Discover Awesome MCP Servers

Arca MCP

An MCP server providing semantic memory storage and retrieval using vector embeddings powered by LanceDB and Google Gemini. It supports multi-tenant isolation and bucket-based organization for managing structured memories through natural language queries.

Toolzy MCP Server

Enables AI assistants to search, view details, and check availability of tool rental listings from Toolzy's peer-to-peer marketplace.

Booboo

Open-source operational brain that fuses an AI system's agents, memory, knowledge and automations into one rooted, privacy-walled graph, served over MCP with stats, search, node dossiers, neighbors and pathfinding. The same snapshot also renders up to a million nodes in a 3D browser view.

Rasdaman MCP Server

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

vision-primitives-mcp

MCP server providing 26 visual tools for text-only LLMs, enabling description, coordinate location, OCR, annotation, cropping/zooming, anomaly scanning, and computer control with switchable VLM backends.

declaw-mcp-server

Runs AI-generated code in secure Firecracker microVMs with opt-in network policy enforcement, PII scanning, prompt injection defense, and audit logging. Exposes MCP tools for running commands, managing files, and the full sandbox lifecycle.

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

Doorstop MCP

Enables interaction with the Doorstop requirements management framework, allowing users to create, edit, link, and review requirement items and documents through natural language commands.

mcp-server-weibo

为 AI 助手提供微博数据查询能力，支持搜索用户、获取动态、热搜榜等功能。

otskit-mcp

Stamp, upgrade, and verify Bitcoin timestamps via AI agents using the OpenTimestamps protocol. No API keys required.

Atla MCP Server

Phiên bản ban đầu của máy chủ mcp để các agent tương tác với các mô hình của atla.

StackWiz MCP Server

An AI-powered MCP server for managing Docker infrastructure, enabling creation, deployment, and lifecycle management of containerized services with automated DNS and SSL.

PII Redaction MCP Server

Enables AI agents to redact PII from text, summarize redacted content, and manage custom redaction patterns across multiple languages.

graph-query-mcp

Enables fast, targeted queries against an Obsidian vault knowledge graph using tools like search, neighbor traversal, and pathfinding, without needing to load the full graph into LLM context.

json-promptor-mcp

An MCP server that converts raw text prompts into structured JSON prompts using heuristic keyword extraction — no API keys required.

handshake-mcp

Enables AI assistants to search and apply for jobs on Handshake, track applications, and research employers using your browser session.

Vibecoders MCP

One MCP that turns Claude Code into your whole dev stack by swallowing other MCP servers, delegating to Codex & Gemini on your CLI subscriptions, remembering projects in a searchable knowledge graph, and carrying setup across sessions — secret-free by design.

io.github.aybeeare/water-conditions

Provides real-time water temperature and tide predictions for any lake, river, ocean, bay, or beach using NOAA, USGS, and other sources.

rr-mcp

MCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state.

starlink-enterprise-mcp

A hosted MCP server that enables AI agents to interact with the Starlink Enterprise API using service accounts, with transparent OAuth token management and 55 auto-generated tools.

Enhanced Browser MCP Server

An enhanced browser automation MCP server that solves token limit issues through intelligent semantic compression, enabling universal web automation with context-aware snapshot modes.

mcp-server-auth-template

A reusable template for building MCP servers that act as OAuth 2.1 resource servers, verifying bearer tokens against Microsoft Entra ID or any standards-compliant OIDC authorization server.

Airframe MCP Client

Connects AI agents to Airframe's product intelligence and expert network, enabling product search, comparison, expert discovery, and market research queries.

xcode-pilot-mcp

A comprehensive MCP server for iOS/macOS development that gives AI assistants full control over Xcode build, test, simulator management, and app deployment.

Exa MCP Server

Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.

buildin-mcp

Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.

bitbank-mcp-server

Integrates bitbank's cryptocurrency market data with Claude to provide advanced technical analysis, pattern detection, and SVG chart generation. It enables users to perform complex market evaluations using real-time pricing, volatility metrics, and flow analysis through natural language interactions.

Azure AI Search Integration

Máy chủ Giao thức Ngữ cảnh Mô hình cho Azure AI Search

Artificial Analysis MCP Server

Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

session-recall

Enables searching and browsing past Claude Code sessions via hybrid FTS5 and vector search, with tools for session search, drill-down, coverage, and health reporting.