Discover Awesome MCP Servers

Memphora

Adds persistent memory to AI assistants by connecting to the Memphora cloud platform, allowing them to store and recall facts across conversations. It enables tools for searching memories, extracting insights, and maintaining long-term user context and preferences.

Codelens-MCP

An MCP server that gives Claude Desktop complete intelligence about any public GitHub repository. Research libraries, compare packages, audit dependencies, and explore codebases through natural conversation.

PocketBase MCP Server

A comprehensive MCP server for managing PocketBase database schemas and migrations via REST API. It enables users to generate and execute migrations for creating, modifying, and deleting collections and fields directly through MCP-compatible clients.

Math MCP Server

Enables basic arithmetic operations (addition, subtraction, multiplication, division) with 64-bit precision and matrix multiplication capabilities. Provides mathematical computation tools for AI assistants through the Model Context Protocol.

Open Targets Platform MCP

Enables AI assistants to interact with the Open Targets Platform API to search and retrieve comprehensive data about target-disease associations, drugs, genes, and drug discovery information through GraphQL queries.

oraclaw-mcp-server

17 decision intelligence algorithms as MCP tools for AI agents. Bandits (UCB1, Thompson), LP/MIP solver (HiGHS), Monte Carlo simulation, Bayesian inference, graph analytics (PageRank, Louvain), genetic algorithms, CMA-ES, anomaly detection, time series forecasting, and more. All under 25ms, deterministic, zero LLM cost.

Social Intel MCP

Instagram influencer discovery for AI agents. One tool (search_leads) with filters for category, country, city, keyword, gender, follower range; returns username, bio, public business email (where available), verified/business flags. Pay-per-call in USDC on Base or Solana via x402 — no API keys. Free demo mode returns 3 preview results. Live at https://socialintel.dev/mcp.

schema-gen-mcp

Generate Schema.org JSON-LD markup for 12 types including Person, Product, and FAQ.

Indian Movies MCP Agent

Provides Indian movie recommendations within Claude Desktop, allowing users to filter by genre, language, rating, and year, search for specific films, or discover random recommendations from Bollywood and regional cinema.

AgentMCP: Multi-Agent Collaboration Platform

具有模型上下文协议 (MCP) 功能的用于多智能体协作的 MCPAgent

HuggingMCP

A Model Context Protocol server that allows Claude and other MCP-compatible AI assistants to interact with the Hugging Face ecosystem, enabling repository management, file operations, search, and collections management through natural language.

local-stdio-mcp

A minimal and extensible local MCP server that provides core utilities like ping and echo alongside a file search tool integrated with the Everything CLI. It enables fast local file searching and service testing through a standardized stdio transport layer.

roc-mcp-server

Creator commerce intelligence for TikTok Shop brands. GMV benchmarks, ROC calculations, ideal creator profiles, content formats, and commission guidance powered by $30M+ in real transaction data.

mcptix

一个工单追踪系统，通过模型上下文协议 (MCP) 与 AI 助手集成，允许 LLM 管理工单、评论和跟踪项目任务。

Salesforce Documentation MCP Server

A local-first MCP server that enables intent-based searching across over 350 official Salesforce developer documents and release notes. It allows users to retrieve API references, code examples, and technical documentation directly through natural language queries.

SRP Hub MCP

Connects AI assistants to the Hub API, enabling them to manage resources such as customer leads through structured tools. It provides validated operations for creating customer records, supporting specific Brazilian fiscal ID (CPF/CNPJ) validation rules.

Model Context Protocol Server

A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.

ShipStation API MCP Server

一个全面的模型上下文协议服务器，使用户能够通过结构化工具与 ShipStation API 交互，从而管理订单、货运、承运商、仓库、产品、客户、商店、网络钩子和履行。

MCP ToDo Server

A production-ready Model Context Protocol server for managing tasks and todos with support for both file-based and database storage backends. It enables users to perform bulk operations, track priorities, and access productivity analytics through a structured management system.

Screeny MCP Server

A privacy-first macOS MCP server that enables AI agents to capture screenshots of pre-approved application windows for development and debugging tasks.

SuiAgentic

A FastAPI-based application that enables document embedding and semantic retrieval using Qdrant vector database, allowing users to convert documents into embeddings and retrieve relevant content through natural language queries.

munich-mensa-mcp

Remote MCP Server for listing and getting the menus of the official mensas in munich

MCSS MCP Server

用于 MCSS (Minecraft 服务器软体) 的模型上下文协议服务器

MCP Weather

A TypeScript-based Model Context Protocol server that enables Claude Desktop to fetch real-time weather data via external weather APIs. It provides a simple integration for users to query current weather information through natural language interactions.

Hedera MCP Server

A production-ready Node.js server that enables decentralized communication between AI agents on the Hedera network, implementing the Model-Context-Protocol architecture with support for multiple Hedera Consensus Service standards.

AgentKits Memory

A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.

Novyx MCP

Description: Persistent memory for AI agents with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite or cloud API. 23 tools, 6 resources, 3 prompts.