Awesome Mcp Servers

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation support.

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

Free certification prep for the Claude Certified Architect exam. 390 questions. Spaced repetition. Zero sycophancy.

An experimental MCP server Rest Client intended to be a replacement of tools postman & insomnia

MCP server that triangulates customer support tickets and feature requests to help PMs decide what to build next

📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries

Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants.

The unified web layer for AI agents. Search (8 engines), stealth browse, auth, and act on 24 platforms. One npm install, self-hosted.

Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, premium/auction detection via GoDaddy, AI suggestions, RDAP/WHOIS fallback. Stdio + HTTP.

DragonMCP is a Model Context Protocol (MCP) server designed for AI Agents to interact with local life services in Greater China (Mainland China, HKSAR) and Asia. DragonMCP 是一个专为 AI Agent 设计的 Model Context Protocol (MCP) 服务器，旨在提供中国内地、中国香港及亚洲地区的本地生活服务接口。

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

MCP server for AI-driven image editing with Photopea

A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.

Official GrowthBook MCP server for creating flags, getting experiments, and more.

An MCP Server in Rust for creating Notion pages & mdBooks with LLMs 🦀

The merge gate for AI-written code, with signed, replayable attestation. Works across Claude Code, Codex, Cursor, and Gemini CLI.

Verify that any MCP server is running the intended and untampered code via hardware attestation.

An MCP server for JupyterCAD that allows you to control it using LLMs/natural language.

🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration

🪐 MCP IPFS Server

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

Roslyn-enriched C# exception telemetry for Godot Engine, exposed over MCP

Remote-control Unity Editor from any AI IDE — 62 tools including AI-powered profiling & light probes. File-based IPC, zero dependencies.

The most complete Mailchimp Marketing API MCP server: 227 tools across campaigns, audiences, reports, segments, automations and full e-commerce, with multi-account support and runtime-security guardrails (read-only, dry-run, audit, per-tool risk metadata).

A flexible platform that provides Docker & Kubernetes backends, a lightweight CLI (mcpt), and client utilities for seamless MCP integration. Spin up servers from templates, route requests through a single endpoint with load balancing, and support both deployed (HTTP) and local (stdio) transports — all with sensible defaults and YAML-based configs.

Apple Icon Composer CLI & MCP server: create and manipulate .icon bundles and images with Liquid Glass rendering

MCP server that turns AI into an SVG artist

MCP server for Chart Library — visual chart pattern search engine. Find similar historical stock charts and see what happened next.

🚀 Fermat MCP: The Ultimate Math Engine - Unifying SymPy, NumPy & Matplotlib in one powerful server! Perfect for devs & researchers.

MCP server for DeepSeek V4 (v4-flash, v4-pro, 1M context): chat, reasoning, function calling, thinking mode, cost tracking. deepseek-chat/reasoner aliases supported.

A comprehensive Model Context Protocol (MCP) server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools, resources, and prompts.

Currents MCP Server

Local-first knowledge graph for developers. Watches your files, builds a knowledge graph with LLMs, lets you query across projects.

Public SDK, CLI, and docs for Hive Intelligence: crypto MCP access for AI agents.

Generate PlantUML Diagrams as PNG/SVG with Embedded Web Viewer

The design system infrastructure keeping teams and agents in sync.

Seamlessly integrate AI agents with Chargebee using AgentKit for smarter billing and subscription workflows.

MCP server for JobGPT — search jobs, auto-apply, generate resumes, and track applications from Claude, Cursor, Windsurf, and any MCP client

One memory, three terminals. Shared memory layer for Claude Code, Codex, and Gemini CLI — hybrid retrieval (vector + BM25 + KG), session continuity, 41 MCP tools. Local-first, LanceDB-backed.

Deterministic policy language for AI agents. Z3 + TLA+ dual-engine formal verification. Runtime enforcement <1ms.

MCP Server for GenieACS written in Go

MCP server to expose Claude Code Skills to AI agents

Alcove is an MCP server that gives AI coding agents on-demand access to your private project docs — BM25 + vector hybrid search for precision retrieval, tree-sitter code indexing so agents understand your codebase structure, and policy enforcement for doc consistency.

MCP server for video analysis — extracts transcripts, key frames, OCR text, and metadata from video URLs. Supports Loom and direct video files.

Independent control for AI agent actions. Use any agent. Route risky actions through one policy boundary before they send, deploy, push, publish, or spend.

Cloudbet Sports Data MCP Server

Credential isolation for AI agents. Local-first transparent proxy — your agent never sees your API keys.

Universal MCP Server for finding + connecting to agents anywhere on the planet. https://hol.org/mcp

MCP server + CLI for production-grade software assets (logos, app icons, favicons, OG, illustrations) — routes across 30+ image models, zero-key first, validates before shipping.

The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.