Discover Awesome MCP Servers

mcp-atlassian

An MCP server for integrating with Atlassian products including Confluence, Jira, Bitbucket, and Xray for Jira, enabling AI-powered operations like searching, creating, and updating issues, pages, and test results.

Qdrant Retrieve MCP Server

Enables semantic search across multiple Qdrant vector database collections, supporting multi-query capability and providing semantically relevant document retrieval with configurable result counts.

jira-worklog-mcp

Enables logging time entries to Jira Cloud issues, including adding worklogs, listing existing entries, and verifying credentials.

DataPilot MCP Server

A Model Context Protocol server that enables natural language interaction with Snowflake databases through AI guidance, supporting core database operations, warehouse management, and AI-powered data analysis features.

Demo MCP Server

A demonstration server designed to showcase core Model Context Protocol (MCP) primitives including tools, resources, and prompts for presentations. It provides functional examples like text analysis and financial calculations to illustrate how AI models interact with external functions and data.

cachly-mcp-server

Persistent AI memory for Claude Code, Cursor, GitHub Copilot & Windsurf — sessions, lessons learned, semantic search, and team brain. 38 MCP tools. Free tier, EU servers.

apex-mcp

Enables AI assistants to build, inspect, and modify Oracle APEX 24.2 applications via natural language, providing 86 tools across 15 categories.

test-rail-mcp

Lightweight MCP server bridging Cursor to TestRail, exposing get_case_by_id tool to fetch TestRail cases.

mcp-server-docy

mcp-server-docy

codinfy-agent-monitor

Provides real-time monitoring of AI agents, context, usage limits, workflows, files, Git, tests, builds, errors, secrets, and model-economy advice for tools like Claude Code, Codex, and Cursor, with 30 MCP tools for comprehensive observability.

MCP Server for Notion

Enables AI agents to search, create, and manage Notion pages and databases through the Model Context Protocol. It features file-based operations and response extraction to optimize token usage and context efficiency.

MCP RAG Server

Provides local Retrieval-Augmented Generation (RAG) capabilities using Ollama for embeddings and ChromaDB for vector storage. It enables users to ingest and perform semantic searches across PDF, Markdown, and TXT documents within MCP-compatible clients.

macos-control-mcp

MCP server that enables AI to fully control macOS — mouse, keyboard, terminal, screenshots, window management, UI element detection, and provides AI-optimized information reporting.

local_lense

A local RAG-powered documentation search system that uses vector embeddings and Qdrant to enable semantic search across markdown, HTML, and other file formats. It provides an MCP interface for AI tools like Cursor to intelligently query and retrieve information from local knowledge bases.

stargate-mcp

Integrates Asana, GitHub, and Slack into MCP-compatible clients like Claude and Cursor, enabling task management, messaging, and project management through natural language.

42Crunch MCP Server

Enables AI assistants to interact with the 42Crunch API security platform to search collections, retrieve API definitions, and access security assessments for OpenAPI specifications.

mem0-mcp

Self-hosted Mem0 MCP server integrating Qdrant, Neo4j, and Ollama for semantic memory search, graph entity relationships, and memory management via OpenMemory API.

BudgetBakers MCP Server

Integrates Claude with the BudgetBakers Wallet API to access financial data including accounts, transactions, categories, and spending analytics.

MCP LAMMPS Server

A Model Context Protocol server that enables AI assistants to interact with LAMMPS for molecular dynamics simulations through natural language commands.

SharedContext

Provides encrypted, portable memory for AI agents via MCP, allowing fact storage, conversation recall, and cross-machine sync using Arweave.

Data360 MCP Server

Provides LLM agents direct access to World Bank development indicators, enabling search, validation, and retrieval of data on topics like GDP, poverty, and gender equality.

Weather Alert & Forecast MCP Tool

Sebuah *microservice* ringan yang mengambil peringatan dan perkiraan cuaca dari API National Weather Service, menyediakan peringatan tingkat negara bagian AS dan perkiraan berbasis lokasi.

fabric-model-reader-mcp

MCP server for reading and analyzing Fabric semantic models. Supports getting model definitions and executing DAX queries against Power BI datasets.

Obsidian MCP Second Brain Server

Enables read-only access to Obsidian vaults with semantic search, tag filtering, and metadata queries. Provides secure, intelligent note retrieval and summarization for LLMs without modifying your vault.

Conductor Graph MCP Server

Exposes a CognOS agent system as a machine-readable JSON graph, enabling Claude to get a full system snapshot and inspect node status, edges, and blocked nodes.

Waygate MCP

A security-hardened, containerized MCP server framework that provides superior isolation and enterprise-grade security through Docker containers. Enables secure MCP command execution with comprehensive diagnostics, plugin architecture, and production-ready features like SSL/TLS and rate limiting.

mcp-arango-mind

Turns ArangoDB into a schema-driven MCP server for agents, enabling search-describe-exec workflows for database, graph, and knowledge operations without oversizing the tool list.

claude-collaborator

Enables multi-AI collaboration with Claude and GLM for C# codebases, providing auto-learning, persistent memory, and creative brainstorming to assist development.

Microsoft Exchange MCP Server by CData

Microsoft Exchange MCP Server by CData

FlightFinder

A Python client for searching flights and hotels without API keys, providing an MCP server for AI agents to search flights, hotels, and plan trips.