
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

mkearl/dependency-mcp
A Model Context Protocol (MCP) server that analyzes codebases to generate dependency graphs and architectural insights. This server helps understand code structure, dependencies, and architectural patterns across multiple programming languages.
See repository
Setup steps are in the repository README.
Multi-Language Support: Analyzes dependencies in TypeScript, JavaScript, C#, Python, and more
Dependency Graph Generation: Creates detailed dependency graphs in JSON or DOT format
Architectural Analysis: Infers architectural layers and validates against rules
File Metadata: Extracts imports, exports, and other metadata from source files
Scoring System: Evaluates codebase against architectural rules and patterns
analyze_dependencies
Analyzes dependencies in a codebase and generates a dependency graph.
get_dependency_graph
Gets the dependency graph for a codebase in JSON or DOT format.
get_file_metadata
Gets detailed metadata about a specific file.
get_architectural_score
Scores the codebase against architectural rules and patterns.
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.