Discover Awesome MCP Servers

ipython-kernel

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.

OpenDataMCP

Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.

tilnote-mcp-server

Enables AI assistants to create, read, search, and update notes on Tilnote, plus manage books.

backtest-reality-check

Checks whether a trading backtest survives its own statistics: deflated Sharpe, multiple-testing correction against a best-of-N-noise benchmark, minimum track record length, and fill realism. Takes no market data and no API keys, and cannot recommend a trade — it only reports that a result is weaker than claimed or not yet provable.

omp-mcp

Wraps Oh My Pi built-in tools (read, write, edit, bash, grep, etc.) as MCP tools, enabling file operations, shell commands, web search, and agent coordination.

chat-mcp

Connects Claude to your personal Telegram and Slack accounts, letting it read real DMs, groups, channels, unread messages, and search chats, with optional sending enabled by the user.

semantic-saga-mcp

Enables agentic workflows to execute allow-listed side effects with automatic reverse-order compensation on failure, durable SQLite journaling, and idempotent rollback via MCP tools.

Korea E-commerce Integrated Channel MCP

A composite MCP server for managing products across multiple Korean e-commerce platforms (Naver Smart Store, Coupang, 11번가, Gmarket/Auction), enabling registration, updating, sales pause/resume, and deletion with preview and approval before actual execution.

Delx Memory

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe.

AetherTech MCP Server

A production-ready MCP server offering text analysis tools, an in-memory key-value store, and system info resources with support for both stdio and HTTP transports.

yt-music-mcp

MCP server for YouTube Music that enables searching songs and artists, managing playlists, and authenticating via Google OAuth, using STDIO transport.

Rancher MCP Server

A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients.

uk-ai-bill-compliance-mcp

MCP server for UK AI Bill 2026 compliance, implementing a 5-principles framework (Safety, Transparency, Fairness, Accountability, Contestability) to help audit and classify AI systems.

AACT Clinical Trials MCP Server

Provides AI assistants with direct query access to the AACT (Aggregate Analysis of ClinicalTrials.gov) database, allowing structured retrieval and analysis of clinical trial data.

ChatGPT Book MCP Connector

Enables ChatGPT to search for books via Algolia or mock data, returning rich book details.

vision-bridge-mcp

Enables text-only AI agents to analyze and transcribe images via Gemini, letting them understand screenshots, diagrams, and photos without manual copying.

BundlerMCP

Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.

EmailInABox MCP Server

Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked email sending, and analytics.

Tessyr

Enables AI agents to execute authorized payment actions and retrieve receipts through a local authority gateway with configurable approval policies.

pruva-mcp

Remote MCP server for Pruva, enabling AI assistants to manage products, features, and documents over HTTPS with OAuth authentication.

cro_pe_cadastro

Read-only MCP server for querying the Pernambuco Regional Council of Dentistry (CRO-PE) registration database via official sources, enabling verified professional status checks through natural language.

DeepSeek Reasoner MCP

A more enhanced version of "Sequential Thinking" MCP could be translated in a few ways, depending on the nuance you want to convey. Here are a few options: **Option 1 (Focus on Improvement):** * **Vietnamese:** MCP "Tư Duy Tuần Tự" phiên bản nâng cao * **Explanation:** This is a straightforward translation, using "phiên bản nâng cao" which directly translates to "enhanced version." **Option 2 (Focus on Advancement):** * **Vietnamese:** MCP "Tư Duy Tuần Tự" cải tiến * **Explanation:** "Cải tiến" means "improved" or "advanced." This suggests a more significant upgrade than just "enhanced." **Option 3 (Focus on Refinement):** * **Vietnamese:** MCP "Tư Duy Tuần Tự" tinh chỉnh * **Explanation:** "Tinh chỉnh" means "refined" or "fine-tuned." This implies a more subtle but still significant improvement. **Option 4 (More descriptive, emphasizing a better process):** * **Vietnamese:** MCP "Tư Duy Tuần Tự" - Quy trình cải tiến * **Explanation:** This translates to "Sequential Thinking MCP - Improved Process." This is useful if the enhancement is primarily about the process itself. **Which option is best depends on the specific context of the MCP and what kind of enhancement it represents.** **Therefore, to give you the *best* translation, I need more context. What kind of enhancements were made? Is it a major overhaul, a slight improvement, or something in between?**

Wireshark MCP

Enables LLMs to capture, analyze, and summarize network traffic using Wireshark CLI tools, supporting live capture, pcap analysis, and LLM-oriented summaries.

agent-vision

A lightweight MCP server that enables text agents to analyze images and videos using OpenAI-compatible vision models, with tools for image analysis and video frame extraction.

jobstack-mcp

Enables searching and retrieving job postings from multiple job boards (USAJOBS, Adzuna, Jooble, The Muse, Reed, and ATS) through the JobStack API, exposing search_jobs and get_job as MCP tools.

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

atlas-mcp-server

Máy chủ Atlas MCP

Treasure Data MCP Server

An MCP server for interacting with Treasure Data API, allowing users to retrieve database information and check server status through natural language queries.

AI Fuzz Testing MCP Server

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

Modular RAG MCP Server

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.