发现优秀的 MCP 服务器

low-hallucination-vision

A low-hallucination vision MCP server that uses OpenAI-compatible multimodal models with structured prompts, confidence gating, and forced JSON to reduce false claims in image analysis.

Figma MCP Write Bridge

A Model Context Protocol server that enables AI agents to programmatically create, modify, and manage Figma documents via a WebSocket bridge and Figma plugin.

Datapack MCP Server

Validates Minecraft datapack JSON files (recipes, advancements, loot tables, etc.) against official Minecraft data formats using Spyglass.

spotifyMCP

Enables controlling Spotify playback, managing playlists, searching music, and accessing library features through any MCP-compatible AI client. Provides 34 tools for full Spotify integration.

test-mcp

A minimal MCP server that tests Authgear's Dynamic Client Registration and resource-indicator flow, verifying JWTs bound to a specific resource.

mcp-crew

Agent Personas for Claude. 10 tools, 8 personas, 3 workflows. Zero API cost.

app.anakior/atlas-mind

Atlas Mind MCP server exposes 24 tools to read, write, triage, map, rewind, and audit a knowledge base stored as plain files in a git repository, enabling AI assistants to act as an external brain.

EasyPeasyMCP

A lightweight, zero-config MCP server that makes documentation and API specifications instantly accessible to AI models using the llms.txt standard. It enables searching and retrieving full documentation, OpenAPI, and AsyncAPI specs without requiring a complex RAG infrastructure or vector database.

SpaceTraders MCP Server

An MCP server that enables AI agents to interact with the SpaceTraders API, managing agents, fleets, contracts, and trading operations in the SpaceTraders universe.

MCP AWS Monitor

Monitors AWS infrastructure including EC2, RDS, S3, SQS, CloudWatch, and more through 19 tools, enabling natural language queries for infrastructure status.

Inliner MCP Server

Enables AI coding agents to manage image projects, generate and edit images, and check usage via Inliner.ai through natural language commands.

AllocContext

Portfolio-aware crypto context for AI agents. Discover holdings, market, sentiment, macro, and regime; optional allocation analysis. Hosted streamable HTTP MCP with x402 on Base (USDC/EURC). Privacy: pass-through only — keys never stored. Also on PyPI: pip install "alloc-context\[mcp]". Integration: https://github.com/negillett/alloc-context/blob/main/docs/agent-integration.md

Sales Analyzer MCP

Sales anomaly detection for a sample café dataset. Enables analyzing weekly sales, product history, and detecting anomalies like closures or pricing glitches.

memgit

Provides git-like version-controlled persistent memory for AI assistants, enabling context persistence, diffing, rollback, and sync across sessions and AI tools via MCP.

memory-mcp

A persistent memory MCP server for Claude Code that automatically saves conversations and retrieves relevant history across sessions to provide context.

@aiwerk/mcp-server-vault

MCP server for secure AI agent access to Bitwarden/Vaultwarden vaults with BYOK, exposing tools to list items, reveal secrets via encrypted Sends, get TOTP codes, and save credentials.

Artefact Revenue Intelligence MCP Server

An MCP server that provides AI agents with ICP Triangulation Framework™ for scoring prospects across firmographics, behaviors, and growth signals, plus RFM analysis and pipeline health scoring, with optional HubSpot integration.

zen-devtools-mcp

Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and control Zen via Gecko/WebDriver BiDi

Skippr Extension MCP Server

Enables AI coding agents to discover, understand, and fix product issues (UX inconsistencies, accessibility violations, quality problems) identified by Skippr's browser extension through natural language commands.

Estonian Law MCP Server

Enables querying Estonian legislation from Riigi Teataja, including full-text search across 1,602 statutes and 63,624 provisions, with EU law integration and citation validation.

ai-log-mcp-server

Enables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access to gateway security reports and guardrail testing.

sovereignty-scan-mcp

Vendor sovereignty scanner for EU AI Act compliance. Scans provider stacks for CLOUD Act exposure, data residency, and GDPR DPA status across 55 providers, then suggests EU-native alternatives. Free, no account required.

screener-mcp

Exposes Screener.in data for Indian stocks (NSE/BSE) — fundamentals, financial statements, peers, and price/EPS time-series — as tools any MCP client can call.

medicover-mcp

Enables AI agents to manage appointments on Medicover's Polish patient portal, including booking, rescheduling, and slot searching for patients and dependents.

Anywhere MCP Server

A Model Context Protocol server that integrates with AT&T Cybersecurity's USM Anywhere platform, providing secure access to security monitoring data including alarms, events, and threat intelligence.

border-patrol-mcp

A policy-enforcing MCP gateway that intercepts all tool calls to downstream MCP servers, applying allow/deny/ask rules with human approval and audit logging for safe access to dangerous tools.

File Search Server

Enables intelligent file searching in local directories using natural language queries. Supports searching by file type, filename patterns, and content across multiple formats including PDF, Word, Excel, and text files with AI-powered relevance scoring.

Karakeep MCP Server

Okay, here's the translation of "Search for and create bookmarks in Karakeep (Hoarder)" into Chinese: **搜索并在 Karakeep (Hoarder) 中创建书签** **Explanation of the translation:** * **搜索 (sōusuǒ):** Search * **并 (bìng):** And * **在 (zài):** In / At * **Karakeep (Hoarder):** This is kept as is, assuming it's a proper noun (the name of the application). If "Hoarder" needs to be translated, it would be something like "囤积者 (túnjī zhě)" but keeping it as "Hoarder" is generally better for software names. * **中 (zhōng):** In (within) * **创建 (chuàngjiàn):** Create * **书签 (shūqiān):** Bookmarks Therefore, the complete translation is a direct and accurate representation of the original English phrase.

Formester

Give AI agents access to Formester form submissions. Read individual responses, search and filter across forms, write AI-generated insights back as custom fields, and process file attachments including PDFs and images.

TickTick MCP Server (Vercel)

Enables management of TickTick tasks and projects through the Model Context Protocol, supporting deployment on Vercel with SSE capabilities. Users can list, create, update, and complete tasks directly within AI clients like Claude.