Discover Awesome MCP Servers

EPH-MCP: Emergent Pattern Hunter

Enables AI systems to reason through emergent thinking by breaking queries into fragments that interact and form patterns, simulating how insights naturally arise in complex systems. Provides tools for emergent reasoning, pattern analysis, thought comparison, and reasoning session history.

github-codemunch-mcp

A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.

GitMem

Persistence memory MCP server that enables AI coding agents to recall and learn from past sessions, storing scars, wins, patterns, and decisions for continuous improvement.

BigQuery MCP server

A Model Context Protocol server that provides access to BigQuery. This server enables LLMs to inspect database schemas and execute queries.

MCP Weather & Accruals Server

Provides weather data via OpenWeatherMap API, file operations, and integration with remote PostgreSQL database for managing accrual records through a FastAPI backend, all accessible through natural language via Deepseek.

Charlotte

A token-efficient MCP server that gives AI agents structured access to the web, returning compact page summaries and targeted queries instead of full accessibility dumps.

MCP YFinance Stock Server

Enables AI agents to retrieve real-time stock data, manage watchlists, and perform comprehensive technical analysis using Yahoo Finance API. Provides 18+ tools for stock price tracking, trend analysis, volatility assessment, and financial indicators through MCP integration.

SignaTrust MCP Server

Enables AI assistants to manage document signing workflows via natural language, including creating envelopes, uploading documents, analyzing contracts, and verifying blockchain anchors.

@davoxi/mcp-server

Enables AI assistants to manage Davoxi voice agent platform resources such as businesses, agents, call logs, webhooks, analytics, and billing through natural language conversations.

kubopt

Kubernetes cluster cost analysis and optimization. Query costs, find savings opportunities, get rightsizing recommendations, and analyze pod spend across AKS, EKS, and GKE — directly from Claude

Advanced HWP MCP Server

Enables comprehensive control of Korean Hangul (HWP) documents with 59 features including document manipulation, text editing, formatting, table operations, PDF export, and advanced automation capabilities like template filling and document structure analysis.

codeviewer-mcp

A stateful, AST-aware MCP server for structured code review workflows. It enables iterative review sessions with AST-based context localization and provides structured feedback with verdicts and patch suggestions for JavaScript/TypeScript code.

petal-components-mcp

MCP server that exposes petal_components schemas and usage examples to AI coding assistants, enabling generation of idiomatic Phoenix LiveView markup.

Waybackurls MCP

A bridge that connects Waybackurls with the Model Context Protocol ecosystem, enabling AI assistants to fetch historical URLs from the Wayback Machine to discover forgotten endpoints and potentially vulnerable URLs.

Cloudera Data Visualization MCP Server

Enables AI agents to manage Cloudera Data Visualization resources including groups, users, roles, segments, workspaces, datasets, visuals, connections, and migrations via natural language.

Argo Workflow MCP Server

Enables AI agents to manage Argo Workflows through REST API, supporting workflow template and instance operations including creation, submission, monitoring, and deletion with token authentication.

ClinicalTrials.gov MCP Server

Empowers AI agents with direct access to the official ClinicalTrials.gov database, enabling programmatic searching, retrieval, and analysis of clinical study data through a Model Context Protocol interface.

universal-memory

A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.

EdgeOne Pages MCP Server

A self-hosted MCP server that enables AI assistants to deploy and manage static websites directly on EdgeOne Pages platform with KV storage support.

artl-mcp

Enables comprehensive scientific literature retrieval and analysis through Europe PMC, PubMed, and other databases, supporting metadata extraction, full-text access, and identifier conversion via MCP and CLI.

iMCP

A universal bridge that turns legacy backend services and modern APIs into AI-accessible tools without requiring code rewrites. It dynamically generates tool definitions from WSDL, OpenAPI, or custom JSON specs to enable AI assistants to interact with systems like SAP, IBMi, and SOAP services.

Resemble AI Voice Generation MCP Server

使用模型上下文协议与 Claude 和 Cursor 集成，以使用 Resemble AI 的声音从文本生成语音音频。

Primo MCP Server

MCP server for searching Ex Libris Primo library catalogues and subscribed databases, enabling search, record retrieval, autocomplete, citation generation, and export to BibTeX, RIS, or CSV.

Playwright MCP Server

A minimal server that exposes Playwright browser automation capabilities through a simple API, enabling webpage interaction, DOM manipulation, and content extraction via the Model Context Protocol.

bubblyphone-agents

MCP server for BubblyPhone that lets AI assistants make real phone calls, manage AI voice agents, buy phone numbers in 30+ countries, and track billing. Supports 20 tools for full telephony control.

Quark Auto-Save MCP Server

Integrates with the quark-auto-save service to automate file saving from Quark Cloud Drive shares. It enables users to manage auto-save tasks, update configurations, and trigger immediate file transfers through natural language.

Canvas Agent

MCP server that connects AI assistants to Instructure Canvas LMS, enabling teachers and administrators to manage courses, assignments, grades, and more through natural language.

web-search-agent

An MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for structured multi-source verification.