Discover Awesome MCP Servers

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.

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.

@rosalinddb/mcp

Model Context Protocol server for RosalindDB, enabling AI clients to create datasets, ingest vectors, run similarity queries, and check usage on a cost-optimized vector search database.

warp-drive-mcp

MCP server that exposes WarpDrive and EmberData docs as tools, enabling assistants to look up real documentation instead of guessing.

mcp-lock

MCP servers are installed via npx -y @scope/package — which silently downloads the latest version every time your AI tool starts, with no integrity check. mcp-lock fixes this by recording exact tarball hashes on first run and detecting any changes on every run after that — the same guarantee npm ci gives you for Node.js projects.

Q1-Reviewer-MCP

An MCP server that simulates a ruthless Q1 journal reviewer to analyze academic manuscripts for red flags and generate a formatted .docx decision letter.

my-mcp-server

A minimal MCP server for task management with a widget-based UI, built using the @miragon/mcp-toolkit.

Fusion 360 MCP Integration

Enables AI assistants to interact programmatically with Autodesk Fusion 360 for creating parametric 3D models through simple API calls.

SentinelAI MCP Server

Enables secure enterprise AI agents to access internal tools like GitHub, Gmail, Calendar, file systems, databases, and knowledge bases through the Model Context Protocol, with built-in security, audit, and observability.

wctx

Wctx is an MCP server that captures structured, evidence-backed context from completed coding agent sessions and serves it to future sessions, enabling cross-repository knowledge reuse without cloud dependencies or embeddings.

ssh-mcp-jumpserver

Enables AI agents to execute commands on remote servers via SSH with dynamic host discovery through JumpServer and automatic username fallback.

gemini-search-mcp

MCP server for web search powered by Google AI Mode (Gemini). Enables any AI agent to search the web in real-time for free and without rate limits.

go-unifi-mcp

MCP server for UniFi Network Controller enabling AI assistants to manage UniFi infrastructure via natural language. It supports firewall rules, IPv6, and uses lazy/eager tool modes to minimize context usage.

expo-android

MCP server for Android emulator automation via ADB.

After Effects MCP

MCP server that lets AI assistants control Adobe After Effects via natural language, enabling composition and layer creation, animation, effects, presets, rendering, and arbitrary ExtendScript execution with Arabic/RTL support.

youtube-mcp

A lightweight MCP server for reading public YouTube data, offering tools to fetch video transcripts, playlist contents, and video metadata without requiring an API key.

ai-verify-mcp

An MCP server for validating AI-generated code through automated browser testing, evidence collection, and intelligent diagnostics.

figma-mcp

Read-only Figma MCP server that enables design-to-code workflows by talking to the Figma REST API with a personal access token, for use with Claude Code and GitHub Copilot.

everything-slim

Token-optimized MCP server that reduces context window usage by 59.5% by grouping 12 tools into 5 semantic operations, preserving all original functionality for AI assistants.

ChunkTuner

Tools to benchmark chunking strategies for your RAG corpus.

OpenFeature MCP Server

Provides OpenFeature SDK installation guidance through MCP tool calls. Enables AI clients to fetch installation prompts and setup instructions for various OpenFeature SDKs across different programming languages and frameworks.

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.

Cisco IQ MCP Server

A local MCP server that exposes Cisco IQ's Assets and Assessments REST APIs as read-only MCP tools, enabling AI assistants to query asset inventory, contracts, lifecycle data, security advisories, and field notices.

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.