Objevte ověřené MCP tool servery připravené pro vaše AI agenty

Official Stripe Link CLI for agent payments — single-use payment tokens, virtual cards, MPP support. The wallet your AI agents use to buy tools and services.
Full GitHub API integration — repos, issues, PRs, branches, and search.
Read-only PostgreSQL database access — queries, schemas, exploration.
Secure file system operations with configurable access controls.
Search dogs, find breeders, check genetics compatibility, and submit buyer inquiries. Powered by BreederOS SaaS platform.
Slack workspace integration — messages, channels, history, and search.
Persistent knowledge graph — entities, relations, observations across sessions.
Local Git repository operations — read history, diff changes, manage branches, and search commits.
HTTP fetch and web content extraction — URLs to readable Markdown.
Web and local search using the Brave Search API — privacy-focused.
Google Drive file management — search, read, and organize files in your Google Drive.
Official X platform MCP server — post tweets, search content, manage followers, analyze trends via 150+ API tools.
Browser automation — navigate, screenshot, click, fill forms, execute JS.
Structured reasoning tool — break complex problems into sequential thinking steps with revision support.
SQLite database operations — tables, queries, analysis, local databases.
Google Maps Platform — geocoding, directions, places, elevation.
Current time and timezone conversion — get the current time in any timezone and convert between timezones.
AI image generation with EverArt — create images, train custom models, and manage generation jobs.
Fast file search across the system using Everything engine — instant filename lookup and filtering.
Context7 documentation — fetch up-to-date library docs and code examples for any programming library.
Cross-browser automation — navigate, interact, screenshot, test.
Hugging Face Hub — search models, datasets, and spaces, run inference, and browse documentation.
1Password secrets management — securely retrieve secrets, manage vaults, and handle credentials.
Claude API — chat, vision, tool use, prompt caching.
Firecrawl web scraping — crawl websites, extract structured data, and convert pages to clean Markdown.
Stripe payments — charges, customers, subscriptions, invoices.
Asana project management — create tasks, manage projects, track workflows, and search across workspaces.
Cloudflare platform — manage Workers, KV storage, R2 buckets, DNS records, and analytics.
Google Calendar — create events, manage calendars, check availability, and handle RSVPs.
Tavily AI search — optimized search for AI agents with structured results, summaries, and answer extraction.
Supabase platform — database, auth, storage, edge functions.
Figma design platform — read design files, extract components, get layout data, and analyze design tokens.
Twilio communication APIs — send SMS, make calls, manage phone numbers, and handle messaging.
Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.
Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.
MongoDB database operations — query collections, insert documents, manage indexes, and aggregate data.
Ollama local LLM runner — run models locally, generate completions, manage model library, and embeddings.
Zapier automation platform — trigger zaps, manage workflows, and connect 6,000+ apps via natural language.
Salesforce CRM — query SOQL, manage objects, automate workflows, and access the Lightning platform.
Obsidian knowledge base — search notes, read and write Markdown files, manage tags, and navigate links.
MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.
Notion workspace — search, read, create, update pages and databases.
Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.
Snyk security scanning — find vulnerabilities, analyze dependencies, and monitor security posture.
Pinecone vector database — upsert vectors, query by similarity, manage indexes, and handle namespaces.
Resend email API — send emails with React templates, manage domains, and track delivery status.
Datadog monitoring — query metrics, search logs, manage monitors, and investigate incidents.
Perplexity AI search — AI-powered web research with cited answers and real-time information.
Shopify e-commerce — manage products, orders, customers, and inventory via the Admin API.
GitLab DevOps platform — repositories, merge requests, CI/CD pipelines, issues, and project management.
Google Analytics 4 — query reports, analyze traffic, track conversions, and explore audience data.
Sanity headless CMS — query content with GROQ, manage documents, handle assets, and work with schemas.
HashiCorp Terraform integration — plan, apply, and manage infrastructure-as-code configurations.
YouTube Data API — search videos, get transcripts, manage channels, and analyze video metadata.
HubSpot CRM — manage contacts, companies, deals, and track engagement across the sales pipeline.
Exa neural search — semantic search across the web with auto-summarization and content extraction.
Atlassian Confluence integration — search pages, read content, create and update documentation.
Linear project management — issues, projects, cycles, workspaces.
Redis in-memory data store — get/set keys, manage data structures, pub/sub, and cache operations.
