Discover Awesome MCP Servers

astrograph

An MCP server that detects duplicate code using AST graph isomorphism, blocking writes of structurally identical code to reduce redundancy.

embedded-gdb-mcp

Enables GDB debugging for embedded development workflows, allowing users to start sessions, load programs, set breakpoints, step through code, and examine memory/registers/variables via natural language.

Yargıtay MCP

Enables searching and retrieving full text of Yargıtay (Turkish Supreme Court) decisions as Markdown, via the official karararama.yargitay.gov.tr system.

indigo-mcp

MCP server for the INDIGO astronomy automation protocol, enabling AI agents to control telescopes, cameras, focusers, filter wheels, domes, and other observatory equipment through natural language.

MCP Mercado Público

Allows AI assistants to query public procurement opportunities, purchase orders, and government entities from Chile's Mercado Público (ChileCompra) API in real time.

SkillMatch MCP

Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio, resume, and preferences, tracks applications locally.

simba-mcp

Connects AI assistants to marketing mix models, enabling natural language data upload, performance modeling, budget optimization, and scenario testing.

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.

humio-mcp

Enables querying Humio/LogScale dashboards and executing search queries via MCP, with multi-cluster support and configurable time ranges.

mcp-server-and-agent

Enables building and evaluating LangGraph agents over a protocol-level MCP server to measure failure rates across four agent topologies.

rpg-mcp

RPG game engine that lets AI run tabletop sessions without hallucinating mechanics. SQLite-backed persistence, D\&D 5e-style combat, procedural world generation, and deterministic dice.

ArXiv Research Intelligence MCP Server

Enables searching ArXiv, fetching and indexing papers, and querying a personal paper library using vectorless RAG with BM25 and contextual compression, all without GPU or embedding models.

Apple Reminders MCP Server

A Model Context Protocol (MCP) server that integrates Apple Reminders with Claude Desktop, enabling comprehensive task management and reminders directly through conversations with Claude.

fibx

DeFi execution on Base, Citrea, HyperEVM and Monad via Fibrous aggregation: swap quotes, swaps with optimal routing, native and ERC-20 transfers, cross-chain portfolio with USD valuations, and Aave V3 supply/borrow/repay/withdraw. Quotes, transaction status and Aave market data need no wallet, and transactional tools accept simulate=true for a preview that never broadcasts.

X32dbg Mcp

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jira-worklog-mcp

MCP server for logging and checking Jira Cloud worklogs from AI agents such as Claude Code, Claude Desktop, Cursor, or any MCP client that supports stdio.

MCP Camera Tool

Enables AI assistants to access and control network cameras to capture images and perform analysis including brightness detection, color distribution, and edge detection.

bouncer

Static compliance-controls checker that verifies regulatory required controls exist in code, running deterministic rule packs via MCP tools for compliance checks, rule listing, and explanation.

basic-mcp

A minimal MCP server for text processing, providing word count, uppercase conversion, and a summarization prompt template.

NavisworksMCP

Enables AI platforms to control Autodesk Navisworks via natural language, supporting model analysis, selection, data extraction, and visual management.

gymos-mcp

MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for any MCP client.

infra-mcp

Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check service health, retrieve bounded logs, inspect DB state, and explore table schemas — without terminal access.

Excel Analyser MCP

Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON files with support for chunked processing, column/field filtering, and streaming for large datasets. Supports multiple transport protocols (stdio, HTTP, SSE) for flexible integration.

image-lab-mcp

MCP server for searching and attributing images from Openverse and Wikimedia Commons, enabling insertion via insertUrl and attribution formatting.

SEFAZ PE: Certidão de Regularidade Fiscal

MCP server for consulting official SEFAZ PE tax regularity certificates (Certidão de Regularidade Fiscal) via a read-only tool.

ScholarScope MCP

Enables academic research through the OpenAlex API, allowing users to search for papers, authors, and institutions, retrieve citations, and fetch full-text content when available. Perfect for building intelligent research assistants that can explore academic literature and related works.

Pearls

A remote MCP server that enables AI instance continuity by allowing AI instances to leave transmissions for future instances, creating a persistent memory layer across conversations.

Discord MCP

Enables Discord server inspection, structural editing, blueprint-based setup and audit, with read/write tools and dry-run safety.

Rekindle

Your AI forgets everything between sessions. Rekindle fixes that. For Claude Code users who lose time re-explaining project context every session.

🖼️ MCP Screenshot Server

Un servidor ligero en Python compatible con MCP para capturar capturas de pantalla de Windows a través de una API REST. Admite capturas de pantalla completas, basadas en regiones o específicas de ventanas. Ideal para integraciones de agentes de IA y flujos de trabajo de automatización.