Discover Awesome MCP Servers

mcp-research

An incremental financial-data MCP server built on Cloudflare, currently offering a read-only Hono API for accounts, transactions, and analytics with D1 and Drizzle. Future plans include OAuth and MCP integration.

mcp-csv-analyst

An MCP server that enables AI assistants to load, query, and analyze local CSV files using tools for filtering, aggregation, and grouping. It provides capabilities to describe schemas, calculate statistics, and sample data directly from CSV files.

SkillFM BYOK Vault MCP

BYOK vault and provider API key usage guidance for MCP-capable agents.

Doctah-MCP

Enables AI assistants to search and access Arknights game data including operator information, enemy intelligence, skills, talents, and attributes through PRTS.wiki integration. Provides fuzzy search functionality for operators and enemies with clean Markdown output.

Search MCP

Enables LLM-powered search with Elasticsearch, including query planning, expansion, and intelligent filtering for e-commerce.

Verum

Verum's MCP server turns any codebase into a deterministic, queryable fact layer — an agent can ask who calls a function, what a change impacts, where the dead code and duplicates are, which client calls hit which routes, and run a full security/quality audit. It returns byte-identical answers in a few hundred tokens instead of grepping and reading whole files.

FastMCP Orders Server

Enables querying customer orders from a PostgreSQL database by customer ID or email, with optional minimum amount filtering.

MCP Debat

Orchestrates sequential debates between multiple AI models across four phases (constructive, challenge, closing, synthesis) with host intervention and anti-sycophancy enforcement.

Medusa Slack Gate

Human-in-the-loop approval gate for MCP agents, classifying tool calls by risk and requiring Slack-based human approval for medium/high risk actions.

postiz-mcp

Enables interaction with Postiz for social media scheduling, content management, and analytics through MCP-compatible clients, with write and delete operations gated by environment variables.

Lido MCP Server

Enables AI agents to interact with the Lido protocol for ETH staking, position management, and governance participation across Ethereum and L2 networks. It provides tools for querying balances, simulating transactions, and executing complex workflows like withdrawals and DAO voting through a safety-first interface.

jlink-mcp

Enables AI assistants like Claude to directly debug microcontrollers via JLink, supporting breakpoints, single-step, memory/register access, variable inspection, RTT logging, and firmware flashing.

AWS Lambda Tool MCP Server

Bridges MCP clients and AWS Lambda functions, enabling generative AI models to invoke Lambda functions as tools without code changes.

Silver Price MCP Server

Fetches real-time silver prices and chart images from MCX India via Groww.in, including price metrics, trends, and a base64-encoded PNG chart.

mcp_ctl

一个跨平台管理所有 Minecraft 服务端的包管理器

Weather MCP Server

A Model Context Protocol server that provides real-time US weather alerts and forecasts via the NOAA National Weather Service API.

Coding Standards MCP Server

Automatically enforces team coding standards in AI-assisted development by providing an MCP server that AI assistants can query for language-specific standards, style guides, and best practices.

@vibemap.ai/mcp-server

Connects IDE agents to VibeMap via MCP, allowing AI coding agents to load project specs or reverse-engineer codebases into structured VibeMap assets.

agentrem

MCP server for managing structured reminders for AI agents, with persistent storage, full-text search, and cross-session support.

ai-explore-review-loop

Enables Claude Code sessions to wait for a durable, exact-head GitHub pull-request review and continue the same review/fix/push loop without polling, using Supabase durable state and Realtime wake-ups via ordinary stdio MCP.

ATLAS Life Safety Decision MCP Server

Provides local safety regulation, weather, and dining hygiene context tools for the ATLAS multi-agent safety evaluation system.

Penfield AI Memory

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

mcp-clockify

MCP Clockify 服务器

scrcpy MCP Server

Exposes Android device control via adb and scrcpy as 22 tools for MCP clients like Claude Code and Codex CLI.

Perforce P4 MCP Server

Integrates with Perforce P4 version control system via Model Context Protocol, providing safe read/write tools for changelists, files, shelves, workspaces, jobs, reviews, and server metadata.

TChat MCP Server

Enables interacting with Telegram chats through a browser-bound MCP bridge, providing tools to list chats, read messages, and send messages with optional AI assistance.

ClaudeSmalltalk

Connects Claude Desktop to a live Smalltalk environment to browse classes, evaluate expressions, and manage methods in Squeak or Cuis images. It utilizes a dedicated agent to delegate Smalltalk programming tasks to local or cloud-based LLMs while maintaining a secure connection to the live image.

subagent-harness-mcp

A local MCP server that enables Codex and other MCP clients to orchestrate native external coding-agent harnesses through a normalized lifecycle, with guarded execution and deterministic testing.