SendGrid email API — send transactional and marketing emails, manage contacts, and track delivery.
Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.
Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.
WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.
Browserbase cloud browsers — run headless browsers in the cloud with stealth mode and session management.
Airtable database integration — read, create, update, and query records across bases and tables.
Spotify Web API — search music, manage playlists, control playback, and get recommendations.
PagerDuty incident management — list incidents, trigger alerts, manage on-call schedules, and escalate issues.
PayPal payments integration — create orders, process payments, handle refunds, and manage disputes.
Contentful headless CMS — manage entries, content types, assets, and spaces via the Management API.
LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.
Railway deployment platform — deploy apps, manage databases, handle environments, and monitor services.
Qdrant vector search engine — manage collections, store points, and perform similarity search with filtering.
Zendesk support — manage tickets, search knowledge base, handle users, and automate support workflows.
Elasticsearch search and analytics — full-text search, aggregations, index management, and document CRUD.
Mixpanel product analytics — track events, analyze funnels, query user cohorts, and monitor retention.
Turso edge database (libSQL) — manage databases, run queries, create replicas, and handle groups.
Square payment and commerce platform — payments, catalog, inventory, and customer management.
GCP integration — Cloud Storage, BigQuery, Cloud Run, Pub/Sub, and Compute Engine management.
OpenAI API — chat, embeddings, DALL-E, Whisper.
Telegram Bot API — send messages, manage groups, handle media, and interact with Telegram users.
Raycast productivity — manage clipboard history, snippets, quicklinks, and Raycast extensions.
Ghost publishing platform — create posts, manage members, handle tags, and publish content.
Postmark transactional email — send emails, manage templates, track bounces, and monitor delivery.
New Relic observability — query NRQL, monitor applications, analyze performance, and manage alerts.
Intercom customer messaging — manage conversations, users, articles, and customer engagement data.
Microsoft Azure integration — manage resources, VMs, storage, App Service, and Azure DevOps.
Amplitude analytics — query events, analyze user journeys, segment audiences, and track product metrics.
Mailchimp marketing platform — manage audiences, create campaigns, design emails, and analyze performance.
Sentry error tracking — issues, stack traces, releases, trends.
ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.
Atlassian Bitbucket — manage repositories, pull requests, pipelines, and code reviews.
Render cloud platform — deploy services, manage databases, view logs, and handle environment configuration.
Strapi headless CMS — manage content types, entries, media, and users via the REST or GraphQL API.
Vercel platform — projects, deployments, domains, build logs.
Twitter/X API — post tweets, search content, manage followers, and analyze trends.
Monday.com work OS integration — manage boards, items, columns, and automations.
DigitalOcean cloud management — droplets, databases, app platform, spaces, and Kubernetes clusters.
Apple Notes integration — search, read, and create notes in Apple Notes via AppleScript.
WooCommerce store management — products, orders, customers, coupons, and WordPress integration.
Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.
Canva design integration — create designs, use templates, manage brand assets, and export graphics.
Microsoft Teams integration — send messages, manage channels, and interact with Teams via Microsoft Graph.
CircleCI CI/CD platform — trigger pipelines, manage workflows, view build logs, and monitor job status.
Grafana observability — dashboards, metrics, datasources, alerts.
Discord bot — messages, channels, history, server events.
AWS services — S3, Lambda, DynamoDB, CloudWatch.
Docker containers — list, create, start, stop, inspect.
K8s cluster — pods, deployments, services, namespaces via kubectl.
Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
Konverze bankovních výpisů a faktur do českých účetních programů (Money S3, Pohoda, Abra Flexi, Premier, Helios, ISDOC). Podporuje 9 zdrojů: PayPal, Revolut, Wise, FIO, KB, ČSOB, Raiffeisen, Česká spořitelna a fakturační systémy.
Czech hotel concierge for AI agents — search hotels, browse services and local providers, check availability, and book stays. First Czech hotel platform with auditable multi-tenant RLS.
A simple note-taking MCP server for recording and managing notes with AI models.
A minimal Python-based server that provides real-time weather data and a safe mathematical expression evaluator. It enables users to fetch current weather conditions and perform complex calculations using the Model Context Protocol.
One MCP connection → 100+ MCP servers, with trust audit, discovery, and execution. Trust Scores (0-100) across 5 dimensions: code health, security scan, behavioral audit, community trust, EU compliance.
