Discover Awesome MCP Servers

Provena

Enables tracking and querying the provenance of AI-generated code, showing which sources influenced each line of code.

browserd

A continuously-recording Chromium daemon exposed over MCP, enabling AI agents to query past network, console, and DOM activity and control a headed browser.

Personal Neo4j Memory Server

Provides AI assistants with persistent, graph-based memory using Neo4j, enabling semantic search and complex relationship tracking. It features specialized Cloudflare Access support for secure remote connections and isolated multi-database management for different projects.

VoxFabric

VoxFabric is an MCP server for speech I/O, enabling TTS playback via Edge TTS and optional local ASR listening from any MCP host.

Discord MCP Server

Enables interaction with Discord through the Model Context Protocol, providing access to all Discord features like channels, messages, threads, reactions, and roles. Supports secure Discord bot operations with rate limiting, caching, and comprehensive API coverage for OpenAI, LangChain, and other MCP clients.

Covalent Bond

Allows two AI coding agents on different machines to securely pair and share files, context, and conventions through an end-to-end encrypted peer-to-peer channel with human-in-the-loop consent.

figma-agent-mcp

Connects AI agents to Figma through a local WebSocket bridge, enabling read/write access to open Figma files, node manipulation, and AI-assisted rename/group features.

Semantic API

Natural language API discovery MCP server. Search 700+ API capabilities across 163 current providers, get, exact endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.

K League API MCP

Enables querying K League official data (rankings, matches, players) via SQL using natural language, with a pre-built SQLite database.

Test Runner MCP

通过模型上下文协议接口，促进对各种测试框架（包括 Bats、Pytest、Flutter、Jest 和 Go）的统一执行和结果解析。

GimpMCP

An MCP server that allows LLMs to control GIMP programmatically, including images, layers, selections, text, transforms, filters, and arbitrary Script-Fu code.

unreal-api-mcp

Provides accurate Unreal Engine C++ API documentation to AI agents, preventing hallucinated signatures and incorrect includes.

Procheiron

MCP server that adds a trust layer to AI agent memory, enforcing independent review and tamper-evident audit chains for any memory store. It provides tools to search, get, propose, and promote memories under governance rules.

rapidapi

Okay, here's a translation of "integrate RapidAPI for testing" into Chinese, along with some context and considerations for different interpretations: **Most Common/General Translation:** * **使用 RapidAPI 进行测试集成** (Shǐyòng RapidAPI jìnxíng cèshì jíchéng) * This is a straightforward and generally applicable translation. * `使用 (shǐyòng)`: "Use" or "Utilize" * `RapidAPI`: (Transliterated) RapidAPI * `进行 (jìnxíng)`: "To carry out," "to conduct," or "to perform" * `测试集成 (cèshì jíchéng)`: "Testing integration" **Alternative Translations (depending on the specific meaning):** * **将 RapidAPI 集成到测试流程中** (Jiāng RapidAPI jíchéng dào cèshì liúchéng zhōng) * This emphasizes integrating RapidAPI *into* a testing process or workflow. * `将...集成到...中 (jiāng...jíchéng dào...zhōng)`: "Integrate...into..." * `测试流程 (cèshì liúchéng)`: "Testing process" or "testing workflow" * **为了测试，集成 RapidAPI** (Wèile cèshì, jíchéng RapidAPI) * This emphasizes the *purpose* of the integration is for testing. * `为了 (wèile)`: "For the purpose of" or "In order to" * `测试 (cèshì)`: "Testing" * `集成 (jíchéng)`: "Integrate" * **利用 RapidAPI 进行测试** (Lìyòng RapidAPI jìnxíng cèshì) * This emphasizes *leveraging* RapidAPI for testing. * `利用 (lìyòng)`: "Utilize," "Leverage," or "Make use of" **Key Considerations and Nuances:** * **"Integration" is key:** The word "integration" itself can be translated in a few ways. `集成 (jíchéng)` is the most common and generally accepted translation for software integration. * **Context is crucial:** The best translation depends on the specific context. Are you talking about: * Integrating RapidAPI into an existing testing framework? * Using RapidAPI to test APIs? * Integrating RapidAPI's testing features? * **Transliteration vs. Translation:** While you *could* translate "RapidAPI" into Chinese, it's generally better to transliterate it (keep it as "RapidAPI") because it's a proper noun and a well-known brand. This avoids confusion. **Example Scenario and Translation Choice:** Let's say you're writing documentation for developers on how to use RapidAPI to test their APIs. In that case, the best translation might be: "**使用 RapidAPI 进行 API 测试集成**" (Shǐyòng RapidAPI jìnxíng API cèshì jíchéng) This translates to: "Use RapidAPI to perform API testing integration." It's clear and specific. **In summary, the best translation is likely `使用 RapidAPI 进行测试集成 (Shǐyòng RapidAPI jìnxíng cèshì jíchéng)`, but consider the context to choose the most accurate and appropriate option.**

Jira MCP Server

A local MCP server for managing Jira issues, enabling creation, update, deletion, search, and commenting on issues via natural language.

claude-code-mcp

A comprehensive guide and template collection for building model Context Protocol (MCP) servers using FastMCP and deploying them to Google Cloud Run.

korean-vocational-learning-map-mcp

MCP server providing a local learning graph for the Korean vocational high school curriculum (2022 revised), including 8,425 achievement standards, topics, and 10 tools for searching standards, topics, prerequisites, and learning roadmaps.

meetmyagent-mcp

Enables AI assistants to search, browse, and list businesses, services, and products on the MeetMyAgent marketplace.

fizzy-mcp

Enables AI assistants to interact with Fizzy boards, cards, and projects through natural language, with full API coverage and multiple transport options.

mcp-arcgis-fontana

Enables searching and querying City of Fontana, California open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services.

mcpMulti.py

一个简单的聊天循环，包含多个 MCP 服务器。

Fast Embedding MCP SSE

Provides fast static embedding, similarity, and search capabilities via MCP tools and an OpenAI-compatible HTTP API using a tiny 16M-parameter English embedding model.

calcfi-mcp

24 free personal-finance and macro tools (mortgage, paycheck, tax, FRED, BLS) for LLM agents. Zero API keys, stdio transport, source-cited from IRS, Federal Reserve, BLS, Treasury, and Freddie Mac.

Senado BR — Brazilian Federal Senate Open Data

MCP server for Brazilian Federal Senate open data — 90 tools covering the legislative process, Senate administration, and citizen participation. Hosted on Cloudflare Workers (Streamable HTTP), no authentication required. Tool names and responses are in Portuguese (pt-BR), matching the official Senate data.

Ops Lense

Enables commerce operations specialists to investigate and resolve stuck orders by diagnosing issues and performing safe, bounded remediations through AI-driven tools.

IcebergMCP

An MCP server that enables natural language interaction with Apache Iceberg data lakehouses, allowing users to query table metadata, schemas, and properties through Claude, Cursor, or other MCP clients.

PayPal Account Updater Subscription Connector

提供与 PayPal 账户更新服务的集成，使商家能够通过订阅管理和 Webhook 通知在其电子商务系统中维护最新的支付卡信息。

claude-openmax

A Claude Code runtime adapter for OpenMax/CWS that enables bidirectional messaging and exposes workspace services as MCP tools.

MCP QR Code Server

A server that connects large language models to QR code generation capabilities via Model Context Protocol, supporting multiple content types (URLs, WiFi credentials, contacts, text), output formats, and customization options.

csv-analyzer

A local MCP server for analyzing CSV files from your filesystem, particularly suited for chatbot conversation logs. Allows listing, reading, filtering, merging, and statistical analysis of CSV data via natural language.