Discover Awesome MCP Servers

conKurrence

AI evaluation toolkit that measures inter-rater agreement (Fleiss' κ, Kendall's W) across multiple LLM providers. Evaluate prompt reliability, detect contested outputs, and track consensus trends over time.

APVISO MCP Server

Enables interaction with the APVISO AI-powered penetration testing platform to manage targets, initiate scans, and retrieve vulnerability findings. It allows developers to integrate security testing workflows directly into MCP-compatible tools like Claude Code and Cursor.

Saiten MCP Server

Automates the evaluation of GitHub hackathon submissions by providing tools to collect issue data, apply scoring rubrics, and generate ranking reports. It enables a multi-agent system to manage scoring consistency, statistical outlier detection, and feedback generation through the GitHub CLI.

Firefly III MCP Server

A Model Context Protocol server that provides programmatic access to Firefly III personal finance management. It enables AI assistants to manage accounts, transactions, budgets, and more through natural language.

Literature MCP

A specialized MCP server that provides a structured interface to the Europe PMC database for biological and clinical evidence retrieval. It enables LLMs to gather, rank, and synthesize published research focusing on therapeutic targets and disease associations.

slack-mcp

Read-only MCP server for Slack with OAuth 2.1 authentication, enabling message retrieval, thread replies, search, user and channel listing.

ScamVerify

AI-powered threat verification across 6 channels: phone numbers, URLs, text messages, emails, documents, and QR codes. Analyzes threats against 10M+ intelligence records from FTC, FCC, URLhaus, ThreatFox, and community reports, returning risk scores, verdicts, and detailed signals.

XCS221 Course Guide MCP Server

Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, pacing, repositories) from static in-repo data without external APIs.

sakenowa-mcp

Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side comparisons.

ESA MCP Server

mcp server for esa.io

Jira MCP Server

A Model Context Protocol server that provides access to JIRA issue data stored in CSV files, enabling AI assistants to query, filter, and analyze JIRA issues through standardized tools.

fitbit-mcp

MCP server for the Fitbit Web API with OAuth PKCE, local cache, and trend analysis.

MCP Hub

A unified AI and automation command center that allows users to interact with multiple AI providers (OpenAI, Anthropic, Gemini) and services (GitHub, Google) through natural language commands and multi-step workflows.

vault-cortex

MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected. Runs locally via Docker or remotely with Obsidian Sync + OAuth 2.1.

Bench

USB hardware discovery, device identification, serial communication, and diagnostics for makers and hardware engineers.

UniFi Network MCP Server

Enables AI assistants to manage and monitor UniFi network infrastructure through natural language, providing 46 management tools across device, client, WiFi, network, firewall, port forwarding, monitoring, and site management.

IPI Provisioner MCP Server

An MCP server for OpenShift Baremetal IPI cluster provisioning, allowing users to generate and validate install-config.yaml files, test BMC connectivity, validate networks, and manage cluster installation lifecycle.

Groups Migration MCP Server

An MCP server that enables programmatic interaction with Google Groups Migration API for importing messaging data into Google Groups, allowing users to migrate email messages from external systems.

relay-inspect

Provides AI coding agents real-time browser access to console logs, network requests, DOM elements, and screenshots via MCP, enabling tight edit-reload-verify feedback loops.

joplin-server-vector-memory

Enables AI assistants to securely search and retrieve information from a user's encrypted Joplin notebook via vector memory and MCP.

hevy-mcp

Exposes the Hevy workout API to Claude, enabling users to manage workouts, routines, exercise templates, body measurements, and user info via natural language.

MCP Server Boilerplate

Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.

Altinity MCP

Production-ready MCP server designed to empower AI agents and LLMs to interact seamlessly with ClickHouse. It exposes your ClickHouse database as a set of standardized tools and resources that adhere to the MCP protocol, making it easy for agents built on OpenAI, Claude, or other platforms to query, explore, and analyse your data.

RevitMCP

A pyRevit extension and Python server that enables AI clients to interact with a live Autodesk Revit session through tools for project info, view management, element operations, and schedule management.

MS SQL Server MCP Server

Enables interaction with Microsoft SQL Server and Azure SQL databases through natural language, supporting queries, schema exploration, stored procedures, and complete database operations with connection pooling and security features.

Weather MCP Server

Provides real-time weather information for global locations and 12 major Chinese cities using the wttr.in API. It enables users to query temperature, humidity, and atmospheric conditions through the HelloAgents framework.

embedded-gdb-mcp

Enables GDB debugging for embedded development workflows, allowing users to start sessions, load programs, set breakpoints, step through code, and examine memory/registers/variables via natural language.

CityJSON Specification MCP Server

Provides AI assistants with structured access to the CityJSON specification, enabling on-demand fetching of specific chapters.

Sanbi ADK Agent MCP Server

Enables AI agents to run brand-visibility audits by querying multiple AI engines, generating competitive leaderboards, and identifying growth opportunities. Integrates with any MCP-capable client to measure and act on brand discoverability in AI recommendations.

MCP Package Hero

A comprehensive MCP server for checking package versions and rating package quality across Python (PyPI), JavaScript/TypeScript (npm), Dart (pub.dev), and Rust (crates.io) ecosystems.