Discover Awesome MCP Servers

bitbucket-python-mcp

An MCP server for BitBucket Cloud operations that enables AI agents to manage repositories, branches, pull requests, and search code.

termiAgent

termiAgent 是一个由大型语言模型驱动的命令行助手，它提供插件角色设置，可以为不同的任务创建工作流程。同时，它也是一个 mcp-client，可以自由连接到你的 mcp-servers。

memini

Local-first project memory for AI coding agents. Records failed attempts, fragile files, and decisions per repo, and warns the agent via hooks before it repeats a recorded mistake.

@three-ws/metaplex-agent-mcp

Deploys AI agents on-chain into the Metaplex Agent Registry on Solana, minting Core assets with EIP-8004 identity. Supports self-custodial signing via server keypair or external wallets, with devnet support for free rehearsal.

Subindex MCP Server

Generates, validates, and updates structured research tables by synthesizing multiple AI queries, enabling AI agents to autonomously drive research workflows.

SmartPark Reservation MCP Server

Enables administrators to securely record approved parking reservations to a durable text file with validation, concurrency safety, and audit logging.

taiwan-pt-mcp

Enables AI assistants to query Taiwan physical therapy evidence, clinical guidelines, and regulations, avoiding fabrication of rehabilitation advice.

x402-seller

MCP server for autonomous agents to rug-check tokens, monitor liquidity drains, and get market briefs, with pay-per-call via x402.

Omni-NLI

Provides natural language inference (NLI) capabilities via the Model Context Protocol, allowing AI agents to verify factual consistency and detect contradictions in text.

MCP-Weather Server

An intermediate agent server that enhances LLMs with weather data capabilities using the Model Context Protocol (MCP) framework, enabling retrieval of real-time weather information.

@payretailers/mcp

Enables AI assistants to build PayRetailers cross-border payment integrations accurately by providing official documentation, endpoint specs, country-specific payload validation, webhook guidance, and integration prompts as MCP resources, tools, and prompts.

gitlab-review-mcp

Enables interaction with GitLab projects, merge requests, issues, and code reviews through Claude AI, providing tools for code review and project management.

Jenkins MCP

MCP server that connects AI agents to Jenkins, supporting stdio and HTTP transports with tools for jobs, builds, logs, and queue management.

Mattermost MCP Server

An MCP server for interacting with Mattermost workspaces, providing tools to manage channels, messages, threads, reactions, and user profiles via the Mattermost REST API.

ArcGIS Pro MCP

Lets AI assistants control a live ArcGIS Pro session through arcpy, including layer management, attribute queries, geoprocessing, symbology, and export.

flashback-memory

Enables conversation memory for LLMs by storing chat history and retrieving relevant memories via embedding-based semantic search, supporting tools like store_turn and flashback_memory.

Sales MCP Server

Enables users to query enterprise sales data from a local SQLite database and investigate anomalies through an inline dashboard with human-in-the-loop review buttons.

Kleap

Enables AI agents to build, edit, and publish live websites with hosting, database, auth, and domains via the Model Context Protocol.

memory-mcp

Provides persistent memory for AI assistants via MCP, enabling them to store and recall facts, preferences, and tasks across conversations using either local file storage or a cloud backend with semantic search.

forge-mcp

A read-only MCP server that provides Claude Code with structured knowledge about the Forge repository, including templates, project structure, documentation, validation rules, doctor checks, and generated-project conventions.

mcp-stratz

Enables querying Dota 2 data (hero stats, player matches, player heroes) via the STRATZ API, with support for arbitrary GraphQL queries.

UnityAutonomousMCP

A comprehensive autonomous agent framework for Unity 2022.3.22f1 combining Model Context Protocol with AI decision-making, enabling intelligent task planning, editor automation, and multi-agent coordination.

AI Gateway MCP Server

Provides unified access to multiple AI providers through Vercel AI Gateway, enabling question answering, web search, multi-model research, and model listing.

mnema

Provides a file-first personal memory layer for AI agents, enabling them to store and retrieve memories as markdown files with an SQLite index. The MCP server offers read-only search by default, with optional write tools for manual memory addition and conflict resolution.

Muibook Guidelines MCP Server

Provides design system guidelines and component documentation to Cursor Desktop, enabling accurate advice on UI components, patterns, and best practices.

MCP Telegram Cloud

Open source MCP server that connects a Telegram account to AI assistants over OAuth + QR login, enabling read-only and safe state-change operations.

PostWire

Lets any AI agent post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon and Discord through a single post_to_social tool. Connect an account once, then publish everywhere.

Java Map Component Platform (Java MCP)

Java MCP 服务器 (Java MCP fúwùqì)

RhinoMCP

Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control through tools like object creation, layer management, and code execution.

albumentations-mcp

Enables natural language image augmentation via the MCP protocol, using Albumentations to apply transforms like blur and rotation from plain English descriptions.