Discover Awesome MCP Servers

infra-advisor-mcp

Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

fe4-oracle-readonly

A Cursor plugin MCP server that enables read-only SQL queries to an FE4 Oracle database, enforcing SELECT-only access and credential pinning.

App Inventor MCP

Enables AI agents to build and edit MIT App Inventor projects as .aia files, supporting screens, components, properties, blocks, assets, and project merging.

Obsidian AI Brain

A local-first RAG, MCP, REST, and CLI bridge for Obsidian vaults that enables AI agents to retrieve cited knowledge from notes without uploading the vault.

grounded-support-agent

An MCP server that acts as a governed customer-support tool, resolving questions only when the knowledge base supports a cited, grounded answer and honestly escalating everything else with provenance and evidence.

shopify-mcp

Enables management of Shopify store via GraphQL, including products, orders, inventory, and discounts with security features like preview mode and write protection.

llm-vision-mcp

Provides vision capabilities to text-only LLMs by analyzing image files via Qwen-VL and returning textual descriptions, with support for OCR, UI analysis, diagram/chart understanding, and code extraction through MCP stdio.

tauri-plugin-mcp

Enables AI assistants to automate and test Tauri desktop applications through the Model Context Protocol. It provides tools for app management, UI interaction, and state inspection across multiple platforms without requiring CDP dependencies.

Weather MCP Server

Enables weather queries using Baidu Maps API, providing real-time weather conditions, 5-day forecasts, hourly predictions, lifestyle indices, and weather alerts. Supports queries by administrative district codes or coordinates with multiple coordinate systems.

Scribo MCP Server

Enables AI agents to create and manage e-invoices through natural language, supporting EU compliance formats like ZUGFeRD and XRechnung, as well as US plain PDF invoices.

Mind Map MCP Server

An experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory, context-aware caching, and cross-language API detection.

remote-mcp

An MCP server that lets you execute commands, manage files, run persistent shell sessions, transfer large files, and control background processes on remote machines via a lightweight HTTP agent, useful when SSH/WinRM/SMB are unavailable.

Harbor MCP Server

Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.

Google Spanner MCP Server by CData

This read-only MCP Server allows you to connect to Google Spanner data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Jina AI Remote MCP Server

This MCP server provides access to Jina Reader, Embeddings, and Reranker APIs, enabling URL-to-markdown extraction, web and image search, and embeddings/reranking tools.

mcp-google-workspace-agent

This MCP server enables natural language management of Google Calendar and Google Sheets, exposing tools for scheduling, updating, searching events, managing spreadsheets, and more. It uses an LLM to automatically select and chain tool calls based on user requests.

Islamic Calendar MCP

MCP server providing JAKIM Hijri calendar data and tools for lunar months and Islamic events in Malaysia.

Craft MCP Server

A lightweight MCP server providing read access to craft.io workspaces and items like products and features. It enables users to query workspace details and retrieve specific items through the Model Context Protocol.

Conekta MCP Server

Enables interaction with the Conekta payment API to manage orders, customers, subscriptions, and financial transactions. It provides a comprehensive suite of tools for core payment operations like processing refunds, creating checkouts, and monitoring account balances.

LinkedIn Ads MCP Server

Create and manage LinkedIn ad campaigns as drafts via natural language, supporting campaign groups, targeting, creatives, and audience uploads through MCP tools.

lastfm-mcp

An MCP server for the Last.fm API, exposing artist, album, track, chart, and user data as read-only tools. Supports optional writes, auth, and experimental methods over stdio or HTTP.

Apache Cassandra MCP Server by CData

Apache Cassandra MCP Server by CData

fibo-mcp

Provides financial agents access to the Financial Industry Business Ontology (FIBO) for querying financial concepts, terms, and relationships through natural language.

PythonAnywhere MCP Server

Enables AI tools to manage files, web apps, and scheduled tasks on PythonAnywhere through the Model Context Protocol.

Contentful Universal MCP Server

Provides a standardized interface for interacting with Contentful's tools and services through a unified API. Enables content management and site configuration via natural language.

ligo-mcp

A gravitational-wave detection pipeline combining lightweight signal-processing with an LLM triage layer, featuring a pre-registered evaluation harness that measures performance against synthetic injections in real detector noise.

local-graphrag-mcp

A Model Context Protocol server implementing Graph RAG with local, embedded Knowledge Graph using FAISS for vector search and NetworkX for graph traversal, enabling hybrid retrieval through anchor discovery and relationship expansion.

PubMed MCP Server

Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.

quartus-Lmcp-server

Enables automation of Intel/Altera Quartus FPGA design flow including project management, compilation, simulation, timing analysis, and programming via Claude Code.

Portal da Transparência CNEP MCP

MCP server for consulting the Brazilian government's National Registry of Punished Companies (CNEP) from the Transparency Portal. Enables natural language queries about company penalties.