Discover Awesome MCP Servers

Engram

Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API key. Store and retrieve by meaning using native Vector Symbolic Architecture (NVSA) math over O_DIRECT NVMe mapping. Runs entirely on your machine via MCP.

ODPS MCP Server

Read-only MCP server for Alibaba Cloud MaxCompute, enabling safe querying of allowlisted tables via tools like list_allowed_tables, describe_table, preview_table, and run_select_sql.

Supabase MCP Server

Connects AI assistants to Supabase projects to manage databases, execute SQL queries, and handle project configurations. It enables tasks like table management, edge function deployment, and log retrieval through the Model Context Protocol.

Drive-Time Plotter MCP

Analyzes traffic patterns throughout the day using Google Maps API and provides visual insights and recommendations for optimal commute times.

mcp-adf

Enables interaction with Azure Data Factory instances, allowing users to list, read, create, update, and trigger pipelines, datasets, linked services, and runs through natural language.

Binance TypeScript MCP

Provides a tool to fetch real-time cryptocurrency prices from the Binance API and logs server activity to file resources. It allows users to query crypto symbols and monitor MCP interactions through natural language interfaces.

admission-feishu-mcp

Provides enrollment data query, aggregation, and cross-table comparison from Feishu multi-dimensional tables for AstrBot.

Mono Banking MCP Server

Enables AI assistants to perform Nigerian banking operations including account management, payments, and identity verification through the Mono Open Banking API.

Zoom API MCP Server

A comprehensive Model Context Protocol server that enables interaction with the full suite of Zoom API endpoints, providing structured tools with proper validation and OAuth 2.0 authentication for managing meetings, users, webinars, and other Zoom resources.

NomaCMS MCP Server

MCP server for NomaCMS. Manage collections, fields, content, and assets via AI agents.

x-agent-mcp

Enables AI agents to interact with X (Twitter) through its private GraphQL API using session cookies, supporting tweets, replies, likes, retweets, searches, direct messages, and more. Provides 24 MCP tools for full account automation.

triage-desk-mcp

Provides policy-grounded triage of Trust & Safety reports via MCP, with tools for triage, policy search, and operational telemetry.

OpenSincera MCP Server

Provides access to OpenSincera API for retrieving digital advertising publisher metadata, verification status, and operational metrics through domain or Publisher ID lookup.

Black Duck Signal MCP Server

Enables AI-powered security scanning of code changes and files through coding assistants, detecting vulnerabilities and providing fixes.

Shotcut MCP

Enables AI clients to create, edit, validate, preview, and render Shotcut projects (saved as MLT XML) without operating the GUI, using structured timeline editing tools and local safety mechanisms.

fine-tuning-os

A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver fine-tuned models without ever accessing client data.

Atla MCP Server

Uma implementação de servidor MCP que fornece uma interface padronizada para LLMs interagirem com a API Atla.

AWS Security MCP Server

Enables management and analysis of AWS security groups, S3 buckets, and VPC connections via MCP.

mcp-landregistry-uk

Enables querying HM Land Registry Price Paid Data (UK) through natural language, providing access to property transaction records.

Workspace MCP Server

Enables AI agents to query MongoDB databases and project management REST APIs through a universal MCP interface, providing read-time access to workspace data.

mcp-abap-adt

A lightweight MCP adapter providing unified access to SAP ABAP metadata, source code, and diagnostics through ADT services.

rekabet-karar-mcp

Enables searching and retrieving US federal antitrust decisions from the CourtListener API, providing verified citations and full text for competition law research.

reflect-mcp

Enables extraction of structured data from messy text with multi-model verification and human-in-the-loop review, surfacing only high-confidence results or flagging uncertain fields for confirmation.

Sell The Trend MCP

An MCP server that turns your Sell The Trend account into an AI-drivable product-research engine and generates detailed, decision-ready PDF dossiers for any niche.

FastMCP SonarQube Metrics

A server that provides tools for retrieving SonarQube project metrics and quality data through a simplified message-based approach, allowing users to programmatically access metrics, historical data, and component-level information from SonarQube.

Edit-MCP

A Model Context Protocol server that integrates with Microsoft's Edit tool, allowing AI systems to perform file operations from simple reads/writes to complex code editing and refactoring.

Pinpole MCP Server

Enables AI agents to design cloud architectures, run cost/performance simulations, and draw them on a Pinpole canvas directly from Claude Code, Cursor, and OpenAI Codex.

nsys-mcp

Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allowing agents to profile binaries and aggregate statistics for kernels, memory copies, and NVTX ranges. It supports advanced analysis through interval tree construction and structural queries on profiling reports.