Discover Awesome MCP Servers

MIND MCP Server

Enables AI agents to persist and retrieve memories via a personal knowledge graph, with tools for emotional intelligence, CRM, life management, social features, self-training, and autonomous insights.

Flappy MCP Server

Enables running avian flight dynamics simulations through the Flappy simulator. Provides typed configuration models and deterministic fallback calculations for bird flight analysis.

MCP Multi-API Server

A bridge allowing AI/LLMs to seamlessly interact with external APIs for weather, finance, and news services through a standardized MCP-compliant interface.

peer-agents-mcp

Enables AI coding tools to call Grok and Antigravity CLIs as peer reviewers for code review, planning, debugging, and collaborative sessions.

OurFamilyWizard MCP

A Model Context Protocol server that connects Claude to OurFamilyWizard, giving you natural-language access to your co-parenting messages, calendar, expenses, and journal.

rope-mcp-server

Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming symbols, moving modules, and extracting methods.

Zen MCP

An orchestration server that enables AI agents to collaborate across multiple AI models for advanced code analysis, debugging, and development workflows. It maintains context persistence across sessions, allowing agents like Claude to delegate subtasks to other models like Gemini or O3 seamlessly.

pinescript-mcp

Provides comprehensive Pine Script v6 documentation and tools to help AI assistants look up functions, validate syntax, and generate accurate code. It enables linting, version conversion from v5 to v6, and deep conceptual analysis to prevent code hallucinations.

Decision State MCP

A small MCP server that stores and retrieves compact decision-relevant state (goals, constraints, facts, decisions) outside the chat context, enabling easy retrieval for Claude Code or Codex.

Yandex Wordstat MCP

MCP server for querying Yandex Wordstat via Yandex Cloud Search API. Enables checking phrase frequency, similar queries, regional demand, and seasonality trends.

Drive-Time Plotter MCP

Analyzes traffic patterns throughout the day using Google Maps API and provides visual insights and recommendations for optimal commute times.

mcp-adf

Enables interaction with Azure Data Factory instances, allowing users to list, read, create, update, and trigger pipelines, datasets, linked services, and runs through natural language.

atlas-mcp

Connect AI coding agents to Atlas knowledge hub for context retrieval and work capture.

Zoom API MCP Server

A comprehensive Model Context Protocol server that enables interaction with the full suite of Zoom API endpoints, providing structured tools with proper validation and OAuth 2.0 authentication for managing meetings, users, webinars, and other Zoom resources.

io.github.MRNAQA/sourceweave-web-search

Enables MCP clients to conduct search-first web research through source discovery, page retrieval by ID, and direct URL reading.

Atla MCP Server

An MCP server implementation providing a standardized interface for LLMs to interact with the Atla API.

triage-desk-mcp

Provides policy-grounded triage of Trust & Safety reports via MCP, with tools for triage, policy search, and operational telemetry.

scholar-search-mcp

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

clude-mcp

A self-hosted MCP server that gives AI agents persistent, searchable memory with importance scoring, knowledge graphs, and autonomous memory consolidation.

mp-oneclick-publisher

Converts Markdown documents into formatted WeChat Official Account draft articles with automatic image generation and styling.

Rytnow MCP Server

Enables AI assistants to interact with Rytnow project management platform, supporting task management, time tracking, plan creation, and team collaboration through natural language commands.

mcp-gdx-image-webify

An MCP server for converting images to WebP or AVIF formats using the sharp library.

Tasks.md MCP Server

Enables AI-native task management using plain markdown files to create, update, query, and organize Epics, Stories, Tasks, and Milestones without requiring a database.

MCP Docker Hub Server

Enables interaction with Docker Hub through Claude to search images, get image details, list tags, analyze layers, and manage manifests. Provides secure credential storage with encrypted Docker Hub Personal Access Tokens in a MySQL database.

Japan Subsidy Search MCP

Real-time search of Japanese government subsidies and grants (official jGrants data): deadlines, amounts, eligibility, filterable by prefecture.

mcp-medprice-ai

A hosted MCP server exposing US hospital chargemaster cost data to AI assistants.

formfill-mcp

FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.

xurprise MCP

Provides a multilingual, region-aware brand catalogue and click-through URL generation for MCP-compatible agents, enabling commerce recommendations with attribution tracking.

write-like-me-mcp

Enables Claude to write in your personal style by learning from your local documents. It provides statistical style context for natural language rewriting, all without any data leaving your machine.