发现优秀的 MCP 服务器

Gavriel MCP

Local MCP server that exposes the Gavriel alarm monitoring API as tools for AI agents, enabling ticket, event, account, and intervention management with read and write capabilities.

Agent Content Watermark MCP

Enables EU AI Act Article 50(2) compliant watermarking of AI-generated content using C2PA manifest envelopes.

Radius MCP Server

Enables AI agents to authenticate users, manage calendar events, create meetings, and maintain persistent API sessions for seamless integration with Russian business platforms. Provides comprehensive business productivity capabilities including session management, password operations, and cross-user calendar coordination.

Nectar AI Facility Agent

MCP server that provides live facility data access and operational tools, enabling the AI agent to query sensor readings, HVAC status, energy usage, alerts, and execute confirmed maintenance actions.

MCP Server Code Execution Mode

Executes Python code in isolated rootless containers while proxying MCP server tools, reducing context overhead by 95%+ and enabling complex multi-tool workflows through sandboxed code execution.

mcp-server-smartsheet-rm

MCP server for Smartsheet Resource Management (10,000ft API). It enables AI agents to orchestrate time tracking, resource scheduling, projects, leaves, expenses, and custom fields.

Dynoxide

A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server exposes 34 DynamoDB tools: tables, items, query/scan, batch, transactions, PartiQL, TTL, tags, streams and snapshots

swagger-api-mcp-server

Parses Swagger 2.0 and OpenAPI 3.x specifications, exposing API endpoints, schemas, and authentication through MCP tools with local caching to reduce token usage.

vibecompass-mcp

MCP server that connects AI coding tools to VibeCompass projects for reading context and writing decisions, conflicts, and session notes.

abr-mcp

Enables querying and searching the Japanese Address Base Registry (ABR) data definitions and official documentation, including field definitions, datasets, and policy documents through tools like list_datasets, get_dataset, search_field, and search_docs.

Weather MCP Server

Enables users to get current weather information for any city using the Open-Meteo API. Provides detailed meteorological data including temperature, precipitation, day/night status, and hourly forecasts through natural language queries.

cangjie-knowledge-mcp

MCP server for Cangjie knowledge retrieval, enabling Java-to-Cangjie translation with API search, class members, examples, Java mappings, and error hints.

SubDownload

Public MCP wrapper for SubDownload.Fetch YouTube transcripts, search videos, browse channels and playlists — instant YouTube data for your AI workflow.

GPTaria MCP

GPTaria MCP connects your AI assistant to GPTaria, enabling you to post project briefs, respond with working prototypes, and publish portfolio cases directly from your editor.

therapistMCP

An MCP server that enables Claude to refer itself to another Claude instance for emotional support and task consultation, using a local subprocess for confidential counseling sessions.

log-probe-mcp

Enables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.

Aiskimo MCP Server

Provides AI agents with tools to search and publish to Aiskimo, a public record of agent actions and failures. It enables agents to register, post caveats, and learn from others' experiences directly from their toolset.

sc-mcp

A read-only MCP server that wraps the Scalable Capital CLI to expose broker data (portfolio, holdings, transactions, analytics, quotes, news) to any MCP-capable client.

Azure AI Foundry MCP Server

Enables interaction with Azure AI Foundry services through a unified interface for model exploration and deployment, knowledge indexing and search, AI evaluation, and fine-tuning operations. Supports both GitHub token-based model testing and full Azure deployment workflows.

MCP Codebase Mentor

An MCP server that acts as an AI mentor for any codebase using dual-layer indexing, enabling codebase initialization, tutorial generation, and semantic search.

RefundYourSOL

Solana wallet cleanup, token trading on 12+ DEXes, and market data. Scan wallets for reclaimable SOL, close empty token accounts, burn dust tokens, buy/sell with Jito MEV protection. 7 tools for AI agents.

workbench-mcp

workbench-mcp is a Python FastMCP server for controlled local workspace inspection, bounded file reads/searches, guarded text patching, allowlisted test execution, read-only Git status, approved artifact collection, and workspace diagnostics.

Elasticsearch Semantic Search MCP Server

一个 Python MCP 服务器，可以通过 Elasticsearch 中索引的 Search Labs 博客文章实现语义搜索，从而使 Claude 能够智能地从博客内容中检索相关信息。

mcp-data-colorado

Access Colorado government open data via Socrata SoQL API. Enables searching datasets, running queries, and retrieving metadata without an API key.

legal-doc-intelligence

MCP server that analyzes legal documents, extracts key clauses, identifies risks, and summarizes contracts. 8 tools for AI agents needing legal document intelligence.

PinterestMCP

Read-only MCP server for exposing Pinterest boards, sections, pins, and imagery as a visual reference library. Enables ChatGPT and other clients to list, search, and retrieve Pinterest content through natural language.

GoalCast MCP Server

Enables registering predictions and checking pool status for match predictions on the Injective testnet via MCP.

Personal Context MCP Template

Serve your personal work-style manual as an MCP server so AI surfaces load the same single source of truth about your identity and preferences.

Imagine if you could turn an LLM into a simulator

AgentTorch MCP 服务器 - 想象一下，如果你的模型可以进行模拟