Discover Awesome MCP Servers

PlotMCP Server

An MCP server that enables LLMs to generate high-quality SVG charts using matplotlib, supporting various plot types like line, bar, and heatmaps. It provides flexible configuration for dimensions and axis scales, returning either raw SVG content or paths to saved image files.

ogham-mcp

Persistent shared memory for AI agents. Hybrid search (pgvector + tsvector), knowledge graph, cognitive scoring, and 16-language temporal extraction. 97.2% Recall@10 on LongMemEval with one PostgreSQL query. Works across Claude Code, Cursor, Codex, OpenClaw, and any MCP client.

joltsms-mcp-server

MCP server for provisioning dedicated real-SIM US phone numbers, receiving inbound SMS, and extracting OTP codes. Built for AI agents automating phone verification workflows.

OSM Edit MCP Server

Enables AI assistants to search, validate, and edit OpenStreetMap data through natural language commands and built-in safety protections. It supports discovery of nearby amenities, geographic data exploration, and secure map editing via OAuth authentication.

Standard Metrics MCP Server

Connects AI clients to the Standard Metrics API for automated analysis of venture capital portfolio data. It enables users to query financial metrics, track company performance, and generate comprehensive reports using natural language.

Awesome DevOps MCP Servers

在 DevOps 领域中的 MCPServers。

Jira MCP Server

Integrates with Jira REST API to create tickets with customizable fields and retrieve ticket information by key, with Dockerized deployment support.

🚫 MCP GIT: Server Testing 🚫

🚀 代码与想象力碰撞的地方！✨

AlibabaCloud MCP Server

A server that provides access to Alibaba Cloud resources including ECS, VPC, and CloudMonitor through API and OOS implementations, enabling resource management and monitoring via a unified interface.

Superlines MCP Server

Enables querying Superlines AI visibility analytics data to track brand performance, citations, and competitor insights across AI-powered search engines like ChatGPT, Perplexity, Gemini, and Claude.

Chainflip Broker as a Service

Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

Skyfly MCP Server

Provides real-time aircraft tracking data from OpenSky Network combined with FAA aircraft registry information, enabling rich aviation queries that merge live flight positions with technical specifications.

Documentation Search MCP Server

A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

preflight-mcp

TrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.

Agent Email

An open-source MCP server that provides AI agents with secure access to read, search, and manage emails via Microsoft 365 and Gmail. It features security-first defaults like recipient allowlists and markdown content conversion to facilitate safe agent interaction with mailboxes.

MongoDB MCP Server

Provides a standardized interface for AI assistants to interact with MongoDB databases, enabling CRUD operations, schema analysis, and database management through the Model Context Protocol.

Elasticsearch Knowledge Graph for MCP

提供一个可扩展的知识图谱实现，用于模型上下文协议，使用 Elasticsearch，使 AI 模型能够存储和查询信息，并具有高级搜索功能、类似记忆的行为和多区域架构。

Yantrix MCP

Dynamic MCP server — 30+ tools across fact verification, agent memory, Indian NLP, contract risk, security threat modelling, sales call intelligence and more. x402/USDC micropayments on Base.

Solana AI Terminal

Enables AI agents to interact with the Solana blockchain network, supporting documentation search, blockchain queries, wallet management, and cryptographic signing operations on Devnet and Testnet.

Bilibili API MCP Server

Enables interaction with Bilibili (哔哩哔哩) through its API, supporting video search and recommendations, user search, dynamic feeds, video collections, and danmaku retrieval through natural language.

FS-MCP Server

A Model Context Protocol server that provides intelligent file reading and semantic search capabilities across multiple document formats with security-first access controls.

Jokes MCP Server

A Model Context Protocol server that provides a variety of jokes and humorous content to AI-powered agents. It allows Microsoft Copilot Studio users to integrate joke-telling capabilities into their agents while maintaining enterprise security and governance controls.

GitLab MCP for Code Review

An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

AMap Weather MCP

An MCP server that provides real-time weather information, 4-day forecasts, and city search functionality for Chinese cities via the AMap API. It enables users to query weather data using city names or administrative codes through natural language interactions.

Remembra

Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. Self-hosted. 100% on LoCoMo benchmark.

Stepstone Job Search MCP Server

Enables searching for job listings on the German job portal Stepstone.de with multi-term queries, location targeting by postal code and radius, and detailed job information retrieval through session-aware follow-ups.

Linear MCP Server

Enables AI assistants to interact with Linear's project management system through its GraphQL API, supporting issue creation and management, team operations, project setup, status updates, and commenting.

Linux Network Scanner MCP Server

Enables comprehensive network security scanning and vulnerability assessment using Linux tools like nmap. Provides network discovery, port scanning, service identification, OS detection, and device discovery capabilities for authorized security testing.

firewalla-mcp-server

A read-only MCP server that enables Claude to audit Firewalla network security configurations and monitor network activity. It provides tools to inspect devices, rules, alarms, and traffic flows without making any changes to the Firewalla system.