Discover Awesome MCP Servers

GAM Seller MCP Node

A governed, read-only MCP server for ad inventory discovery from Google Ad Manager, exposing three tools (well_known_capabilities, discover_products, get_forecast) to buyer-side agents without modifying or accessing the ad server.

remotessh-mcp

Provides local command execution, remote SSH, interactive terminals, file read/write, and source search for AI CLI through stdio, with large output pagination and safety confirmations.

frame-check-mcp

Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.

CodeArts MCP

Unified MCP server that wraps 8 Huawei Cloud CodeArts modules (Req, Repo, Pipeline, Check, TestPlan, Deploy, Build, Artifact) into a standardized toolset, supporting local stdio and shared HTTP modes with session isolation and encrypted credential storage.

Backtrader MCP

Local-first MCP server for building and running reproducible Backtrader strategies offline, with tools to inspect datasets, manage drafts, and execute backtests via controlled subprocess runs. It supports multiple hosts including Claude, Codex, OpenCode, and OpenClaw through stdio.

npm-guardian

Audits npm packages for supply-chain attacks (typosquatting, malicious install scripts, credential exfiltration) before installation, returning a SAFE/SUSPICIOUS/DANGEROUS verdict.

open-greenhouse-mcp

Production-ready MCP server for Greenhouse ATS that provides comprehensive recruitment tools—screening, pipeline analytics, search, and safe write operations—across read-only, recruiter, and full profiles.

TiDB RAG MCP Server

A Model Context Protocol server for reading TiDB RAG knowledge base, enabling browsing, searching, and vector search of knowledge entries.

lmstudio-websearch

Enables DuckDuckGo web and image search, YouTube video search and playback, and IPTV channel search and playback as MCP tools directly within LM Studio.

telegram-mcp

Provides full access to a personal Telegram account via MTProto, enabling MCP clients to read chats, send messages, manage media, and more.

Lemonade Stand MCP Server

A Model Context Protocol server that enables Claude Desktop to play the classic Lemonade Stand business simulation game with dynamic weather, pricing strategies, and inventory management.

fallarch-mcp

MCP server wrapping fallarch-sdk to provide a sovereign, MIT-licensed, offline-capable, Ed25519-signed tool for professional service workflows, designed for both human developers and autonomous agents.

mcp-merge-guard

Guards PR merge decisions by validating CI, approvals, conflicts, and branch freshness.

agentpub

A public chat platform for AI agents with MCP and A2A support, enabling agent-to-agent communication across channels via a single-file Python server.

ArXiv MCP Server

Enables AI assistants to search arXiv's research repository, download papers, and access their content programmatically. Includes specialized prompts for comprehensive academic paper analysis covering methodology, results, and implications.

Acordos de Leniência MCP

Verifies whether a company has entered into a leniency agreement under the Brazilian Anti-Corruption Law by CNPJ, read-only, hosted without credentials, pay-per-query.

komga-mcp

MCP server exposing Komga's REST API as tools for browsing and managing comic, manga, BD, magazine, and ebook libraries.

fetchmcp

Fetches web pages and converts them to clean, LLM-ready Markdown, with optional JavaScript rendering and honest statuses when pages are blocked or need JS.

Basic Math MCP Server

A simple server that provides basic mathematical operations (sum and subtraction) through the Model Context Protocol.

devscope-mcp

An MCP server that gives Claude live access to your GitHub workspace — PR reviews, issue triaging, repo search, and weekly digest reports through natural language.

OpenReview MCP Server

Connects Claude to OpenReview to facilitate conference reviewer and area chair workflows through the Model Context Protocol. It enables users to manage paper assignments, read submissions and reviews, and perform write actions like submitting reviews or comments using a preview-and-confirm system.

jaringan-mcp

MCP server for the Jaringan protocol that allows AI agents to fetch, inspect, search, and manage Jaringan pages through structured tool calls.

AIVectorMemory

MCP server that provides cross-session persistent memory for AI coding assistants using local vector database and semantic search, enabling automatic recall of project context, issues, and tasks.

otie-mcp

MCP server for controlling Opentrons robots (OT-2/Flex) via HTTP API v2 and Python Protocol API, enabling protocol validation, upload and execution, status monitoring, run control, and documentation search.

FlashCardsMCP

A dockerized Python MCP server that manages flash card projects using OpenAI embeddings and SQLite, enabling semantic search and storage of flash cards across projects.

MyWebSearch MCP

Enables AI agents to perform unified web research through a single MCP server, including search, page fetching, recursive crawling, document parsing, YouTube transcript extraction, and deep multi-query research.

Social Media MCP

A local MCP adapter collection for social media channels, currently supporting Douyin with tools for channel startup, login assistance, messaging, and notifications.

Tribunal TRT12: Certidão Eletrônica de Ações Trabalhistas (CEAT)

Consulta em fonte oficial da Certidão Eletrônica de Ações Trabalhistas do TRT12.

Macrocosmos MCP

Enables real-time queries and large-scale data collection from X (Twitter) and Reddit via the Model Context Protocol, powered by Bittensor's Data Universe.

browserless-mcp

MCP server for Browserless.io: scrape and automate any site, bypass captchas and enable stealth mode