controlled in a local .knowns folder.

Provides hot‑reloadable prompt templates with chainable steps, quality gates, and structured reasoning frameworks for Claude and compatible MCP clients.

Enables generation of PlantUML diagrams through a Model Context Protocol (MCP) server, returning embeddable SVG/PNG URLs and optional local file saving.

Automatically format Markdown articles and publish them to WeChat public accounts, supporting theme selection, image upload, and AI integration.

Generate images from text prompts using the Z‑Image‑Turbo model via a command‑line interface, a modern web UI, or an MCP server, with automatic GPU acceleration for NVIDIA CUDA, Apple Silicon MPS, and AMD ROCm.

Command-line interface that enables querying, creating, synchronizing, and managing Tana workspaces, supporting full‑text and semantic search, batch operations, and an MCP server for AI tool integration.

Enables AI assistants to work with documents that exceed their context window by storing content externally, providing search, code execution, evidence tracking, and recursive sub‑agents via an MCP server.

Provides a knowledge‑graph memory server backed by DuckDB, enabling fast, scalable storage, fuzzy search, and relational queries over entities, observations, and relations.

Provides a secure, unified endpoint for routing all MCP traffic, enforcing RBAC, policies, and full observability while supporting deployment on Docker, Kubernetes, Bun, or Node.

Provides persistent memory, semantic code search, and graph‑based analysis for AI tools through an MCP server.

Provides intelligent semantic code search for AI assistants by indexing codebases with local AI model embeddings and exposing searchable context through the Model Context Protocol.

Automates X/Twitter tasks such as profile scraping, follower management, tweet searching, liking, retweeting, posting, and multi‑account actions through a CLI, browser console scripts, Node.js API, and an MCP server for AI agents, all without requiring Twitter API keys or fees.

Provides fast, local‑first code indexing and search across dozens of programming languages, enabling LLMs and developers to retrieve symbols, definitions, and code snippets with sub‑100 ms latency.

Enables AI assistants to query PortOne's developer and help center documentation, retrieve channel lists, add test channels, view sub‑store information, and obtain payment histories through the Model Context Protocol.

Provides an extensible platform for AI‑augmented document ingestion, hybrid (vector + full‑text + graph) retrieval, automatic knowledge‑graph construction, and conversational query answering, with front‑ends in React, Angular, and Vue and a FastAPI‑based backend.

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.

Unifies ACK cluster management, native Kubernetes operations, observability, security audit and diagnostic capabilities into a single AI‑native toolset, allowing natural‑language interaction with AI assistants to perform complex container‑oriented AIOps tasks.

Provides comprehensive web performance, accessibility, SEO, and security audits using Google Lighthouse, enabling AI agents to evaluate and improve websites.

Provides a set of AI‑friendly tools for creating, reading, updating and deleting Backlog resources such as projects, issues, wiki pages, Git repositories and notifications, with optional response optimization and token limiting.

Orchestrates a network of asynchronous agents and streaming swarms to conduct ensemble‑consensus research, automatically creating indexed PGlite databases in WebAssembly and providing semantic, hybrid, and SQL search capabilities.