Free MCP server for Claude with math and financial calculation tools — unit conversion, currency math, compound interest, statistics.
Calm co-parenting for AI agents: shared calendar (handovers, pickups, activities), child expenses with split & approval flow, settlement summary, and family context.
A lightweight tool that uses Mistral AI running locally to generate structured GitHub pull request descriptions from git diffs.
Provides basic arithmetic operations and advanced mathematical functions through the Model Context Protocol (MCP), with features like calculation history tracking and expression evaluation.
Provides arbitrary precision arithmetic operations and advanced mathematical computations through the Unix bc calculator, supporting complex expressions, mathematical functions, and multi-line scripts with configurable precision.
An MCP server for PDF form filling, basic editing, and OCR text extraction. It enables users to merge, rotate, annotate, and sign PDFs, while also supporting text extraction from both searchable and scanned image-based documents.
Provides Todoist task management capabilities to AI assistants through the Model Context Protocol. Enables users to interact with their Todoist projects and tasks directly through Claude Desktop using natural language commands.
A comprehensive Model Context Protocol server that enables AI assistants to interact with LinkedIn APIs for profile management, content creation, networking, messaging, and analytics.
Provides secure mathematical computation capabilities including expression evaluation, symbolic math (derivatives, simplification), matrix operations, statistics, and unit conversion, with multi-tier acceleration through WebAssembly and WebWorkers for high-performance calculations.
Wedding OS for AI agents — plan and run weddings: checklist, guests & RSVP, budget, day-of timeline, seating, playlist, extras catalog, and couple-agency coordination.
Provides unified access to 100+ MCP tools from the marketplace plus custom MCPs through a single gateway with search and execute capabilities.
Enables comprehensive Opsgenie alert management including listing, creating, acknowledging, and closing alerts, as well as managing alert notes, logs, and custom properties through natural language.
Enables web scraping and content extraction from URLs using the Trafilatura library. Extracts main text content and metadata (title, author, date) from web pages with configurable options for comments and tables.
A template for deploying MCP servers on Cloudflare Workers without authentication. Enables easy creation and deployment of custom MCP tools that can be accessed remotely via Claude Desktop or Cloudflare AI Playground.
Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
vet-mcp
Provides AI models with structured access to Trino's distributed SQL query engine, enabling LLMs to directly query and analyze data stored in Trino databases.
Enables AI assistants to securely interact with MariaDB and MySQL databases using granular per-connection read/write permissions and transaction support. It allows users to manage multiple database connections, explore schemas, and execute controlled SQL queries through a standardized interface.
Provides the current date and time in Pacific Daylight Time (PDT) via a remote Model Context Protocol server using Streamable HTTP transport. Requires no authentication and supports easy integration with Claude Code, Claude Desktop, and other MCP clients.
An MCP server that provides text conversion, formatting, and analysis functions, which can be directly integrated into the development workflow.
Website health checker MCP server - SEO audit, accessibility scan, broken link detection, performance analysis, and page comparison.
A fully functional calculator server based on Model Context Protocol (MCP), providing rich mathematical operation functions It includes 13 specialized mathematics modules such as basic arithmetic, radical operations, trigonometric functions, logarithmic operations, statistics, combinatorial mathemat
Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
Facilitates interaction with the Transistor.fm API, offering capabilities to manage podcasts, episodes, and access analytics efficiently.
MCP Server for the GitLab API, enabling project management, file operations, and more.
A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
Enables educational and learning tasks including flashcard generation with Anki integration, Zotero library management, Obsidian vault interaction, and mathematical expression verification with LaTeX support.
A generic MCP server that exposes local repository checkouts, allowing users to search and read code and documentation through natural language. It supports multiple instances, enabling seamless interaction with various codebases via configurable tool prefixes and URI schemes.
Stripe MCP Server by CData
AWS‑IReveal‑MCP
A server that gives MCP clients (Cursor, Claude, Windsurf, etc.) the ability to remember user information across conversations using vector search technology.
A TypeScript-based MCP server that enables LLM agents to interact with Gel databases through natural language, providing tools to learn database schemas, validate and execute EdgeQL queries.
Automatically collects daily report data from KPI systems using browser automation and Google OAuth login. Generates structured Markdown reports for specified date ranges with persistent session management.
Enables creation and management of structured game worlds for text adventures and RPGs with character creation, world generation, and natural language interaction through AI integration.
