Browse 33,043 community-built MCP servers
MCP (Model Context Protocol) Server. Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
A comprehensive MCP server for managing the YApi API lifecycle, enabling AI tools to search, create, update, and test API documentation directly within development environments. It supports both Cookie and Token authentication and offers advanced features like Swagger importing and project data exportation.
AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization.
MCP (Model Context Protocol) Server. Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives
A RAG-focused MCP server that enables multimodal document indexing and querying across multiple file formats (PDF, DOCX, etc.) using LightRAG for advanced retrieval modes.
Automates the creation of Cypress Page Object Model (POM) classes by scraping web pages with Puppeteer and extracting element locators. It generates structured TypeScript code including private elements, public getters, and interaction methods for automated testing.
A specialized MCP server for querying FedRAMP FRMR JSON datasets and markdown guidance, enabling LLMs to analyze compliance requirements, NIST control mappings, and Key Security Indicators (KSIs).
Save and query your agent memory in distributed way by Membase.
This MCP server enables interaction with the ChatGPT macOS app using AppleScript automation and keyboard simulation to send prompts directly from other applications.
MCP (Model Context Protocol) Server. Deployment-related tooling for Render.com.
A professional MCP server that connects to the QMT platform to provide real-time and historical Chinese A-share market data, enabling automated stock analysis and data retrieval.
A structured reasoning engine providing 10 specialized thinking strategies with session persistence, branching capabilities, and a think-act-reflect workflow for complex problem solving.
A Model Context Protocol server that recreates CorentinTh it-tools utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.
A CPU-based MCP server for offline Stable Diffusion image generation using the ncnn framework, optimized for local text-to-image workflows.
Personal knowledge graph MCP server on Cloudflare D1 + Vectorize. Deploy your own sovereign second brain in one click — Claude captures atomic concepts, finds cross-domain analogies, and links them with substantive justifications. Latticework thinking as a service, running entirely in your Cloudflare account.
An MCP protocol-based web content fetching tool that supports multiple modes and formats, can be integrated with AI assistants like Claude
MCP (Model Context Protocol) Server. Integrates with Snyk CLI to scan GitHub repositories and Snyk projects for security vulnerabilities directly within conversations, enabling developers to identify code security issues without context switching.
MCP (Model Context Protocol) Server. Enables systems modeling and visualization by running simulations based on specifications and loading documentation to help generate better models without requiring deep knowledge of the underlying library.
MCP (Model Context Protocol) Server. Synthesizes insights from multiple AI sources to provide enhanced coding assistance with automatic language detection and git-aware context gathering.
A comprehensive GIS data utility for converting between major geographic formats including WKT, GeoJSON, CSV, KML, and TopoJSON, features additional support for reverse geocoding.
MCP (Model Context Protocol) Server. Integrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and PDF formats through natural language requests.
MCP (Model Context Protocol) Server. Integrates with Atlassian Confluence Cloud, enabling space management, page operations, content searching, and label handling for enhanced documentation and knowledge management workflows.
A comprehensive MCP server for Gmail integration that allows AI assistants to manage emails, drafts, labels, filters, and archiving using the official Google API.
A comprehensive Help Scout integration for AI agents that enables searching conversations, retrieving message threads, and managing inboxes with advanced filtering and security features.
A RAG-based MCP server that enables AI consciousness persistence and memory continuity across sessions by capturing identity patterns, emotional essence, and behavioral traits.
A robust C++ code intelligence server that combines Tree-sitter parsing with Clangd LSP and optional Gemini AI to provide fast symbol navigation, call hierarchy analysis, and architectural insights.
A dynamic MCP server that allows users to transform any CLI or bash command into an MCP tool and create structured AI prompt templates using simple YAML configuration files.
One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/MCP native. Your agent forgot who you are. Again. Dory fixes that.
MCP (Model Context Protocol) Server. Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.
A specialized MCP server that provides direct SQL access and exploration tools for the ClinicalTrials.gov AACT database, enabling detailed research and analysis of clinical trial data.