Discover Awesome MCP Servers

AI Context MCP

Provides real-time, version-pinned documentation from 57+ AI/ML libraries to LLMs, preventing hallucinated APIs by fetching current docs and changelogs directly from GitHub.

When2Meet MCP Server

Este es un servidor de Protocolo de Contexto de Modelo (MCP) que proporciona integración con When2Meet. Permite a los usuarios especificar su disponibilidad en lenguaje natural, y que los LLM completen su When2Meet en su lugar.

Modular RAG MCP Server

Enables AI clients to retrieve study-abroad admissions knowledge through a local, pluggable RAG pipeline with hybrid search, reranking, citations, and observability. It provides MCP tools, document ingestion, and a Streamlit dashboard for managing and evaluating retrieval.

Sales MCP Server

Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.

Cursor Chat History MCP Server

Enables semantic search over your Cursor IDE chat history by vectorizing prompts and storing them in LanceDB. Provides a Dockerized API to perform vector similarity searches against your chat history.

AbletonMCP

Connects Ableton Live to Claude AI via the Model Context Protocol for prompt-assisted music production and session manipulation. It enables users to create tracks, load instruments, and manage MIDI clips using natural language commands.

browser-pool-mcp

A dynamic browser pool MCP server that enables multiple concurrent, isolated Playwright sessions for Claude Code and other MCP clients. It manages on-demand instances on dynamic ports to resolve session conflicts and includes automatic cleanup of idle browsers.

samskriti-project

A local MCP server that enables multiple AI coding tools to share structured project state (decisions, tasks, bugs) so they coordinate without re-explaining.

ProxmoxMCP-Plus

Enables comprehensive management of Proxmox virtualization environments, including VM and container lifecycle, snapshots, backups, monitoring, and OpenAPI integration.

copper-mountain-vna-mcp

Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/IP SCPI, offering 45 tools for sweep configuration, calibration, measurement, and Touchstone export.

strava-mcp

MCP server for Strava integration, enabling LLMs to query activities, athlete stats, segments, routes, and perform training analysis.

memoire

Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma or Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.

Jira MCP Server

A Model Context Protocol server that enables AI applications to interact with Jira issues, projects, and workflows through a standardized interface.

Asr_mcp_server

Un servidor de Protocolo de Contexto de Modelo (MCP) que proporciona capacidades de ASR (Reconocimiento Automático del Habla) utilizando el motor Whisper. Este servidor expone la funcionalidad de TTS (Texto a Voz) a través de herramientas MCP, facilitando la integración de la síntesis de voz en sus aplicaciones.

Rubiscout Email Analysis MCP Server

Analyzes raw email headers and emails for phishing, spoofing, and BEC using AI forensics, SPF/DKIM/DMARC/ARC validation, and IP reputation checks. Exposes analyze_email, get_analysis, and list_analyses as MCP tools.

mcp-cache-tools

Analyzes, generates, simulates, and optimizes caching strategies across HTTP, CDN, and browser layers for AI agents.

Jira & Confluence MCP Server

A Model Context Protocol (MCP) server that connects AI assistants to Jira and Confluence, enabling search, create, update, and comment operations with rich Markdown-to-ADF conversion.

NuMetric MCP Server

A read-only MCP server for the NuMetric.work accounting/POS/ERP platform, exposing 38 tools to query live business data such as financial statements, invoices, taxes, projects, inventory, and documents. It enables AI assistants to answer from real accounting data without any create, edit, or delete capabilities.

immybot-mcp

An MCP server for ImmyBot IT automation platform, enabling management of computers, deployments, software, and maintenance sessions through ImmyBot's API.

Ontraport MCP Server

Stateless Node.js service that exposes Ontraport CRM functionality as structured tools for AI agents via the Model Context Protocol.

agentsync

Enables multiple AI agents to collaborate on the same git repository by coordinating work via a shared claims branch, detecting file conflicts before they happen.

Campaign Intelligence Toolkit MCP

An MCP server that orchestrates deterministic analytics, benchmarks, recommendations, and forecasting to provide AI-driven campaign analysis and executive reports.

ProteinAtlas MCP Server

A comprehensive Model Context Protocol (MCP) server for accessing Human Protein Atlas data, providing information about protein expression, subcellular localization, pathology, and more.

SAP Datasphere MCP Server

Model Context Protocol server that lets AI assistants explore and query SAP Datasphere — metadata discovery, catalog search, OData and SQL queries, ETL extraction, data lineage and column profiling — with built-in config-driven PII masking.

Cairn

Enables agents to assert and recall typed facts with idempotent writes, freshness, and assurance verdicts. Provides MCP tools for persistent memory across sessions via SQLite-backed storage.

OmniWeave

A high-performance, polyglot code-analysis graph for coding agents that enables cross-language and cross-process code relationship queries in sub-millisecond time.

Agent Only MCP

Shared troubleshooting memory and agent-to-agent communication for coding agents, enabling search of resolved problems, asking other agents when blocked, and checking replies.

IndustrialOps Industry 4.0 PLC Monitor MCP Server

Enables LLMs to connect to factory PLC sensors, read register data, analyze predictive maintenance, and monitor energy consumption in industrial environments.

grad-agent

An autonomous MCP agent that helps you apply to fully funded MS and PhD programs by discovering professors, verifying faculty status, matching projects, and drafting cold emails.