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.

MCP File Forge

A Model Context Protocol server for secure, sandboxed file operations and project scaffolding with built-in search and regex capabilities. It is optimized for Windows environments and features configurable access controls to restrict operations to specific directories.

GitLab Documentation MCP Server

A Model Context Protocol (MCP) server that provides searchable access to GitLab's official documentation.

A-Modular-Kingdom

Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.

AgentServices

MCP server providing 50+ crypto, market intelligence, and AI inference endpoints with x402 pay-per-request micropayments on Base.

two-tower-recsys-mcp

Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable recommendation scores, enabling LLM agents to query a trained two-tower recommender over Amazon Reviews data.

Protestos Nacional

Enables querying the existence and details of protests (protestos) for individuals and legal entities registered in notary offices across Brazil. It is a read-only MCP server that works with any MCP client over HTTP, using pre-paid credits.

mcp-golang-server

Provides Go language tools for LLMs to analyze, test, and format Go code.

SmartRoutes MCP Server

Enables AI assistants to interact with SmartRoutes route optimization and dispatch tools, allowing users to manage orders, vehicles, and plans via natural language.