Awesome MCP Servers

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

Generate and edit images using OpenAI's GPT-4o image generation and editing APIs with advanced prompt control.

Generate and edit images using OpenAI's DALL-E models via the official Python SDK.

Converts OpenAPI specifications into MCP tools, enabling AI clients to interact with external APIs seamlessly.

Precise API context for AI agents, via MCP and REST.

Invokes any OpenAPI specification through a Model Context Protocol (MCP) server.

An MCP server that lets LLMs inspect and interact with OpenAPI specifications.

Explore and analyze OpenAPI specifications from local files or remote URLs.

Exposes OpenAPI schema information to Large Language Models (LLMs). The server loads OpenAPI schema files specified via command line.

Token-efficient access to OpenAPI/Swagger specs via MCP Resources

Expose API endpoints as strongly typed tools from an OpenAPI specification. Supports OpenAPI 2.0/3.0 in JSON or YAML format, from local or remote files.

A Go tool for converting OpenAPI specifications into MCP tools.

A tool to create MCP servers from OpenAPI/Swagger specifications, allowing AI assistants to interact with your APIs.

A server that converts OpenAPI specifications into the Model Context Protocol (MCP).

MCP server for AI agent token-cost telemetry + quota-window awareness across Anthropic, OpenAI, Gemini, Ollama, AWS Bedrock. Per-agent attribution, spend-spike detection, 429-prediction tools.

MCP server for AI agent deployment health — gateway status, CPU/memory/swap, recent errors, skill registry integrity, upgrade outcomes, cron + disk usage. HEALTHY/DEGRADED/CRITICAL classification per component.

MCP server for verifying AI agent claims vs reality — inline grounding-check, swallowed-exception detection, multi-turn contradiction detection. Catches the agent says 'done' but nothing changed pattern.

MCP server for security-vetting third-party AI agent extensions before installation — Claude skills, ClawHub plugins, agent tool packs. 41 detection rules; outputs 0-100 risk score + BLOCK/REVIEW/CAUTION/CLEAN.

MCP server for safe AI agent runtime upgrades — version-aware regression catalog, pre/post snapshot diffing, rollback guides. v1.2 added provider-fingerprint detection for silent provider-side regressions.

Give any LLM its own computer — Docker sandboxes with bash, browser, docs, and sub-agents

A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.

An open-source server that exposes browser functions via MCP, allowing AI models to interact with browser capabilities.

A collection of MCP servers designed to enhance the interaction experience with the openEuler operating system.

Q-learning memory for Claude Code. Persistent memory that learns which context helps you get work done. Memories that lead to productive sessions (commits, PRs, tests) earn higher retrieval rank automatically. 16 MCP tools, hybrid BM25 + vector + Q-value scoring, local-first with Qdrant + FastEmbed.

An MCP server for managing authorization models with OpenFGA, an open-source authorization system.

OpenGrok MCP Server is a native Model Context Protocol (MCP) VS Code extension that seamlessly bridges the gap between your organization's OpenGrok indices and GitHub Copilot Chat. It arms your AI assistant with the deep, instantaneous repository context required to traverse, understand, and search massive codebases using only natural language.

A service framework supporting the Model Context Protocol (MCP) to integrate enterprise systems and AI platforms via RESTful, gRPC, and Dubbo protocols.

AI-native crypto trading server with 13 tools for market data, order execution, grid strategies, and Cardano DeFi across multiple exchanges.

An MCP server for executing token swaps across multiple decentralized exchanges using OpenOcean's aggregation API

An MCP client for Cursor that uses OpenRouter.ai to access multiple AI models. Requires an OpenRouter API key.

MCP server for OpenRouter: 300+ LLMs with vision, image gen, audio in/out, and video analysis + generation (Veo 3.1 / Sora 2 Pro / Seedance / Wan). Structured errors, IPv6 SSRF guards, path sandbox.