Discover Awesome MCP Servers

ContextGC

基于AST解析的上下文智能压缩MCP服务器，通过提取代码骨架和按需展开函数，节省70-90% token，并支持渐进式上下文加载。

Tribunal TRF4: Certidão Negativa Cível e Criminal

MCP server to consult official negative civil and criminal certificates from TRF4 (Brazilian Federal Regional Court). It provides a single read-only tool for querying certificates, with pay-per-use credits.

Vulnerable Notes MCP Server

A deliberately insecure note management server designed to test security scanners and train developers by demonstrating common MCP vulnerabilities. It provides tools for creating, searching, and exporting notes while featuring intentional flaws like prompt injection and data leakage.

lumialex-mcp

A Model Context Protocol server scaffold for building and deploying custom MCP tools using the mcp-framework.

pref_sc_balneario_cnd

MCP server that enables querying negative debt certificates (Certidão Negativa de Débitos) from the Balneário Camboriú city government in Brazil, providing read-only access to official records through a single tool.

postman-mcp-server

Enables AI assistants to create, manage, and interact with Postman collections, workspaces, environments, and API requests directly from conversations.

ShieldZ Crypto Payments

Keyless crypto payments for AI agents. One MCP call turns any wallet address into a non-custodial crypto payment link or tip jar, no API key and no account, with funds settling straight to your wallet at a 0% platform fee (USDC/USDT, BTC, LTC, DASH, DOGE, ZCASH).

Synapse

A self-hosted, temporal knowledge-graph memory for AI coding agents — shared across projects, queryable across time, written and read via MCP by any Claude Code session.

Studio MCP

Studio MCP transforms any CLI command into an AI tool by using a simple template syntax to define input schemas and arguments. It enables AI agents like Claude and Cursor to execute local scripts and system commands through a dynamically generated Model Context Protocol server.

model-council-mcp

Routes questions to multiple AI models (local and cloud) and synthesizes their answers in individual, categorized, or deconflicted modes.

mcp-label-studio: A Label Studio MCP server

This could refer to a few things, depending on the context. Here are a few possible translations and explanations: **1. Most Likely: "MCP Server" as a general concept related to Label Studio:** * **Chinese Translation:** **MCP 服务器 (MCP fúwùqì)** * **Explanation:** If you're talking about using an "MCP server" *in conjunction with* Label Studio, it's likely referring to a server that handles some aspect of the data pipeline *before* the data reaches Label Studio for labeling. "MCP" itself doesn't have a standard meaning in this context, so it's likely an abbreviation specific to your project or organization. It could stand for things like: * **M**essage **C**ontrol **P**rotocol (unlikely, but possible if it's related to message queuing) * **M**edia **C**onversion **P**ipeline (if you're dealing with images or videos) * **M**odel **C**reation **P**rocess (if it's related to pre-processing data for model training) * **M**anagement **C**ontrol **P**anel (if it's a server for managing data and users) Without more context, it's impossible to know the exact meaning of "MCP." The translation simply reflects that you're talking about a server called "MCP" that is used with Label Studio. **2. If "MCP" is a specific software or tool:** * **Chinese Translation:** (Depends on the actual name of the software/tool. If it's a proper noun, you might just transliterate it.) For example, if "MCP" is a specific software package, you might say: **用于 Label Studio 的 MCP 软件 (yòng yú Label Studio de MCP ruǎnjiàn)** - "MCP software for Label Studio." * **Explanation:** If "MCP" is a specific product, the best translation would depend on its official Chinese name (if it has one). If not, you might transliterate it (e.g., "M-C-P"). The phrase "用于 Label Studio 的..." (yòng yú Label Studio de...) means "for Label Studio." **3. If you're asking about setting up a server *for* Label Studio using a specific method called "MCP":** * **Chinese Translation:** **使用 MCP 方法为 Label Studio 设置服务器 (shǐyòng MCP fāngfǎ wèi Label Studio shèzhì fúwùqì)** * **Explanation:** This translates to "Setting up a server for Label Studio using the MCP method." Again, the meaning of "MCP" is unclear without more context. **In order to provide a more accurate translation, please provide more context. For example:** * What does "MCP" stand for in your context? * What is the purpose of the MCP server? * What are you trying to achieve by using an MCP server with Label Studio? With more information, I can give you a much better and more helpful translation.

InterAgentMail

Enables durable message passing between Codex project agents with MCP tools and automatic wake-up delivery, storing messages as JSON on disk.

deckrun-free

Generates PDF slide decks from Markdown using any MCP-compatible AI client. Free, no authentication, max 10 slides, output URL valid 90 days.

fallestate-us-mcp

A sovereign, MIT-licensed MCP server for FallEstate US, enabling AI agents to sign, manage, and trade property listings and transactions securely with Ed25519 signatures.

Gravity MCP

Enables interaction with WordPress Gravity Forms through natural language, allowing users to manage forms, entries, submissions, and add-on integrations. Provides comprehensive form management capabilities including field operations, entry search/filtering, and secure form submissions with validation.

Integrations MCP

A comprehensive MCP server providing over 390 tools across 66 providers, including major SaaS platforms like GitHub, Slack, and Stripe. It enables AI assistants to interact directly with a wide array of public APIs and utility services through a single interface.

MCP-server-HF-papers

这个仓库是一个 MCP 服务器，它允许我通过 WhatsApp 与 HF 每日报纸进行通信。

SuricataMCP Server

Turn Claude Desktop into a network security analyst. A comprehensive MCP server that connects Claude Desktop to Suricata IDS/IPS for PCAP analysis, rule management, and rule quality linting through natural language.

Rouse Context

Turn your Android phone into an MCP server. AI assistants connect on demand, query your health data, notifications, app usage, and take actions on your device — all end-to-end encrypted, no cloud sync.

hiveecho

MCP server for temporal state queries and cryptographic audit trails. Query historical entity state at any point in time, generate Merkle proofs of past state, and anchor contract snapshots for immutable provenance.

snow-mcp

An MCP server for interacting with a ServiceNow instance via its Table API, enabling CRUD operations on incident, request, and requested item tables, as well as generic operations on any table by name.

Echo Memory

A long-horizon memory architecture for AI agents, providing a scalable, graph-based memory with causal typing and an MCP interface.

machinegrade-validate

Validates AI-generated artifacts (JSON, API responses, SQL) against a contract and returns a verdict.

homebox-mcp

MCP server for Homebox home inventory, enabling natural language queries and management of items, locations, tags, warranties, maintenance, and attachments.

AI Customer Support Agent

An MCP-compatible server providing tools for retrieving order statuses, searching knowledge bases, and managing support tickets. It facilitates automated customer service interactions by exposing internal CRM and database functions through a JSON-RPC interface.

job-agent-mcp

MCP server that aggregates and deduplicates job listings from multiple public sources, ranks them against a user's resume, and exposes tools for searching, viewing details, explaining fit, and tracking applications.

Remote MCP Server Template

A template for deploying MCP servers on Cloudflare Workers without authentication. Enables easy deployment and connection to AI clients like Claude Desktop and Cloudflare AI Playground.

Demo MCP Server

A demonstration MCP server built with FastMCP that provides basic mathematical operations (addition and multiplication) and personalized greeting generation tools with multiple style options.

nod-mcp-server

Enables AI agents to discover and interact with business capabilities by reading structured nod.json manifests from domains, supporting actions like ordering, booking, and searching.

H1B Sponsor MCP

Read-only MCP server for querying H-1B sponsoring employers from the USCIS dataset, providing tools to search employers, get year-by-year approvals, top sponsors, and trends across FY2009-2026.