Discover Awesome MCP Servers

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.

@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.

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.

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.

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.

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

Máy chủ MCP để đọc các quy tắc mã một cách đáng tin cậy vào ngữ cảnh AI Agentic.

LLM Wiki Harness

Enables building and querying a local wiki knowledge base from raw source files via MCP tools and a PyQt viewer.

qualys-pci-mcp

A read-only MCP server for the Qualys PCI Merchant API that lets LLM assistants answer questions about PCI compliance posture, such as which hosts are failing PCI or listing high findings.

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.

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.

ibkr-mcp-server

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

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.