Discover Awesome MCP Servers

Chisel

Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted grep/sed instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via

MCP Server for SAP OData v4

Exposes SAP OData v4 actions as AI-callable tools, enabling natural language scheduling of background jobs.

MCP Jira Server

Enables AI assistants to interact with Atlassian Jira via API token authentication, with 46 optimized tools across modular architecture for CRUD, agile, dashboard, and search operations.

Dify Management MCP

Allows programmatic management of a Dify instance, including listing and creating datasets, managing applications, and tool providers.

upwork-mcp

MCP server for the Upwork GraphQL API enabling job search, contract management, proposal drafting, and other Upwork automation tasks via natural language.

GLM-4.6 MCP Server

Enables Claude to consult GLM-4.6's architectural intelligence for system design, code analysis, scalability patterns, and technical decision-making. Provides specialized tools for enterprise architecture consultation, distributed systems design, and code review through the Model Context Protocol.

mcp-brreg-no

Access Norway's official business register (Brønnøysund Register Centre) via MCP, enabling queries and integration with AI agents.

Sauce Labs MCP Server

Enables AI assistants to interact with Sauce Labs testing platform through natural language, providing access to device cloud management, test job analysis, build monitoring, and testing infrastructure insights. Supports both Virtual Device Cloud (VDC) and Real Device Cloud (RDC) with comprehensive test analytics and team collaboration features.

MCP Calculator

A simple Model Context Protocol (MCP) server that provides basic calculation functions to Claude. It enables users to perform mathematical operations like addition directly through natural language commands.

santismm-knowledge

Provides a read-only MCP interface to the Santismm Knowledge Platform, offering tools to retrieve curated content on engineering, AI patterns, architectures, governance, and agent taxonomy with structured output in English, Spanish, and Portuguese.

Local Testing Agent MCP Server

A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across six major programming languages. It provides comprehensive tools for repository scanning, automated test execution, and detailed coverage reporting.

Pulsar MCP Server

Enables interaction with Apache Pulsar clusters through MCP-compatible clients, supporting publish, consume, topic management, and connector operations.

MCP Memory

An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.

Claude Code Manager WAN

Enables ISLI agents and MCP clients to dispatch natural-language coding and terminal tasks to a locally-installed Claude Code CLI, supporting both one-shot execution and persistent sessions with workspace and security controls.

sky-spine-mcp

Automates Spine asset pipeline tasks such as export, texture packing, resource validation, and file summarization through the Spine CLI.

glm-vision-mcp-server

Enables understanding local or network images via ZhipuAI's free vision model (glm-4.6v-flash), returning Chinese descriptions or answers to questions. Supports multiple images for comparison and optional model switching.

agentscore-mcp

Three practical MCP tools to investigate agents, threads, and content trust signals.

renoun-mpc

Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.

runtime-inspector-mcp

Read-only MCP server to inspect allowlisted Docker containers, systemd services, JSONL logs, and HTTP health endpoints without arbitrary shell access.

Adwords MCP

A joke/demo Model Context Protocol server that injects cringe-worthy advertisements into LLM responses, showcasing both how to build MCP servers and the risks of ad-injecting intermediaries.

steamforecast-mcp

Model Context Protocol server for Steam Launch Forecaster, exposing calibrated revenue cones (P10–P90) and other tools to AI agents for Steam game revenue forecasting and analysis.

PM-MCP (Portfolio Management MCP Server)

AI-powered portfolio management and investment analysis server that enables theme-based investment research, portfolio evaluation, market data analysis, news monitoring, SEC filings retrieval, and automated report generation with Obsidian integration.

mcp-feedback-enhanced

Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and consolidate tool calls into feedback requests to reduce costs and improve development efficiency.

Google Data Catalog MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Google Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=HGZK-V&type=beta

User Management MCP Server

A Model Context Protocol server demonstrating user management capabilities with tools for creating, retrieving, and generating random user data.

Aethereum

Coordinates AI coding agents across machines by sharing interface contracts, intent, and breaking-change alerts, enabling agents to negotiate changes before they break each other.

Biomolecule Modeling MCP Server

Enables AI assistants to clean PDB structures and run initial-stage energy relaxation for biomolecular modeling. It provides a structured workflow for preparing structures before production molecular dynamics or coarse-graining pipelines.

Cruxible Core

Deterministic decision engine with DAG-based receipts. Build entity graphs, query with MCP, get auditable proof.

MCP Meeting Agent

Enhances meetings by providing technology trivia questions, interesting fun facts, and current GitHub trending repositories. Generates formatted meeting notes with engaging content to make meetings more interactive and informative.

mcp-web-validator

Enables AI coding assistants to validate HTML/CSS markup using W3C APIs, perform technical SEO audits, check broken links, and validate JSON-LD schemas directly in local workspaces.