Awesome Mcp Servers

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.

TikTok Ads MCP Server – Model Context Protocol Server for TikTok Ads Marketing API Integration

MCP server for Kaggle

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API.

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.

MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments

A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.

Credit scores for AI agents. Every action builds a verifiable track record. The accountability primitive for AI agents.

Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, persist WorkPaper JSON, and expose MCP tools.

A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.

a web logging proxy for MCP client-server communication

Model Context Protocol server for Cyclops

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.

MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.

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

MCP Server for Aibolit Java Static Analyzer: Helping Your AI Agent Identify Hotspots for Refactoring

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

A Model Context Protocol (MCP) server for GreptimeDB

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 simple minimal weather mcp server :)

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.

🕸️ 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.

Official ConfigCat Model Context Protocol (MCP) Server

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

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictions, and cross-session search.

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