发现优秀的 MCP 服务器

Plotting MCP Server

Transforms CSV data into beautiful visualizations including line charts, bar graphs, pie charts, and world maps. Returns base64-encoded PNG images optimized for AI chat interfaces and assistants.

🚀 Wayland MCP Server

Wayland 的 MCP 服务器 (Wayland de MCP fuwuqi)

pdf4vllm

Enables vision LLMs to read PDFs by automatically detecting text corruption and switching between text extraction and image rendering modes, while preserving reading order and filtering unnecessary images to prevent token overflow.

JetBrains MCP Bridge

A bridge that enables MCP clients like Cascade and Windsurf to interact with tools and features within JetBrains IDEs. It facilitates communication between the client and the IDE via an SSE connection on a dedicated local port.

asmemory

Action-State Memory Engine that records typed events (state values and actions) and provides trend, anomaly, causal, and summary analyses via MCP tools. Enables agent self-tracking and operational monitoring with time-series math.

Prover MCP

Enables AI assistants to control Succinct Prover Network operations on Sepolia testnet, including running provers, calibrating hardware, staking tokens, and monitoring earnings through natural language commands.

DexPaprika MCP Server

Provides real-time access to cryptocurrency and DEX data across multiple blockchains, enabling users to analyze tokens, pools, trading volumes, and perform technical analysis through DexPaprika's API. No API keys required for seamless integration with AI assistants.

Chess MCP

A Model Context Protocol server that enables LLM agents and humans to play chess games together with comprehensive game management capabilities including move validation, draw detection, and game state tracking.

AI Detection Engineering Platform

An MCP server that enables conversational interaction with Wazuh SIEM, allowing users to investigate alerts, hunt threats, tune false positives, edit rules, and run security actions via natural language.

consciousness MCP server

A pluggable vector memory server for semantic search and long-term memory, with session-scoped and universal memory tools.

MySQL MCP Server

Enables comprehensive MySQL database management including CRUD operations, schema queries, and natural language to SQL conversion support through complete database structure analysis.

opencode-export

Enables AI agents to list, inspect, and export OpenCode AI coding sessions as HTML/JSON archives with secret redaction and token statistics.

actions-latest-mcp

Fetches the latest version numbers for popular GitHub Actions from simonw/actions-latest, allowing users to easily check and update workflow versions.

USBTMC MCP Server

Enables controlling multiple USBTMC (USB Test and Measurement Class) devices simultaneously using SCPI commands through a unified MCP interface.

cursor-sdk-mcp

Enables MCP clients to invoke Cursor SDK's agent runtime, run coding agents, list models, and continue conversations.

openmc-validator-mcp

An MCP server that provides pre-flight validation and post-processing tools for OpenMC Monte Carlo transport simulations, catching common authoring mistakes before jobs hit the HPC queue.

Weather MCP Server

一个模型上下文协议（MCP）服务器，提供来自加拿大政府天气API的天气预报数据。通过纬度和经度获取加拿大任何地点准确的5天天气预报。可轻松与Claude Desktop和其他兼容MCP的客户端集成。

mcp-openalex

Enables AI agents to search scholarly works, authors, institutions, venues, and concepts, retrieve detailed metadata, and explore citation networks through natural-language requests.

newdb

NewDB is a unified DaaS intelligence platform and MCP server providing automated verification for Russian individuals, legal entities, and foreign citizens. Connect your AI agents directly to official government and commercial registries, including FNS (taxes & bank blocks), FSSP (enforcement debts), MVD (passport validity), Fedresurs (bankruptcy), and CAD Arbitration courts.

CodeRifts API Governance

An MCP server providing risk-aware API governance tools for AI agents. Agents call preflight checks before tool calls or merges to verify API contracts are safe. Returns risk score, blast radius, agent impact, economic cost, and a deterministic ALLOW/WARN/REQUIRE_APPROVAL/BLOCK decision. MCP endpoint: https://app.coderifts.com/mcp

MCP Tool-Use Reliability Harness

An MCP server that exposes a document store for evaluating agent tool-use accuracy and measuring resistance to indirect prompt injection, with built-in conformance to the 2026-07-28 MCP protocol.

@runablejs/mcp

Enables AI coding agents to inspect Runable projects over MCP, providing read-only access to project information and configuration via Runable's inspector.

Remote MCP Server on Cloudflare

A deployable Model Context Protocol server on Cloudflare Workers that enables AI models to access custom tools without authentication requirements.

ghosthunt

GhostHunt is an MCP server that scans your development machine for API keys, tokens, and credentials hiding in places you forgot to check.

mcp-server-sros

Provides tools to view operational state and change configuration of Nokia SR OS devices using pySROS SDK and FastMCP.

MCP DataFrame QA

A research-informed MCP server that enables natural language question answering over local dataframes (CSV, Parquet, or Pandas) with safe, read-only execution and typed analysis plans.

mem-port

A local MCP server that gives AI copilots a shared, portable long-term memory backed by an embedded knowledge graph, with semantic search and export/import capabilities.

Azure Pricing MCP Server

This MCP server enables querying Azure resource pricing programmatically through a structured workflow, including listing service families, service names, products, and calculating monthly costs.

AstroFabric

AstroFabric is an agentic AI operating system for growth, revenue and digital operations. Specialist AI agents plan and execute complete missions through metered tools, with enforced budgets, approval-gated writes and full run transcripts. Work runs from the console, REST API, hosted MCP server, schedules, email or chat.

swarm-suite

An AI engineering team for embedded firmware, lab automation, and hardware drivers. It uses 53 specialized experts and a datasheet-to-release pipeline to produce auditable, hardware-aware code.