
Firecrawl MCP Server
mendableai/firecrawl-mcp-server
A Model Context Protocol (MCP) server that brings Firecrawl to MCP-compatible AI agents — search, scrape, and interact with the live web for clean, agent-ready context.
Research & Data · Developer Tools

YuChenSSR/symbolica-mcp
A scientific computing Model Context Protocol (MCP) server allows AI, such as Claude, to perform symbolic computing, conduct calculations, analyze data, and generate visualizations. This is particularly useful for scientific and engineering applications, including quantum computing, all within a containerized environment.
docker run -i --rm -v /tmp:/app/shared ychen94/computing-mcp:latest{
"mcpServers": {
"computing-mcp": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-v",
"/tmp:/app/shared",
"ychen94/computing-mcp:latest"
]
}
}
}Run scientific computing operations with NumPy, SciPy, SymPy, Pandas
Perform symbolic mathematics and solve differential equations
Support for linear algebra operations and matrix manipulations
Quantum computing analysis
Create data visualizations with Matplotlib and Seaborn
Perform machine learning operations with scikit-learn
Execute tensor operations and complex matrix calculations
Analyze data sets with statistical tools
Cross-platform support (automatically detects Windows, macOS, and Linux), especially for users with Mac M series chips
Works on both Intel/AMD (x86_64) and ARM processors
Details on this page are taken from the project's README. Open README

mendableai/firecrawl-mcp-server
A Model Context Protocol (MCP) server that brings Firecrawl to MCP-compatible AI agents — search, scrape, and interact with the live web for clean, agent-ready context.

exa-labs/exa-mcp-server
Connect AI agents to Exa for web search, content fetching, and multi-step research.

blazickjp/arxiv-mcp-server
A local MCP server for agent literature work. The differentiator is original-LaTeX section reads, BibTeX from arXiv metadata, and topic watches. Papers stay on disk.

lakehq/sail
Sail is a drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads on a distributed, multimodal compute engine.
janwilmake/openapi-mcp-server
A Model Context Protocol (MCP) server for Claude/Cursor that enables searching and exploring OpenAPI specifications through oapis.org.

haris-musa/excel-mcp-server
A Model Context Protocol server that lets AI assistants create, read and edit Excel workbooks. It needs no Microsoft Excel installation.