Provides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.
An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.
Unified MCP safety server that detects prompt injection (75 patterns), scans LLM outputs for leaked secrets/PII, enforces API cost budgets, and creates signed audit trails. Zero ML dependencies, pure Python.
Enables AI assistants to manage WhatsApp communications by sending messages, managing groups, and analyzing conversation patterns via the WaliChat API. It supports tasks like message scheduling, contact management, and automated business workflows through natural language commands.
An MCP server that integrates with the Todoist REST API v2 to enable AI assistants to manage tasks, projects, sections, comments, and labels. It supports comprehensive operations including batch task creation, history tracking for completed tasks, and organized project management.
A Python-based Model Context Protocol server that provides AI assistants with access to Oura Ring health and fitness data across 15+ endpoints. It enables querying metrics like sleep, activity, readiness, and cardiovascular health through simple authentication and date-range filtering.
Provides an interface to manage email marketing, contact lists, dynamic templates, and email analytics via SendGrid's API.
Rewrites coding prompts for optimal results with AI IDEs like Cursor by using Claude to add structure, context, and language-specific considerations to user prompts.
MCP server that will proxy to your gRPC backends via reflection or descriptors file.
Enables Claude to autonomously trade, analyze, and manage positions on Polymarket prediction markets with 45 comprehensive tools including market discovery, real-time monitoring, portfolio management, and AI-powered trading recommendations with enterprise-grade safety features.
Connects AI assistants to Exa AI's search capabilities for web search, code context retrieval from GitHub repos and documentation, company research, LinkedIn search, and deep research tasks.
Bridges Xcode and Cursor to provide real-time access to build errors, warnings, and debug output from Xcode's DerivedData, enabling automated error analysis and fixes directly within Cursor.
MCP server for npm — search packages, check bundle sizes, scan vulnerabilities, compare downloads, inspect dependencies.
Enables LLMs to search and book flights across 300+ airlines, manage travel orders, and search airports through the Duffel API with support for real-time pricing, multi-city trips, and flexible cabin classes.
Enables AI assistants to interact with physical serial port devices across platforms (Windows COM/Linux tty) with support for asynchronous communication, URC pattern recognition, and structured logging.
An implementation of the Model Context Protocol that provides AI clients with intelligent diagnosis and analysis capabilities for StarRocks databases. It enables users to execute SQL queries, monitor storage health, and analyze performance issues through natural language interfaces.
A Model Context Protocol server that enables language models to interact with Anki flashcard decks programmatically, with specialized features for Japanese language learning including vocabulary import, sample sentence generation, and spaced repetition review.
Provides mathematical operation tools including basic arithmetic (add, subtract, multiply, divide), power and square root calculations, and safe evaluation of mathematical expressions.
jobswithgpt
A Discord bot server based on Model Context Protocol (MCP), enabling AI models to interact with Discord through the MCP protocol.
Provides current time information and timezone conversion capabilities using IANA timezone names with automatic system detection. It enables LLMs to fetch local or global times and convert specific timestamps between different regions.
Enables interaction with Cloudera Machine Learning to manage projects, files, and jobs through the Model Context Protocol. It supports tasks such as uploading files, scheduling jobs, and managing runtimes via natural language interfaces.
Provides comprehensive mathematical capabilities including basic arithmetic, advanced functions, statistical tools, and access to mathematical constants. It allows users to perform computations and generate math-related prompts through a standardized MCP interface.
Enables AI agents and LLMs to interact with the TEST MCP USDT API through standardized tools using the Model Context Protocol. It provides a containerized environment for executing USDT-related API operations and asynchronous tool handling.
A modular multi-server architecture providing development automation, JIRA management, and performance reporting for Claude Code. It features specialized tools for PR health analysis, code reviews, and generating comprehensive team and individual quarterly reports.
MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
Provides persistent IPython shell sessions per conversation with DataFrame-centric architecture, enabling stateful data analysis, CLI tool execution, and integration of external MCP servers within the same workspace context.
MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example.
An MCP server that provides fact-checking capabilities and truth anchoring for AI agents using verified data sources.
Facilitates interaction and context sharing between AI models using the standardized Model Context Protocol (MCP) with features like interoperability, scalability, security, and flexibility across diverse AI systems.
