Discover Awesome MCP Servers

glm-vision-mcp

Enables image analysis using the GLM-4.6V-Flash model, supporting image URLs and local file paths with custom prompts for tasks like OCR and chart analysis.

CHIM MCP Server

Exposes CHIM change-management workflows (changes, outages, retros, and change freeze status) as MCP tools, enabling AI assistants to query and update CHIM directly.

backchannel

MCP server for async messaging between AI coding agents, enabling cross-harness and cross-machine communication with Slack-like semantics and mail-shaped delivery.

Banana Image MCP

An MCP server that generates high-quality blog cover images using Google Gemini AI and automatically uploads them to Qiniu Cloud storage. It provides automated WebP conversion and compression to deliver optimized CDN URLs for generated images.

local-budget

Enables local-first personal finance management through deterministic tools for importing, categorizing, and analyzing bank transactions.

Gemini MCP

Enables image processing and analysis using Google's Gemini 2.5 Flash model. Supports local files, URLs, and Base64 images with streaming responses and automatic output saving.

Selenium MCP Server

Provides browser automation using Selenium WebDriver, enabling web navigation, element interaction, screenshots, and JavaScript execution via MCP.

docbrain

Self-improving documentation engine that ingests Slack and GitHub PRs to detect knowledge gaps and improve documentation automatically.

Vault Mcp Server

Repositorio del servidor MCP para Vault en el Hackathon de YZi Labs

devenv-mcp-server

Provisions Docker-based development environments on demand, allowing AI agents to create, manage, and inspect containerized dev environments without manual setup.

DarwinRelay

Enables MCP agents to control macOS natively with shell, PTY, background Chrome automation, and Accessibility-based desktop control.

Uniswap MCP Server

Enables AI agents to interact with Uniswap through 17 tools mapped 1:1 to real API endpoints, allowing access to DeFi data and operations via natural language.

Questrade MCP Server

An unofficial MCP server that integrates with the Questrade API to provide access to trading accounts, market data, and portfolio information. It enables users to view balances, track positions, search symbols, and analyze market trends through natural language.

agent-hub

MCP server for Agent Reputation, enabling agent buyers to examine candidate agents' claims, outcomes, and independent sources, and to order evidence briefs before purchase.

Kynver

Unverified AI agents are a growing security risk. Kynver's MCP server brings agent trust directly into your IDE — resolve agents by DID, check verification status and trust scores, register new agents, and complete ownership challenges or KYC without switching context.

mcp-leadconnector

Wraps the GoHighLevel CRM for AI agents, enabling natural language interaction with LeadConnector data.

Cost Management MCP

An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.

vies-smoother

SLA'd EU VAT number validation for AI agents via VIES, with caching and circuit-breaking to handle flaky upstream, returning valid/invalid/unavailable responses.

vulnerable-notes-mcp

A deliberately vulnerable MCP server for practicing exploitation of tool poisoning, command injection, and path traversal. Includes fixed versions and an agent demo to reproduce the issues in a controlled environment.

ALA API MCP Server

Enables interaction with the Atlas of Living Australia API to search and access 152+ million biodiversity records. Supports occurrence searches, spatial queries, bulk data downloads, and taxonomic data retrieval through natural language.

MCP Demo Project

A collection of MCP servers demonstrating math operations, weather data, and LangGraph workflows.

telos-mcp

Exposes TELOS governance primitives—action scoring, receipt verification, Purpose Anchor inspection, audit-chain queries, and CCRS counterfactual replay—as MCP tools, resources, and prompts for any MCP-compatible client.

CSV Analytics MCP Server

A spreadsheet and CSV analysis toolkit for AI agents that enables loading CSV files, filtering and querying data, computing statistics, creating aggregations, building pivot tables, and exporting chart-ready data using pandas.

Outlook MCP Server

A Model Context Protocol server bridging Claude to Microsoft Outlook + Teams (email, calendar, contacts, tasks, files, Teams meeting recordings + transcripts), deployed on Cloudflare Workers.

KubeBlocks Cloud MCP Server

MCP server for KubeBlocks Cloud

BioQC-MCP

A professional MCP server for comprehensive bioinformatics quality control, providing automated FastQC/MultiQC analysis, HTML report parsing, and advanced data visualization for sequencing data.

Athena Protocol MCP Server

An intelligent MCP server that acts as an AI tech lead for coding agents, providing expert validation, impact analysis, and strategic guidance before code changes are made.

SENTINEL

Agent-Level Transaction Safety Oracle. Before an AI agent signs a blockchain transaction, it returns a SAFE/UNSAFE verdict with a SENTINEL Score (AAA-D) and risk flags. Pay-per-call $0.005 USDC via x402 on Base.

MCP Commerce Server

Enables natural-language querying of e-commerce data (products, users, orders) from a PostgreSQL database, using a Hugging Face model for safe intent extraction and parameterized SQL execution.

blog-writer-mcp

An AI blog automation server that uses a 'Creative DNA' system to generate personalized content based on a user's favorite authors and themes. It manages the entire workflow from trend collection and SEO optimization to automated publishing on Google Blogger.