MCP Server Tutorial

The Milvus MCP server enables AI applications to interact with Milvus vector databases using natural language commands. It allows AI models to perform vector searches, manage collections, and retrieve data without writing custom database queries. This integration facilitates seamless access to vector data, enhancing the capabilities of AI tools like Claude Desktop and Cursor.

Verifiable document intelligence for AI agents. Extract, summarize, translate, claim-check, and notarize PDFs & URLs. Evidence bundles with cryptographic proofs and on-chain attestation. 20 MCP tools.

高德地图官方 MCP Server

Runtime Cognitive Cortex for AI coding workflows. Contorium provides workspace awareness, project memory, runtime monitoring, MCP context synchronization, and optional cognitive insights without taking control away from developers.

Give teams and AI assistants a shared understanding of goals, projects, decisions, and risks.

MCP server giving Claude, Cursor, and other AI agents live access to 1.5M+ active U.S. job listings. Salary-tagged, recency-sorted, pulled from corporate ATSes (Workday, Greenhouse, Lever). Free accounts see listings 7+ days old; subscribers see day-0 listings.

The first MCP-native sponsored product ad network for beauty. RTB auction in <100ms. 6 tools. Tools: sponsored_search, brand_spotlight, routine_builder, skin_match, fire_billing_event, get_shopper_prefs

AutoSearch exposes a complete systematic-review pipeline as 6 MCP tools — not a thin search wrapper. `autosearch_run_research` launches an async PRISMA 2020 run (multi-source academic search across OpenAlex, Crossref, PubMed, Semantic Scholar, arXiv, ClinicalTrials.gov, DBLP and DOAJ; screening with recorded inclusion/exclusion decisions; evidence synthesis; IMRAD paper with APA references and PRISMA flow counts). Companion tools poll status, fetch the finished paper (markdown/JSON/PDF), verify any DOI live against Crossref, run one-shot evidence searches, and list runs. Citations are verified by construction: every DOI is checked against the Crossref API before it enters a deliverable, and a re-runnable citation-integrity benchmark is published at https://exatoshi.uk/trust (latest: 99/99 DOIs resolved, 0 fabricated, across 23 real deliverables — failures would be published too). Auth is a single `x-api-key` header; free account includes 50 credits. Docs with schemas, JSON examples and credit costs: https://exatoshi.uk/developers

Lovie is the Company Formation MCP server for AI tools. Form companies (state, entity type, name-availability check, shareholders, certificate, filing fee), open bank accounts, issue virtual/physical cards, send invoices, run payments, and categorize transactions — all from your AI agent. A lightweight npx stdio proxy bridges your tool to the Lovie server over HTTPS with OAuth; ~79 business tools.

Let any AI agent paper-trade crypto spot, futures, and prediction markets on CoinRithm using a user-minted API key. A simulated 50,000 virtual-mUSD account (no real money, not financial advice), 21 scope-gated tools, and a public Agent Arena leaderboard. Works with Claude, ChatGPT/Codex, and Gemini via MCP or OpenAPI.

**AgentLadle** is a specialized Model Context Protocol (MCP) server designed for AI developers and platforms. By integrating this server, your AI assistants (like Claude) gain the superpower to instantly search, extract, and comprehend the **Annual Financial Reports (2023-2025)** of all listed companies in the **Chinese A-share market** (Shanghai and Shenzhen exchanges).

An MCP server that provides a tool for sending transactional emails via Mailtrap

基于Anduin2017 / HowToCook （程序员在家做饭指南）的mcp server，帮你推荐菜谱、规划膳食，解决“今天吃什么“的世纪难题； Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"

AI image generation using various models

Search and discover volunteer opportunities across Spain via hacesfalta.org. Filter by province, category, schedule, age group and more. Each result links to the sign-up page on hacesfalta.org.

Remote MCP server for geographic data — earthquakes, tsunamis, volcanoes, hurricanes, floods, tornadoes, FX rates, UN SDG, World Factbook, WorldPop. Free discovery + free packs; earthquakes & tsunamis paid via x402 on Base USDC. Start with get_catalog, then get_pack.

Human-in-the-loop approvals & notifications for AI agents via WhatsApp (MCP server)

Channel management and messaging capabilities

Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls — DROP TABLE, rm -rf, force-push — before they execute. TOFU catalog pinning against rug pulls, plus tool-poisoning and result-injection scanning. Single Rust binary, Apache-2.0.

A Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.

Safely schedule Outlook meetings on on-prem Exchange EWS with room-aware slot suggestions, local credentials, preview-confirmed writes, and audit-friendly lifecycle records.

Generate invoice and receipt PDFs from JSON. Agent-callable document API with a free demo quota — no install required. Hosted remote MCP server (streamable-HTTP) at https://slipstack.dev/api/mcp; a free demo quota of 10 documents/day per IP applies without an API key. Add an optional Bearer psk_ API key for plan quotas.

Automatically create a remote browser to complete your specified tasks, developed based on Browser Use + Sandbox. 自动创建一个远程浏览器，完成你指定的任务，基于Browser Use + Sandbox开发。

Repository management, file operations, and GitHub API integration

CoreClaw MCP Server enables AI applications to interact with the CoreClaw platform through the Model Context Protocol (MCP). Once connected, your AI agent can search for scrapers in CoreClaw Store, run them with custom parameters, and retrieve structured data — all through natural language conversations.

MCP server for interacting with Neon Management API and databases

Local-first MCP navigator for AI agents. 11,000+ SaaS services, 200 workflow recipes, 89-97% token savings. Works with Claude Code, Cursor, Cline, Zed, Windsurf.