Discover Awesome MCP Servers

Echo MCP

A lightweight server that enables AI agents to emit and validate structured messages through MCP tool call returns. It facilitates reliable programmatic consumption of agent outputs by echoing validated payloads against predefined schemas.

DocuForge MCP Server

Enables AI agents to create, edit, and export IEEE research papers as PDFs, with citation management and cloud hosting capabilities via MCP.

zeek-mcp

An MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data.

MCP Server

A TypeScript MCP server that evaluates MCP capabilities over RAG approaches, integrating with Google Calendar to enable querying meetings and events via chat.

paladin-swap-mcp

Multi-aggregator swap router for AI agents on Base. MCP-native, best-of-N across 0x and Velora, current flat 10 bps fee.

1msg MCP

Enables interaction with the 1msg Chat API through 60 public MCP tools, supporting stdio and hosted HTTP transports. It lets users leverage chat API functionality in Cursor, Claude Desktop, and other MCP clients.

SheetForge MCP

Local-first Excel MCP server for AI agents enabling structured reads, workbook introspection, and safer .xlsx mutation without Microsoft Excel or LibreOffice.

server-nothing

A minimal MCP test server for validating initial client/server setup, offering no built-in capabilities as a satirical counterpart to server-everything.

Magga

Magga lets coding agents prove their changes before claiming they’re done by building the code and verifying that newly added tests fail before the fix and pass after it. It returns evidence-backed verdicts through the verify_change tool and supports 16 languages, including Rust, Go, Python, Solidity, and C/C++.

Nexla MCP Document Q&A Server

Enables querying PDF documents using natural language with grounded answers and source citations via a local RAG pipeline.

Yari Medic MCP Server

MCP server exposing 147 medical tools for patient management, appointments, pharmacy, lab, billing, CRM, emergencies, and AI-powered triage via SSE, integrating with the Yari Medic Django backend.

LinkedIn MCP

MCP server for programmable LinkedIn automation via Playwright, offering 20 tools for profile management, messaging, feed interaction, and job searching through real browser automation.

PatternStack

Provides crowdsourced package intelligence and security alerts for AI coding assistants by analyzing project dependencies and framework co-occurrence. It enables automated project scans, package alternative discovery, and data-driven recommendations across multiple programming ecosystems.

Phloem MCP Server

Enables AI agents to query self-hosted knowledge bases through hybrid retrieval and list available datasets, providing grounded, retrieval-augmented answers.

MCP Data Analysis Agent

An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying, cleaning, statistical analysis, visualization, and reporting. It enables LLMs to plan and interpret while all computation is done exactly through MCP tools.

mcp_server

A minimal MCP server providing currency conversion, geocoding, and weather tools, with a CLI client supporting Spanish special commands.

Distributed Memory System

Cross-project memory for Claude Code, enabling local semantic recall and secure, git-versioned markdown storage of reusable knowledge across repositories.

mcp-eastmoney

Enables AI assistants to query real-time A-share stock data, including quotes, fund flows, sector flows, and K-line history, without needing an API key.

PySqlitMCP

Enables comprehensive SQLite database management through natural language including database creation, table operations, data CRUD operations, backup/restore, and CSV import/export functionality. Built on FastMCP framework with PySqlit library for reliable database interactions.

walmart-invoice-mcp

MCP server that relays Walmart order history collected by the Walmart Invoice Exporter browser extension, enabling Claude and other AI clients to query orders and spending.

Islamic Calendar MCP

MCP server providing JAKIM Hijri calendar data and tools for lunar months and Islamic events in Malaysia.

ApiTap

MCP server that turns any website into an API by capturing or importing API endpoints, enabling AI agents to interact with web services without a browser, with 20-100x token cost reduction versus browser automation.

QA-MCP-Learning-Lab

Showcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer consistency.

ask-user-mcp

MCP server that enables Claude to pause and ask clarifying questions via Emacs.

citewire

An attribution-first MCP server that provides tools to search and cite news and research metadata from free APIs and news platforms, without storing or republishing content.

omni-kit-mcp

Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing agents to control simulations, run Python, and call namespace-scoped tools via a single bridge.

koma-gate-mcp

Blocks prompt injection, jailbreaks, and out-of-scope input before an AI agent acts. classify_input tool, stdio transport.

taskfolk-mcp

Project management for teams and their AI agents. Agents join as named members. Hosted Streamable HTTP endpoint at https://taskfolk.ai/api/mcp/v1, official registry id ai.taskfolk/mcp.

MCP-Connect — Kali Agent MCP v2

A Codex-style MCP server providing 126 tools to operate a Kali Linux machine from ChatGPT or any compatible MCP client, including shell execution, filesystem operations, Git, Docker, browser automation, and security tool wrappers.