Discover Awesome MCP Servers

two-tower-recsys-mcp

Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable recommendation scores, enabling LLM agents to query a trained two-tower recommender over Amazon Reviews data.

claude-nb-mcp

Integrates nb command-line note-taking with Claude Code, enabling adding, listing, searching, and showing notes organized by project directory.

ponylink-rules-mcp

Provides read-only semantic search over the company's 36 internal rule documents (e.g., employment, HR, disciplinary, attendance, salary regulations). It exposes tools to query the knowledge base by natural language and to retrieve total chunk count, with no modification capabilities.

spacedata

Aggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI.

iikona-mcp-proxy

Acts as a stdio-to-HTTP proxy for the 1C runtime-MCP service, enabling MCP clients like Claude Desktop to interact with 1C tools.

myscrape

A self-contained web-research MCP server that lets local LLM agents search, fetch, and synthesize web content using tools like web_search, web_fetch, and web_research.

secops-mcp

All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.

MCP OpsBridge

Unified MCP server exposing 12 DevOps tools across GitHub, PostgreSQL, Slack, and Google Calendar for AI agents, with rate limiting, input validation, and per-service scoped tokens.

hanzi-write

Provides tools for Chinese character stroke order animation with tracing practice and real-time weather queries for major cities.

factura-uz-mcp

MCP server for Factura.uz electronic invoicing system (Uzbekistan). Supports creating, signing, accepting, and rejecting e-invoices, plus company and product lookups.

edu-db-readonly-mcp

Enables LLM agents to safely query educational administration databases through read-only MCP tools, enforcing SQL whitelisting, automatic LIMIT caps, parameterized queries, timeouts, token authentication, and audit logging.

Screaming Frog MCP Server

Enables AI assistants to analyze Screaming Frog SEO Spider crawl data through tool calls, supporting audits for broken links, redirects, indexability, and more.

taskmarket-mcp-server

MCP server enabling AI agents to browse, claim, track, and submit work on the Taskmarket decentralized task marketplace with USDC rewards.

application-tracker

Enables AI agents to manage job applications, documents, and contacts via the Application Tracker workspace, with read-only or write access controlled by administrator settings.

Cloud Agent

A hosted AI software engineer that writes code, opens PRs, reviews code, generates tests, runs security scans, and answers codebase questions. Connect from any MCP client (Claude Code, Cursor, Windsurf, or your own agents) and delegate engineering tasks.

simple-browser-use-mcp

An MCP server for automating browser tasks using the Browser Use API. Provides tools to run, monitor, and manage browser automation tasks.

VoiceAI-MCP-VAVicky

Best VoiceAI White Label Platform for Agencies with Full MCP Connectivity to Any Platform for Custom VoiceAi & AI Chat Integrations and You Keep 100% of the Profits

mcp-timezone

Provides timezone information via timeapi.io, enabling listing of 590+ IANA timezone strings.

Elasticsearch MCP Server

A read-only MCP server for Elasticsearch 7.10 clusters, providing tools for cluster info, health, index listing, and Query DSL search with Google OAuth and Bearer token authentication.

cosmos-mcp

Unofficial MCP server for cosmos.so that enables AI agents to search visual content, find similar images, and create/manage collections to build moodboards.

GoProfiles MCP Server

Exposes GoProfiles as tools for AI assistants, allowing users to interact with GoProfiles via natural language.

google-analytics-mcp

A powerful Model Context Protocol (MCP) server that provides comprehensive Google Analytics 4 (GA4), Google Search Console (GSC), and Google Merchant Center (GMC) integration for Claude Desktop and other MCP clients.

Phaser Editor MCP Server

Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, assets, and tilemaps. It enables developers to create, modify, and inspect game content within the editor's environment through natural language interactions.

databricks-mcp-server

databricks-mcp-server

pindoc

Code-pinned team memory for AI coding agents — typed artifacts (Decision/Analysis/Debug/Task), MCP-native workflow, self-host with Docker Compose.

nyx-fund-mcp

Provides hedge fund back-office calculations (fees, NAV, exposure, costs) and institutional LP report grading, accessible for free without an API key.

mcp-turboquant

MCP server for LLM quantization. Compress any HuggingFace model to GGUF, GPTQ, or AWQ format. 6 tools: info, check, recommend, quantize, evaluate, push. Self-contained Python server — no external CLI needed.

repo-guardian

Enables agents to audit and safeguard repositories by detecting dependency pinning issues, license compliance problems, hardcoded secrets, and dead code through MCP tools.

ziti-mcp-server

Manage OpenZiti zero-trust networks — through natural language