MCP security scanner for AI agents - detects prompt injection, secrets, PII, and vets MCP servers before installation
The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
Enables personal financial management through AI assistants by providing tools to add transactions, check balances, list transaction history, and generate monthly summaries. Supports natural language interaction for tracking income and expenses with categorization.
Enables AI coding agents to access Figma design data by fetching and simplifying layout and styling metadata. This allows developers to accurately implement UI designs in code directly from Figma file links.
A server implementing the Model Context Protocol (MCP) that delivers jokes upon request, demonstrating how to connect AI models to data sources and tools within Microsoft Copilot Studio.
SSH MCP
Enables LLMs to scrape, index, and search modern and legacy Salesforce documentation by piercing complex Shadow DOM and iframe structures. It supports hierarchical spidering of entire guides and local RAG capabilities using a SQLite database for offline querying.
The first MCP Server dedicated to Bitcoin ecosystem
Enables access to BitSight security rating data through company search and rating retrieval functionality. Automatically manages BitSight subscriptions for one-time rating requests and provides structured security assessments for companies.
MCP server for Huntress API integration
Enables interaction with YouTube videos by extracting metadata, captions in multiple languages, and converting content to markdown with various templates.
Provides LLMs with full PostgreSQL database access, including tools for query execution, schema management, and data export. It also features a dedicated insights system for storing business memos and supports both local stdio and remote HTTP transport.
An autonomous AI development agent that enables full-stack coding, automated verification, RAG-powered code search, and quality assurance through MCP tools. Supports Gemini CLI, Claude Code CLI, with features like parallel verification, security scanning, and spec-driven development.
Provides access to economic data from the Federal Reserve Bank of St. Louis (FRED) through the Model Context Protocol, allowing AI assistants to retrieve economic time series data directly.
Enables searching and reading books from your Calibre ebook library through MCP. Supports title, author, and full-text search across multiple formats with lightweight Windows-optimized implementation.
Provides comprehensive interaction with Google Docs, featuring specialized support for document tabs, nested structures, and markdown conversion. It enables users to list, read, create, and perform complex batch updates on documents using Google service accounts.
Enables AI agents to securely make online purchases using Privacy.com virtual cards. It provides tools for creating single-use cards and automatically filling payment fields on web pages.
A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.
MCP server for Deckrun — generate presentation PDFs, narrated videos, and audio from Markdown. Built for AI agents and IDEs. Free tier: no API key required — generate PDFs instantly. Paid tier: set DECKRUN_API_KEY to unlock video, audio, and account tools.
Exposes public weather and climate data through a standardized API, allowing AI agents to retrieve current conditions, 7-day forecasts, and historical data. It enables weather-aware automation and data enrichment for conversational agents and travel planning.
Enables users to fetch various types of jokes including Chuck Norris and Dad jokes through an MCP server that integrates with Microsoft Copilot Studio and GitHub Copilot.
A Model Context Protocol server that provides web scraping capabilities, enabling AI to extract and analyze web content through page structure analysis, schema-based extraction, and screenshot capture.
A Model Context Protocol server that enables LLMs to interact with all MonkeyType API endpoints, providing access to typing test data, user profiles, leaderboards, and statistics through natural language.
Free Polish VAT invoice generation MCP server with PDF output and preview. No API key required.
Interact with WebScraping.AI API for web data extraction and scraping
Enables AI models to access user geolocation data through EdgeOne Pages Functions using the Model Context Protocol (MCP).
Monday .com MCP Server by CData
A robust SSH server facilitating secure remote command execution with TMUX session management, multi-window support, and smart session recovery for improved AI-human interaction.
A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
HCL Domino MCP Server by CData
A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
A local MCP server that provides a secure bridge for automating macOS applications like Notes, Calendar, and Mail through AppleScript. It uses template-based execution and policy-based allowlists to enable safe, structured interaction with system tools.
AI trading assistant for Bybit cryptocurrency exchange that analyzes markets in real-time, identifies trading opportunities, and executes trades with user confirmation through Cursor IDE integration.
A TypeScript-based MCP server that enables users to manage text notes and generate summaries, showcasing key MCP concepts like resource representation and LLM integration.
A server that allows AI models to interact with cryptocurrency exchange APIs through the Model Context Protocol, providing access to over 100 exchanges and their trading capabilities.
Provides D\&D 5e spell information through search and filtering tools. Access detailed spell data, class-specific spell lists, and spell school references powered by the D\&D 5e API.
Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
Enables AI clients to interact with Microsoft Dynamics 365 Business Central through MCP, providing access to customers, items, sales orders, and allowing creation of new records via natural language.
Enables AI assistants to search and retrieve chemical compound information, structures, and physical properties from the PubChem database. It supports querying via compound names, SMILES notation, or CIDs to provide detailed molecular data for chemical analysis.
Enables querying the Drug Gene Interaction Database (DGIdb) through natural language, allowing users to search for drug-gene interactions, gene information, and drug attributes directly from Claude Desktop.
A Model Context Protocol server that integrates high-quality text-to-speech capabilities with Claude Desktop and other MCP-compatible clients, supporting multiple voice options and audio formats.
Enables AI assistants to query and analyze errors from Bugsink self-hosted error tracking instances. Supports listing projects, teams, issues, and viewing detailed error events with stacktraces.
Enables trading and portfolio management through the Alpaca API, allowing users to place orders, manage positions and watchlists, access market data, and retrieve account information through natural language.
A Model Context Protocol server that interfaces with Biomart databases, allowing models to discover biological datasets, explore attributes/filters, retrieve biological data, and translate between different biological identifiers.
A MCP server that provides gene set enrichment analysis using the Enrichr API
Enables interaction with Moodle learning management systems through the REST API. Supports course management, user enrollment, assignment handling, and forum operations through natural language.
A dedicated server for Oracle Cloud Infrastructure (OCI) Core Services that enables management of compute instances and network operations with LLM-friendly structured responses.
Enables AI assistants to perform penetration testing and security assessments by exposing 60+ Kali Linux security tools including network scanning, web security testing, password cracking, exploitation frameworks, and OSINT capabilities through an AI-friendly interface.
An MCP server providing access to the APLCart idiom collection with semantic search and syntax matching capabilities. It enables users to find APL expressions and idioms through natural language queries, keyword searches, and exact syntax lookups.
Integrates Claude with Todoist for natural language task management, supporting project and section organization, task creation, updating, completion, and deletion using everyday language.
Enables users to search and retrieve fitness exercise information from the Api Ninjas database. It supports filtering by exercise name, target muscle, type, and difficulty level.
Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Exposes check_grass_conditions, suggest_activity, log_touch_grass, and get_stats tools — fully local, no API keys, no cloud storage.
EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 MCP tools including prompt injection detection, risk classification, and fix code generation.
Enables AI assistants to interact with MySQL databases through natural language for schema introspection, safe SQL execution, and full CRUD operations. It provides built-in tools for managing users, products, and orders while ensuring security through parameterized queries and read-only SQL checks.
enables building context-aware AI agents through a NextJS plugin ecosystem.
A Pyodide server for executing Python code by Large Language Models (LLMs) via the Model Context Protocol (MCP).
Enables remote control of Blender via the Model Context Protocol, allowing users to execute Python scripts, query scene data, and generate 3D models from images. It provides a bridge for AI clients to interact directly with Blender's internal environment and automate 3D content creation.
A boilerplate project for quickly developing Model Context Protocol servers using TypeScript, featuring example tools (calculator, greeting) and resources (server info) with Zod schema validation.
Enables AI assistants to shop on frisco.pl, Poland's online grocery store, with secure manual authentication. Supports product search, cart management, and checkout preparation via browser automation without storing login credentials.
A Model Context Protocol server that connects AI assistants to Bloom Growth's GraphQL API, enabling them to query data and execute operations against the Bloom Growth platform.
MCP server for "taming the Claude" with structured task queues.
Search, view, and install AI skills in AI conversations.
Connects AI assistants to thousands of Apify Actors for web scraping, data extraction, and automation tasks, with dynamic tool discovery to find and use any Actor from the Apify Store in real time.
A comprehensive MCP server for automated bug bounty hunting and security reconnaissance, featuring over 28 specialized tools for subdomain discovery, vulnerability scanning, and traffic analysis. It integrates automated scope validation and professional reporting across multiple platforms like HackerOne and Bugcrowd to streamline security testing.
Enables AI assistants to search and access arXiv papers through a Model Context Protocol interface, allowing for paper search, download, listing, and reading functionality.
A Model Context Protocol server that scrapes blog posts from V2.ai Insights, extracts content, and provides AI-powered summaries using OpenAI's GPT-4.
