AER-MCP
A MCP server for finding papers from the American Economic Association (AEA) using a large language model. It is still under development.
Directory
Search MCP Servers
MCP Server for Vertex AI Search
MCP Server for Vertex AI Search is a Model Context Protocol server that searches documents using Vertex AI grounding with Gemini. It integrates one or multiple…
FS-MCP: Universal File Reader & Intelligent Search MCP Server
FS-MCP: Universal File Reader & Intelligent Search MCP Server is a powerful MCP (Model Context Protocol) server that provides intelligent file reading and…
airflow-mcp-server: An MCP Server for controlling Airflow
An MCP (Model Context Protocol) server that controls Apache Airflow by interacting with Airflow’s REST APIs. It automatically parses the Airflow OpenAPI…
🪐 ✨ Jupyter MCP Server
Jupyter MCP Server is a Model Context Protocol (MCP) server that enables interaction with Jupyter notebooks running in a local JupyterLab instance. Designed…
Investment Alternative Data
Investment alternative data intelligence — institutional 13F convergence, congressional trading alpha, macro regime classification, and innovation momentum…
Google Custom Search MCP
# Google Custom Search MCP Server An async Python MCP (Model Context Protocol) server that provides access to Google Custom Search API using service account…
Pure Data MCP Server
A Model Context Protocol (MCP) server for Pure Data, an open-source visual programming language and patchable environment for real-time computer music.
Traylinx Search Engine MCP Server
# Traylinx Search Engine MCP Server [](https://smithery.ai/server/traylin…
Data Dictionary MCP
A Model Context Protocol (MCP) server that coordinates AI agents to transform database tables into Wikipedia-style data dictionaries.
Code-Index-MCP
A local-first code indexer that enhances LLMs with deep code understanding. It integrates with AI assistants via the Model Context Protocol (MCP) and supports…
MCP Servers
Open Source MCP Servers for Scientific Research
Osmosis Agent Toolkit
Provides a bridge to the Osmosis blockchain protocol for executing decentralized finance operations like token swaps, balance queries, and account management
German public procurement data (OCDS) — semantic search, tender matching, company profiles
MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM Studio
DeepSeek
Integrates DeepSeek's language models, enabling AI-powered chat completions with customizable parameters for tasks like writing assistance and code generation.
Gemini 2.5 Pro
Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and…
Apple Notes Mcp
# apple-notes-mcp MCP server for Apple Notes with semantic search and CRUD operations. Claude searches, reads, creates, updates, and manages your Apple Notes…
arXiv MCP Server
An MCP server that enables interacting with the arXiv API using natural language
Fw Context Mcp
MCP server for embedded C/C++ firmware — gives AI assistants (Claude Code, Cursor, OpenCode, etc.) real understanding of your codebase. Parses your actual…
AWS MCP Servers
This AWS Labs Model Context Protocol (MCP) server for CloudTrail enables your AI agents to query AWS account activity for security investigations, compliance…
mcp-server-firecrawl
A Model Context Protocol (MCP) server implementation that integrates with FireCrawl for advanced web scraping capabilities.
Firecrawl
A Model Context Protocol (MCP) server implementation that integrates with Firecrawl for web scraping capabilities.
12306 Mcp
This is a 12306 ticket search server based on the Model Context Protocol (MCP).
MCP Omnisearch
🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi, Exa), AI tools (Kagi FastGPT, Exa, Linkup)…