Discover Awesome MCP Servers

Mochi MCP Server

Enables AI assistants to create and manage Mochi Cards flashcards, including card operations, deck management, templates, and spaced repetition reviews through the Mochi API.

@contextable/mcp

A persistent AI memory server that enables storage and retrieval of context and project artifacts across conversations. It features full-text search, version history, and automatic content chunking using local SQLite or hosted cloud storage.

Memory MCP Server

A lightweight MCP server that provides persistent key-value storage for AI agents using SQLite and Bun. It enables agents to store, retrieve, and manage memories with optional JSON metadata for long-term context retention.

Mem0 MCP Server

Provides long-term memory capabilities for MCP clients by wrapping the Mem0 API, enabling semantic search, storage, retrieval, and management of conversation memories across users and agents.

FigmaMind MCP Server

Extracts components from Figma designs and transforms them into standardized JSON format for easy consumption by AI models and tools for interface reconstruction.

Roam Research MCP Server

A server that enables AI assistants like Claude to interact with Roam Research graphs through a standardized interface, providing comprehensive tools for content creation, search, retrieval, and optional memory management.

GnuRadio

GnuRadio

Turbopuffer MCP Server

Enables interaction with the Turbopuffer vector database to manage namespaces and perform operations like data writing, querying, and schema updates. It supports DAuth-style authentication for secure, runtime credential management.

GroundDocs

A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.

Agent-MQ

agent-mq is a message queue that enables AI coding agents to communicate with each other across sessions and machines. Agents can send messages, delegate tasks, and coordinate work — all through MCP tools. Supports Claude Code, Cursor, Codex, OpenClaw, and any MCP-compatible tool. UUID-based authentication with per-user data isolation. Self-hostable with Docker.

AppCan Helper MCP Server

Enables users to search and access AppCan mobile development platform documentation with intelligent fuzzy search, caching, and content retrieval. Provides comprehensive access to AppCan's API documentation, development guides, and tutorials through natural language queries.

AMiner MCP Server

Enables academic paper search and analysis through the AMiner API. Supports keyword, author, and venue-based searches with advanced filtering and citation data for research assistance.

Bitbucket MCP Server

An MCP server that enables interaction with Bitbucket repositories through the Model Context Protocol, supporting both Bitbucket Cloud and Server with features for PR lifecycle management and code review.

TuringMind MCP Server

Enables Claude to authenticate with TuringMind cloud, upload code review results, fetch repository context and memory, and submit feedback on identified issues through type-safe tools.

MolMIM MCP Server

Enables molecular generation, optimization, and analysis through NVIDIA MolMIM API. Supports generating drug-like molecules with desired properties, extracting molecular embeddings, and exploring chemical space around seed molecules.

Craft MCP Server

A lightweight MCP server providing read access to craft.io workspaces and items like products and features. It enables users to query workspace details and retrieve specific items through the Model Context Protocol.

Yandex Metrika MCP

A Model Context Protocol (MCP) server that provides access to Yandex Metrika analytics data through various tools and functions. This server allows AI assistants and applications to retrieve comprehensive analytics data from Yandex Metrika accounts.

Conekta MCP Server

Enables interaction with the Conekta payment API to manage orders, customers, subscriptions, and financial transactions. It provides a comprehensive suite of tools for core payment operations like processing refunds, creating checkouts, and monitoring account balances.

Remote MCP Server Authless

A deployable MCP server on Cloudflare Workers that allows you to create and expose custom AI tools without requiring authentication.

Agentic Developer MCP

An MCP server that wraps OpenAI's Codex CLI to automate repository cloning and code analysis tasks. It enables users to execute complex coding requests on specific Git branches and subfolders using standardized MCP tools.

Tern MCP

An MCP server for Tern that enables the generation, verification, and management of webhook handlers across over 16 platforms and various frameworks. It provides tools to create verified endpoints, debug signature failures, and manage failed event replays via dead letter queues.

Metasploit MCP Server

Provides a bridge between large language models and the Metasploit Framework, enabling AI assistants to access and control penetration testing functionality through natural language.

Video to Text MCP Server

Enables downloading videos from platforms like YouTube and converting them to text using OpenAI Whisper and ffmpeg. It supports multiple output formats including TXT, JSON, SRT, and VTT for transcriptions.

ws-mcp

A self-hosted MCP server that fetches live documentation and performs code audits using real-time authoritative references to prevent AI hallucinations. It provides tools for searching documentation across 330+ libraries and scanning local source code for security, performance, and accessibility issues.

Swiftcode MCP Server

A Model Context Protocol server that automates code generation for web development, specializing in creating TypeScript API clients from Swagger/OpenAPI specs and Vue.js components for frontend development.

MCP Agent Memory

A production-ready MCP server that enables multiple AI agents to collaborate through a shared, concurrency-safe memory space. It supports advanced search, full CRUD operations, and automatic backups to facilitate asynchronous communication between agents.

Plausible Analytics MCP Server

Enables AI assistants to query website statistics from Plausible Analytics, providing access to metrics like real-time visitors, traffic trends, and page performance. It supports both Plausible Cloud and self-hosted instances through the Stats API v2.

Mintline MCP Server

Connects AI assistants to Mintline receipts and transactions via the Model Context Protocol. It enables users to search, filter, and manage financial records, including matching receipts with bank transactions through natural language.

MCP Cookie Server

A Model Context Protocol server that provides positive reinforcement for LLMs by awarding 'cookies' as treats through a jar-based economy system where Claude can earn cookies based on self-reflection about response quality.