Top MCP Servers

Provides programmatic access to Amazon Advertising resources—including Sponsored Products, Brands, and Display campaigns, ad groups, keywords, product ads, targeting, and performance reports—through a Model Context Protocol server, enabling plain‑English queries and integration with Claude or other MCP‑compatible clients.

Enables MCP clients to create and join virtual rooms, facilitating coordinated interactions among multiple agents with optional transcript storage.

Provides a universal interface allowing AI agents to retrieve metadata and execute SQL operations on AnalyticDB for MySQL databases.

Provides a Model Context Protocol server that exposes LINE Bot conversations through FastAPI endpoints, enabling language models to read and analyze chat messages.

Provides current weather conditions, forecasts, historical data, alerts, air quality, astronomy information, location search, timezone data, and sports events via an MCP server built with FastAPI.

Provides a streamable HTTP Model Context Protocol server for interacting with Bitcoin via the Maestro API, enabling exploration of blocks, transactions, addresses, and additional blockchain data.

Enables AI‑driven conversational management of Terraform Cloud resources, allowing creation, modification, and monitoring of workspaces, runs, plans, state versions, variables, and more through natural language interactions.

Provides LLM-accessible operations for Stellar Classic and Soroban smart contracts, including account management, payments, asset handling, and transaction queries.

Provides AI models and agents with structured, multi‑chain blockchain context via a JSON‑RPC stdio interface, eliminating the need for custom node RPC handling or chain‑specific data parsing.

Enables AI assistants to interact with Paper's trading API, fetching real‑time quotes, placing simulated orders, and inspecting portfolio positions and P&L.

Provides remote MCP servers with OAuth 2.1 authentication and authorization for workshop applications.

Provides a comprehensive toolkit for blockchain data analysis, secure wallet operations, decentralized file handling, and natural‑language‑driven blockchain interactions through modular services such as Insight, Engine, EngineCloud, Storage, and Nebula.

Provides programmatic access to the official United States Congress API, enabling queries for bills, amendments, members, committees, hearings, votes, and related legislative data.

Provides Claude and other MCP-compatible clients with direct access to Audiense Insights, extracting demographic, cultural, influencer, and content engagement data for marketing analysis.

Provides a standardized interface for large language models to evaluate their responses using the Atla API.

Verify that any MCP server is running the intended and untampered code via hardware attestation.

Enables AI‑driven, narrative‑focused management of personal aspirations, turning each goal into a dynamic story that motivates and guides users toward completion.

Provides a simplified interface to the Smartlead API, enabling AI assistants and automation platforms to manage email campaigns, leads, analytics, and download tracking without requiring a license key.

Provides tools for AI agents to mint and manage ERC‑20 tokens across multiple EVM‑compatible blockchains, supporting deployment, transfer, balance queries and transaction inspection.

Provides typed tools for AI agents to read, write, and manage Google Sheets and Drive resources through a Model Context Protocol server.

Provides Model Context Protocol endpoints that enable AI assistants to query and analyze distributed tracing data stored in Grafana Tempo, supporting both stdin/stdout communication and an HTTP SSE interface.

Provides a searchable, continuously updated database of MCP servers, allowing AI assistants to discover and provision the appropriate tools via natural‑language queries.

Provides tools to query flight schedules, weather forecasts, real-time aircraft locations, and flight comfort metrics for Variflight services.

Provides AI‑driven venture‑capitalist personas that analyse pitches, conduct diligence simulations, and negotiate term‑sheet scenarios, continuously enriched with real‑time market data from Octagon Private Markets.

Enables AI assistants to interact with testing and monitoring tools via natural‑language queries, offering access to error monitoring, test management, API documentation, contract testing, and code review capabilities.

Extracts YouTube video metadata and transcripts via an MCP server, offering tool-based access, detailed logging, and robust error handling.

Provides an API to store and retrieve text passages based on semantic similarity, leveraging Ollama for embeddings and ChromaDB for vector storage and similarity search.

Enables AI models to access Typesense search capabilities through the Model Context Protocol, allowing discovery, querying, and analysis of collection data.

Interact with Hyperbolic's GPU cloud, allowing agents and LLMs to view and rent GPUs, SSH into them, and run GPU‑powered workloads.

Provides a Model Context Protocol server that enables AI clients to read and modify LaunchDarkly feature flags and AI Configs directly from their workflows.

Provides a Model Context Protocol interface that lets LLM applications create, list, query, and manage Nile databases, credentials, tenants, and SQL execution through a type‑safe TypeScript server.

Provides automated cost‑analysis and optimization recommendations for AWS accounts by integrating Cost Explorer, Cost Optimization Hub, Compute Optimizer, Trusted Advisor, and Performance Insights, and exposing the functionality through a Model Context Protocol (MCP) server.