Discover Awesome MCP Servers

MCP Memory SQLite

Provides persistent memory and knowledge graph capabilities for AI assistants using local SQLite storage. Enables creating, searching, and managing entities, relationships, and observations with vector search support across conversations.

Synapse

Synapse indexes C# codebases into a FalkorDB-backed graph to provide deep structural insights including inheritance, interface implementations, and call chains. It enables AI assistants to query code architecture and navigate symbol relationships using an LSP-powered MCP server.

fallestatepaper-mcp

MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources, enabling folding state analysis and manipulation in any MCP client.

MCPVeo

Google Veo AI video generation with text-to-video, image-to-video, multi-image fusion, 1080p upscaling, and multiple quality/speed models.

infra-advisor-mcp

Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

fe4-oracle-readonly

A Cursor plugin MCP server that enables read-only SQL queries to an FE4 Oracle database, enforcing SELECT-only access and credential pinning.

@contextable/mcp

A persistent AI memory server that enables storage and retrieval of context and project artifacts across conversations. It features full-text search, version history, and automatic content chunking using local SQLite or hosted cloud storage.

Multi-CLI MCP

An MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools.

korean-data-mcp

Real-time Korean web data for AI assistants — Naver Place reviews, Melon charts, Daangn/Bunjang marketplace, Naver News, Musinsa fashion rankings. 7 tools powered by Apify actors.

JobPilot MCP

Transforms Claude into an AI job-hunting assistant that searches remote job boards, scores roles against your CV, generates tailored cover letters, and logs everything to a Notion tracker.

Test Impact Analysis MCP Server

An intelligent MCP toolset for software testers that monitors code changes, analyzes test impact, recommends tests, and assesses risk, supporting multiple AI coding frameworks via dual transport modes.

grounded-support-agent

An MCP server that acts as a governed customer-support tool, resolving questions only when the knowledge base supports a cited, grounded answer and honestly escalating everything else with provenance and evidence.

mcp-google-workspace-agent

This MCP server enables natural language management of Google Calendar and Google Sheets, exposing tools for scheduling, updating, searching events, managing spreadsheets, and more. It uses an LLM to automatically select and chain tool calls based on user requests.

Islamic Calendar MCP

MCP server providing JAKIM Hijri calendar data and tools for lunar months and Islamic events in Malaysia.

Scribo MCP Server

Enables AI agents to create and manage e-invoices through natural language, supporting EU compliance formats like ZUGFeRD and XRechnung, as well as US plain PDF invoices.

Mind Map MCP Server

An experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory, context-aware caching, and cross-language API detection.

remote-mcp

An MCP server that lets you execute commands, manage files, run persistent shell sessions, transfer large files, and control background processes on remote machines via a lightweight HTTP agent, useful when SSH/WinRM/SMB are unavailable.

Harbor MCP Server

Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.

Google Spanner MCP Server by CData

This read-only MCP Server allows you to connect to Google Spanner data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Jina AI Remote MCP Server

This MCP server provides access to Jina Reader, Embeddings, and Reranker APIs, enabling URL-to-markdown extraction, web and image search, and embeddings/reranking tools.

Weather MCP Server

Enables weather queries using Baidu Maps API, providing real-time weather conditions, 5-day forecasts, hourly predictions, lifestyle indices, and weather alerts. Supports queries by administrative district codes or coordinates with multiple coordinate systems.

shopify-mcp

Enables management of Shopify store via GraphQL, including products, orders, inventory, and discounts with security features like preview mode and write protection.

llm-vision-mcp

Provides vision capabilities to text-only LLMs by analyzing image files via Qwen-VL and returning textual descriptions, with support for OCR, UI analysis, diagram/chart understanding, and code extraction through MCP stdio.

tauri-plugin-mcp

Enables AI assistants to automate and test Tauri desktop applications through the Model Context Protocol. It provides tools for app management, UI interaction, and state inspection across multiple platforms without requiring CDP dependencies.

Craft MCP Server

A lightweight MCP server providing read access to craft.io workspaces and items like products and features. It enables users to query workspace details and retrieve specific items through the Model Context Protocol.

Conekta MCP Server

Enables interaction with the Conekta payment API to manage orders, customers, subscriptions, and financial transactions. It provides a comprehensive suite of tools for core payment operations like processing refunds, creating checkouts, and monitoring account balances.

LinkedIn Ads MCP Server

Create and manage LinkedIn ad campaigns as drafts via natural language, supporting campaign groups, targeting, creatives, and audience uploads through MCP tools.

Latvian Data Protection MCP

Enables querying Latvian data protection regulations, decisions, and guidelines from the DVI directly from MCP-compatible clients.

chrome-remote-debugging-mcp

Controls a running Chrome/Chromium browser via the Chrome DevTools Protocol, enabling navigation, JavaScript evaluation, tab management, and raw CDP commands through MCP tools.

vitals

Exposes personal health data (recovery, sleep, strain, etc.) as MCP tools for AI agents to query and analyze.