Discover Awesome MCP Servers

ThetaCog MCP

This server enables decidable, hardware-attested semantic verification of AI outputs using on-chip ballistic walks, providing reproducible receipts that can be recomputed byte-for-byte.

RealTest MCP Server

Provides structured access to RealTest backtesting documentation and example scripts to help LLM agents generate accurate RealScript code. It offers tools for semantic search, authoritative function references, and verified script retrieval to prevent hallucinations.

Specularis AI Visibility Audit

Runs AI visibility (GEO/AEO) audits on websites, checking AI crawler access, schema markup, llms.txt, and content signals, with optional full PDF report.

Q1 Crafter MCP

Automates academic research from multi-source search to APA 7 formatted .docx output.

@kimagure-dd/xirr-mcp

MCP server for calculating XIRR (Extended Internal Rate of Return) from cash flows and Rakuten Securities CSV, enabling natural language portfolio performance queries.

klayout-mcp

Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry and hierarchy, renders deterministic PNGs, and runs batch DRC with structured JSON output.

German Law MCP Server

Enables querying 6,870 German federal statutes, case law, and legislative preparatory works directly from AI assistants and MCP-compatible clients.

My Coding Buddy MCP Server

A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.

Trading 212 MCP Server

An MCP server that wraps the Trading 212 Public API, enabling AI agents to interact with your Trading 212 brokerage account through natural language.

ULink MCP Server

Enables AI assistants to manage ULink deep linking projects, including creating smart links, configuring domains, and viewing analytics.

Google Search MCP Server

Enables users to perform Google Custom Search queries through the Model Context Protocol. Requires Google API credentials and Custom Search Engine configuration for web search functionality.

schema-engram-mcp

An MCP server that provides persistent memory for database schemas by storing table structures and metadata in a local SQLite file. It enables LLMs to save, retrieve, and manage database snapshots to maintain a structured understanding of database architectures.

anamnesis

Persistent session memory for Claude Code, providing episodic recall across sessions via structured markdown logs and BM25 search.

Arcjet - MCP Server

Arcjet Model Context Protocol (MCP) server. Help your AI agents implement bot detection, rate limiting, email validation, attack protection, data redaction.

MotorAPI MCP Server

MCP server for looking up Danish vehicle information by registration number or VIN via MotorAPI.dk, including vehicle details, environmental data, equipment, and API usage.

Melchizedek

Persistent memory for Claude Code. Automatically indexes every conversation and provides production-grade hybrid search (BM25 + vectors + reranker) via MCP tools. 100% local, zero config, zero API keys, zero invoice.

neo4j-gds

Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate parameterised graph algorithms.

Browser AI Debate MCP

An MCP server that orchestrates structured multi-round debates between ChatGPT Web and Gemini Web in the same Chrome browser via CDP, requiring no API keys.

linkedin-analyzer

MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch profile data as JSON, and provides tools for session management and profile analysis.

ONE-MCP

MCP server for the ONE Framework ERP that enables Claude to explore data models, run queries, and understand business logic through autonomous access.

PostgreSQL MCP Server

Enables secure, read-only PostgreSQL database interaction through natural language, with automatic database discovery and connection management.

mcp-stl

Enables editing of STL 3D model files through the Model Context Protocol, providing tools for reading, writing, transforming, and creating primitive shapes.

seats-aero-mcp

Enables MCP clients to query the Seats.aero partner API for seat availability, trips, routes, and destinations, including cached and live search options.

MCP on My SAMP

Enables AI agents to start, control, and verify local open.mp/SA-MP game servers via MCP stdio, using a headless RakClient to send allowed slash commands and assert round-trip responses.

Canteen MCP

A Model Context Protocol server that provides structured access to canteen lunch menus for specific dates through a simple API integration.

img-src MCP Server

Enables AI assistants to interact with img-src.io for uploading, searching, and managing images through natural language. It provides tools for image transformations, CDN URL generation, and account usage monitoring.

mesh

A cross-agent communicator MCP server providing presence, resource locks, and durable messaging for coordinating multiple agents on the same repository.

pentest-mcp-server

Enables authorized penetration testing and security assessments with CVE monitoring, vulnerability scanning, and reporting features.