Awesome MCP Servers

Put performance and error data directly in the hands of your AI assistant.

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

Integrates with Ollama to run local large language models. Requires a running Ollama instance.

A bridge API service connecting Ollama with Model Context Protocol (MCP) servers.

Integrate local Ollama LLM instances with MCP-compatible applications.

A bridge to use local LLMs from Ollama within the Model Context Protocol.

Integrates Ollama's local LLM models with MCP-compatible applications. Requires a local Ollama installation.

Persistent memory for AI coding agents with semantic search, contradiction detection, memory decay, and cross-session learning. 25 MCP tools, local-first, #1 on LongMemEval (95.4%).

A set of tools for managing miniapps, orchestrator apps, and dialog logs on the Omilia Cloud Platform (OCP).

43 tools for live blockchain queries across Ethereum, Sepolia, and Avalanche — including token balances, NFT metadata, event logs, contract detection, ENS resolution, and GraphQL API documentation.

🧿 One MCP for developers - No tool tax, no context rot. 100+ tools including Brave, Gemini, Context7, Version Checker, Excel, File Ops, Database, Chrome DevTools.

Annotate elements, draw regions, and ship cleaner UI faster.

Search and query Onyx programming language documentation and GitHub code examples.

Generate and edit images using OpenAI's GPT-4o and DALL-E APIs with advanced prompt control.

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.

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).

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.