Discover Awesome MCP Servers

ai-usage-metrics-mcp

A MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and debug AI interactions.

Hellō Admin MCP Server

Enables AI assistants to create and manage Hellō applications with full developer context, supporting app creation, updates, secret generation, and logo management through a single unified tool.

Abacus

An MCP server for local Excel automation, providing 88 tools for reading, manipulating, and analyzing Excel files. It supports .xlsx, .xls, and .csv formats, with a unique nine-chapter classification system.

CorporateTravel Dispatch MCP

MCP server exposing CS Executive Services dispatch platform and airplanes.live flight tracking as portable, agent-agnostic tools.

Citation Safe

Deterministic legal citation verification for AI-generated legal briefs. Three-layer verification: CourtListener database lookup, quote-match against primary source, and LLM edge-case verification. Free tier available.

TempoGraph

Code graph context engine that parses codebases with tree-sitter (170+ languages), builds structural dependency graphs, and provides 24 MCP tools for code intelligence. One prepare_context call gives your AI agent the right files for any task. Includes focus, blast radius, hotspots, dead code detection, and hybrid search.

mcptokens

Provides tool to count token cost of any MCP server's tool definitions, enabling agents to assess cost before enabling.

code-rules-mcp

用于将代码规则可靠地读入 Agentic AI 上下文的 MCP 服务器。 (MCP 服务器用于可靠地将代码规则读入自主智能体 (Agentic AI) 的上下文。)

ibkr-mcp-server

MCP server for Interactive Brokers API integration, enabling account management, trading, market data, and short selling analysis through Claude.

GitHub Repo Assistant MCP Server

Enables creating GitHub repositories under a fixed owner and pushing multiple files in a single commit via the Git Data API, designed for deployment as a Vercel serverless function.

FlowMCP

The world's first AI-to-3D data visualization bridge. An MCP server with 75 tools that lets any AI assistant transform raw data into interactive 3D spatial visualizations via Flow Immersive.

ArXiv MCP Server

Enables AI assistants to search and access arXiv papers through the Model Context Protocol, with local paper storage and research prompts.

MCP PowerBI Controller

Enables Claude to read, analyze, and write directly to local Power BI semantic models and Excel workbooks without exporting to the cloud.

dev-skills

An MCP server that equips AI assistants with specialized, opinionated development playbooks for building microservices, frontends, databases, and DevOps pipelines. It integrates with clients like VS Code Copilot, Claude Desktop, and Cursor to provide battle-tested expertise.

mcpserve-py

Exposes SQLite database query tools and markdown document resources over JSON-RPC 2.0 stdio transport, enabling AI assistants to read and search documents and execute read-only SQL queries.

test-dcr-mcp-server

A spec-compliant remote MCP server with built-in OAuth 2.1 and Dynamic Client Registration, enabling Notion Custom Agents to connect via 'Sign in with OAuth' without bearer tokens. It supports SSO federation to Google and Microsoft Entra, and includes basic tools like whoami, echo, and slow_task.

Proxima Centauri

A local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code editors. It supports multiple providers and includes a self-healing Python agent for multi-agent delegation and cross-session memory.

Notarize

Signed AI content provenance with PII scrubbing — timestamps and signs AI-generated outputs for EU AI Act and FTC compliance.

mcp-marmiton

MCP server that searches French recipes from Marmiton, reads ingredients and steps, and rescales quantities to any number of servings without requiring an API key.

zephyr-squad-server-mcp

An MCP server that enables AI agents to drive Zephyr for Jira (Server/Data Center) test management via ZAPI. It exposes operations for test cycles, folders, executions, test steps, step results, and ZQL search over stdio for use with any MCP client.

Time MCP Server

Provides current time information and timezone conversion capabilities using IANA timezone names. Enables LLMs to get current time in any timezone and convert times between different timezones with automatic system timezone detection.

mcp-cogview

MCP server for generating images via Zhipu CogView, supporting synchronous and asynchronous generation with progress notifications, plus health check endpoints.

mcp-trafilatura-server

This MCP server enables clean web content extraction from URLs or HTML using Trafilatura, supporting multiple output formats and configurable extraction options.

shared-docs-mcp

MCP server for a shared Postgres-backed knowledge base with hybrid retrieval and agentic RAG, enabling coding agents to upload, search, and ask questions over documents with cited answers.

UPS MCP Server

Enables AI agents to create shipments, track packages, get rates, validate addresses, schedule pickups, and find UPS locations via the UPS API.

MCP Agents Server

Facilitates interaction and context sharing between AI models using the standardized Model Context Protocol (MCP) with features like interoperability, scalability, security, and flexibility across diverse AI systems.

salonrunner-mcp

Enables AI assistants to find, book, and cancel salon appointments via SalonRunner accounts. Self-hosted for local or remote use.

kaduno-pullpush-mcp

MCP server for PullPush.ai integration sync engine, providing 43 tools to manage connectors, flows, sync operations, diagnostics, and more through the Model Context Protocol.