MCP servers
65 servers that let your AI assistant read data and take actions in the tools you use.
adaptive_mcp_server
quanticsoul4772
The Adaptive MCP Server is an AI reasoning system that combines multiple strategies for solving complex questions. It features real-time research integration, comprehensive validation, and supports various reasoning approaches, providing accurate and intelligent solutions with high confidence scores.
vault-python-mcp-server
kumartheashwani
The vault-python-mcp-server is an MCP-compliant calculator server offering basic arithmetic operations via a REST API. It supports multiple communication modes, JSON schema validation, and error handling, making it suitable for production and local tool integrations, particularly in Smithery environments.
Mini-Blockchain
FaustoS88
A simple blockchain implementation in Rust featuring SHA-256 hashing, CLI interface, and MCP server integration. Demonstrates core blockchain concepts through block creation and chain validation while exposing blockchain functionalities over a network.
mcp-wcag-server
iamfiscus
The mcp-wcag-server is an MCP server that offers WCAG accessibility guidelines, tools, and resources for web developers. Key features include compliance checks, color contrast analysis, ARIA validation, and accessible component examples, enhancing web accessibility and ensuring adherence to standards.
playwright_mcp
stoneskin
This project demonstrates the integration of Playwright with MCP (Micro Code Protocol) to automate web interactions and validations. It provides a step-by-step guide to set up Playwright, configure MCP for automation tasks, and test the setup with a sample use case.
mcp-file-navigator
Priyonuj
A secure Model Context Protocol (MCP) server for file system operations. Enables AI assistants like Claude and Cursor to access, read, write, and manage files on your system with robust path validation and dynamic storage location management.
mcp-tool-fixjson-rpc2.0
triepod-ai
MCP tool to fix JSON-RPC 2.0 validation errors by adding message filtering
mcp
arcjet
Arcjet Model Context Protocol (MCP) server. Help your AI agents implement bot detection, rate limiting, email validation, attack protection, data redaction.
ostruct
yaniv-golan
CLI for generating structured JSON from diverse text inputs using OpenAI models. Leverages dynamic templates (powered by Jinja2), schema validation, integrated tools (Code Interpreter, File Search, MCP), and enables web search capabilities.
plumed2-mcp-server
PhelanShao
PLUMED2 Smart Input Generator - An MCP-based assistant for molecular dynamics enhanced sampling configurations that automatically generates optimized PLUMED input files, supporting metadynamics, umbrella sampling, and other enhanced sampling methods with built-in syntax validation and performance optimization.
mcp_command_server
copyleftdev
MCP Command Server provides a secure, containerized interface for remote command execution with built-in pattern-based security validation, comprehensive API documentation, and enterprise-ready deployment configurations.
mcp-boilerplate
virajbhartiya
A TypeScript template for building your own MCP server with validation and extensibility.
MLCBakery
jettyio
Provides a bridge between AI assistants and machine learning datasets, enabling search, validation, and retrieval of ML Croissant metadata from the MLCBakery system without switching contexts.
Key-Value Extractor
kunihiros
Extracts structured key-value pairs from unstructured text using a multi-step pipeline that performs language detection, entity recognition, and type validation for applications requiring information extraction from messy sources like emails or receipts.
Vizro
mckinsey
Enables creation and validation of data visualization dashboards through natural language by generating chart code, validating configurations, and producing interactive Vizro visualizations with PyCafe preview links.
freedmcpcamp
gabeosx
Model Context Protocol (MCP) server for Freedcamp task management. Create, update, and list tasks in Freedcamp projects via a local MCP server. Includes robust validation, environment variable support, and easy integration with IDEs like Cursor and Roo.
CodingManagerMCP
Kamilbenkirane
An AI-powered Manager Agent that integrates with Cursor IDE via MCP to provide intelligent project oversight, context-aware code validation, and development guidance. Enhances developer workflow by maintaining project integrity and ensuring code aligns with architectural standards and goals.
Hybrid-DM-MCP-App
shettysaish20
A multi-MCP Agent App that has strategic prompts and input and output validations (heuristics) to make controlled, effective LLM generation,
devin-mcp-uuid-sample
TakahashiIkki
TypeScript sample for UUID generation and validation with MCP server.
cotlib
NERVsystems
cotlib is a secure, high-performance Go library for parsing, validating, and generating Cursor-on-Target (CoT) XML messages. It features a comprehensive, embedded type catalog with metadata, robust validation logic, and LLM/AI-friendly search APIs. Designed for reliability, composability, and security.
Filesystem
rawr-ai
Provides secure, permission-controlled access to local filesystems with granular controls for reading, writing, moving, and searching files while enforcing path validation and directory restrictions.