Discover Awesome MCP Servers

basic-mcp-server

Provides arithmetic addition, string reversal, server info resource, and greeting prompts via Model Context Protocol over Streamable HTTP.

mcp-repo-graph

Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

renoun-mpc

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

agentscore-mcp

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

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.

MCP Memory

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

Dify Management MCP

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

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.

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.

LINE Local MCP

A read-only MCP server that lets AI search and read both sides of a user's own LINE Desktop chat history on macOS using local database snapshots, without needing a LINE Official Account or altering unread state.

steam-mcp

Enables AI assistants to query Steam profiles, libraries, achievements, store data, and reviews via the Steam Web API.

mcp-brreg-no

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

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.

Slack MCP

Enables Slack channel exploration and Salesforce account-to-channel reconciliation through LangSmith Gateway. Supports listing public/private channels, refreshing channel directory, and matching Salesforce accounts to Slack channels.

MCP Server for SAP OData v4

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

Agent Module

Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases for autonomous agent consumption via MCP. Ethics modules mapped to EU AI Act articles. Free 24-hour trial.

parseapi-mcp

Official parseAPI MCP server providing IP/place data, email/phone/domain validation, weather, currency, timezone, and holiday lookups as tools for AI agents.

camera-mcp

MCP server that exposes local webcam capabilities to Claude via ffmpeg/DirectShow, enabling listing cameras, taking photos, and recording/stopping videos on Windows.

MySQL MCP Server

A MySQL MCP server for secure database interaction, enabling schema inspection, query execution, and RBAC via AI coding assistants.

Semantic Scholar MCP Server

Enables searching academic papers, exploring citation graphs, and looking up authors from Semantic Scholar's database of 200M+ papers.

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

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.

@linklee/mcp-server

MCP server for Linklee that enables creating short links, listing links, getting click analytics, and managing workspace tags.

ssh-admin

MCP server for managing SSH connections to remote servers, providing host registry, session pool, and secure command execution with read-only protection.

MinerU Document Explorer

Enables AI agents to search, deep-read, and build knowledge bases from Markdown, PDF, DOCX, and PPTX documents via MCP tools for retrieval, document navigation, and ingestion.

Tribunal TJSP: Cadastro de Pedido de Certidão

Enables querying registration of certificate requests from the official Tribunal de Justiça de São Paulo (TJSP) system via a single read-only tool.

SearchAPI MCP Server

MCP server that provides standardized access to Google Maps, Flights, Hotels, and other search services, enabling AI assistants to perform various searches.

Fusion Toolsmith MCP

A safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw scripts, with structured tools and preflight checks.

RPG Maker MZ MCP Server

Enables complete RPG Maker MZ game development through MCP tools, including autonomous game creation from concepts, AI-generated assets using Gemini 2.5 Flash, and programmatic control over maps, events, characters, and databases. Supports full game creation workflow from a single command with automatic story, asset, and implementation generation.