Discover Awesome MCP Servers

Web Inspector MCP

Enables AI assistants to inspect, debug, and test web pages using Playwright. Provides comprehensive DOM inspection, visibility debugging, layout validation, and element finding capabilities in real browser environments.

Proflores MCP Server

Enables management of the Proflores budgeting system, allowing users to interact with catalogs for clients, projects, and resources. It supports comprehensive budget operations including creation, item updates, and Unit Price Analysis (APU) through a Supabase backend.

MailInApp for Claude Desktop

Enables Claude Desktop to interact with MailInApp projects, campaigns, and contacts. Allows designing and reading interactive email results with explicit confirmation for sending real campaigns.

overleaf-paper-mcp

MCP server for managing academic LaTeX projects in Overleaf: create projects, transfer files, compile documents, inspect compiler output, and download PDFs.

Sleeper Fantasy MCP

Enables comprehensive Sleeper Fantasy Football integration with Claude, providing real-time player projections, historical performance analytics, league management, and waiver wire analysis. Supports advanced NFL metrics, lineup optimization, and matchup analysis for fantasy football decision-making.

Munin AI Memory

Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: * Multi-Project Support: Isolate memories into separate "brains" (Context Cores). * GraphRAG: Automatically builds a knowledge graph from your context. * Sub-200ms Search: Blazing fast Hybrid & Semantic

renef-mcp

MCP server for Renef, providing dynamic instrumentation and reverse engineering capabilities for Android ARM64, including native hooking, Java interception, and memory manipulation.

gemini-image-studio-mcp

MCP server for AI image generation and editing using Google Gemini, supporting structured JSON editing for precise, repeatable control over web assets, ad creatives, and brand visuals.

android-mcp-server

Enables Android device control via ADB and scrcpy, including device management, app management, file operations, shell commands, input simulation, screen mirroring, and UI element inspection.

Mailbunker_MCP

Zero-trust encrypted email archiving and search MCP server with real-time IMAP IDLE ingestion, AES-256-GCM encryption, SQLite FTS5 full-text search, and Obsidian vault export, exposing tools for AI assistants to search, retrieve, and manage emails.

SCP

Enables content inspection, sanitization, containment, and quarantine for LLM security, preventing prompt injection and credential leaks.

budget-evaluation-mcp

MCP server that evaluates engineering budget Excel workbooks against PER budgets, QS estimates, and historical unit rates, producing structured reports with approval recommendations and enabling follow-up Q&A via AI.

@modusop/mcp-server

Acts as a stdio-to-HTTP proxy for Modus Brain, enabling MCP-compatible AI clients to access an organization's knowledge base in ModusOp.

Domain Checker

Check domain name availability via RDAP. Single lookups, bulk checks (up to 50), and smart name suggestions with registration links. No API key needed.

YouTube Content Extractor MCP

Extracts YouTube video metadata, titles, and descriptions along with transcripts generated from subtitles or OpenAI Whisper speech-to-text. This server enables users to retrieve and analyze detailed video content directly within MCP-compatible environments.

cogvideox-drama-mcp

An MCP server that turns drama scripts into storyboard shots and generates videos for each shot using Zhipu CogVideoX, returning timed download URLs. It can be integrated with MCP-compatible agents like LangChain, Dify, Cline, and Cherry Studio.

agent-eval-mcp

An MCP-style stdio server for evaluating AI agent outputs, enabling CI-friendly quality gates, regression comparisons, and canary promotion decisions.

GitIntel

A local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and risk scoring for AI agents.

lens

Provides token-efficient code retrieval for coding agents by indexing repositories and enabling ranked snippet search, symbol outlines, and surgical line reads.

ipynb-mcp

An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab session via the Model Context Protocol.

App Store Connect MCP Server

Exposes the full App Store Connect API (1,263 operations) to AI agents via four token-efficient MCP tools, enabling app metadata, TestFlight, subscriptions, and reporting management through natural language.

AkShare MCP Server

Enables querying Chinese A-share and index financial data, including real-time quotes, historical bars, and index snapshots, with built-in fallback for unstable endpoints.

TikTok Marketing MCP

Free MCP server to automate TikTok viral marketing — search trending videos, analyze hashtags, and draft video scripts. Premium features powered by DeepSeek AI unlock AI-driven optimal posting times, hashtag strategies, and script generation.

libsrc

Resolves project dependencies and provides local source code paths for AI agent inspection by auto-detecting the build system, resolving dependencies, cloning source repos, and checking out correct versions as git worktrees.

Explain Changes

Enables AI to perform peer review of its own code changes by displaying annotated diffs with inline comments in a VS Code/Cursor panel. The AI can analyze its modifications and provide explanations directly alongside the changed code, similar to human code review workflows.

vidsight

Enables AI agents to query local video timelines by extracting speech, frame captions, and on-screen text into a SQLite store, exposing search and retrieval tools via MCP.

Harper MCP Server

Exposes HarperDB tables and custom resources as structured MCP resources, enabling read-only access and filtering through JSON-RPC calls.

Researcher MCP Server

Enables LLMs to research answers using DuckDuckGo web and news search plus Wikipedia, providing up-to-date information and current events.

Sekha MCP Server

This MCP server exposes Sekha memory tools (store, search, update, etc.) to any MCP-compatible client, enabling persistent conversation memory across Claude Desktop, Claude Code, and other applications.

MemoryMesh

这个项目基于 MCP 服务器仓库中的知识图谱内存服务器，并保留了其核心功能。