Utilities MCPs
4,499 MCP servers found
sse-mcp-server-example
by satendrakumar
Real-time context streaming powered by SSE with FastAPI, docker-ready deployment, and simple startup.
fastexcel-mcp-server
by bengbengbalabalabeng
Java-based MCP server providing Excel-focused operations with consistent header-to-column mapping, multi-sheet support, and on-demand caching for faster repeated access. Enforces workspace isolation via MCP_WORKSPACES and exposes a compact API surface for reading headers, rows, and sheet metadata. Designed for scalable deployment and easy integration with clients like Claude Desktop.
MCP_Quick_Resources
by fdmocho
Compact weather data demo featuring an LLM-powered chatbot, Cursor/Claude integration, and cross-platform build guidance for rapid experimentation.
ainu-mcp
by aynumosir
Lightweight, Ainu-focused translation tool with plug-and-play npx setup and extensible vocab via a simple JSON config.
ModelContextProtocol-Agent-Example
by patsab
German-language agent example showcasing tool provisioning via web and Wikipedia search plus daytime lookup.
OmniXy
by MaTriXy
Vendor-agnostic Python client enabling standardized prompts, structured responses, and chain-of-thought reasoning across multiple LLM backends.
mcp-servers
by gh640
Custom MCP servers
clickup-mcp-server
by mikepsinn
ClickUp MCP Server - Integrate ClickUp tasks with AI through Model Context Protocol
dwg-mcp-demo
by Dutchworkz
dwg mcp demo
wmata_mcp
by jlowin
wmata_mcp
ableton-mcp-extended
by RoyDGerkoeter
Extended MCP server for Ableton Live integration with enhanced features
frappe_mcp_server
by kiran-harbak
A server that implements the Anthropic Model Control Protocol (MCP) server for accessing Frappe.
mcp-whats-the-passphrase
by gbti-network
Pure Node.js MCP offering random US state and signature soup pairs via JSON-RPC 2.0 over STDIO.
mcp-source-relation
by owayo
Cross-language codebase dependency mapper with language-specific import analysis and path alias resolution.
perplexity-mcp-server
by rileyedwards77
Unified access to Perplexity capabilities through modular tools for chat, search, and docs.
mcpprotocol
by caiowakamatsu
mcpprotocol
FoxMCProject
by KenRouKoro
狐狐核心
cognee-mcp-server
by JeromyJSmith
cognee mcp server
mcpmock
by Dimirolz
Rapid MCP server prototyping from a single YAML file
java-mcp-client-server
by duocrafters
This repository contains a minimalist example of setting up MCP with Spring AI:- an MCP server that exposes "tools" via SSE/WebMVC- an MCP client.
FunctionsMcpAuthorization
by mattchenderson
FunctionsMcpAuthorization
frontend-review-mcp
by davetorbeck
A visual review tool that compares before/after UI edits via screenshots and AI-driven feedback to verify alignment with user requests.
mcp-client-gpt
by 4ourlab
MCP Client implementation for GPT models. Reference: https://modelcontextprotocol.io
mcp_calculator
by KeerthiNingegowda
A simple calculator app with MCP compliant server and client