Enables intelligent form data collection for mediation/dispute resolution services through conversational AI. Supports structured information gathering, real-time validation, and database storage with integration for Cursor, Dify, and other LLM platforms.
A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.
Provides integrated control capabilities for LG ThinQ devices including status monitoring, device control, and profile information through a Model Context Protocol server.
A Model Context Protocol server that allows execution of Python code within Daytona workspaces, providing a secure and isolated environment for executing and managing Python scripts.
Enables AI agents to search for and execute automated browser workflows through Autopilot Browser's API, allowing web scraping, data extraction, and other browser automation tasks via natural language commands.
An academic research tool that enables users to search across nine major paper sources, rank results with AI-driven criteria, and automate paper notifications to multiple platforms. It streamlines literature management through integrated support for Zotero, Obsidian, and personal library website generation.
An MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.
Primarily to be used as a template for developing MCP servers with FastMCP in Python, PyMCP is somewhat inspired by the official everything MCP server in Typescript.
A Model Context Protocol server that provides secure, multi-database MySQL access with configurable security levels, enabling SQL queries across multiple databases directly from VS Code.
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.
Provides time filter tools for CX Dashboard integration, allowing users to set predefined time periods, custom date ranges, and manage time-based filtering across dashboard tabs. Supports HTTP-based MCP protocol with optional authentication for seamless integration with MCP-compatible clients like Langflow.
A Model Context Protocol server that enables Claude to generate and upscale images through the Letz AI API, allowing users to create images directly within Claude conversations.
Enables Claude to interact with the Readwise Reader API, allowing for saving, listing, updating, and deleting documents with complete metadata and content access through natural language.
A Model Context Protocol server that provides tools for interacting with Yahoo Finance, allowing users to retrieve stock prices, company information, and perform financial data comparisons.
Description: Pay-per-request access to Claude and GPT models via Solana USDC using a Phantom wallet address. No accounts, no API keys — wallet-native authentication.
A Model Context Protocol server that provides browser automation capabilities using Puppeteer with configurable options through environment variables, enabling LLMs to interact with web pages, take screenshots, and execute JavaScript in a browser environment.
Provides weather data from OpenWeatherMap API through MCP tools and a REST API with OpenAPI support. Enables LLM agents to retrieve current weather, forecasts, and temperature ranges by city or coordinates.
Singapore property prices, HDB resale transactions, land use/zoning, and nearby amenities via MCP. Uses only free public APIs, no API keys needed.
Enables Claude Desktop to query a PostgreSQL brand database through MCP. Supports local stdio and remote HTTP/SSE deployments with API key authentication for secure database access.
Enables high-quality AI image generation using MiniMax (Hailuo AI) text-to-image technology through fal.ai, supporting multiple aspect ratios, prompt optimization, and both synchronous and queue-based generation with automatic local image downloads.
Enables AI tools to perform Chinese fortune-telling analysis including Ziwei Doushu (Purple Star Astrology) and Bazi (Four Pillars) chart generation, fortune reading, and element analysis. Supports multiple calendar systems and output formats for comprehensive divination services.
Provides tools for automating LinkedIn job post search and management. Job opportunities often appear in LinkedIn posts first, before they're posted on traditional job boards. By monitoring LinkedIn posts, you can discover opportunities earlier and get a competitive advantage in your job search.
Enables LLMs to read and extract content from PDF files with high-fidelity LaTeX recognition and layout awareness using a Python-based extraction engine. It includes a robust Node.js fallback and supports page range filtering for efficient processing of large documents.
Enables AI assistants to remove backgrounds from images using the Poof API via URLs, file paths, or base64 encoding. It also allows users to monitor their account information and remaining credit balance.
Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
A secure Model Context Protocol server that enables AI assistants to interact with the Solana blockchain without direct access to private keys, supporting operations like balance checking, SOL transfers, and transaction history retrieval.
Enables AI assistants like Claude to interact with MongoDB databases through standardized MCP tools. Supports full CRUD operations, aggregations, and natural language queries with Clean Architecture and dual transport modes (STDIO/HTTP).
A Model Context Protocol server that provides integration with Jira, allowing Large Language Models to interact with Jira projects, boards, sprints, and issues through natural language.
A Model Context Protocol implementation that enables LLMs to execute complex, multi-step workflows combining tool usage with cognitive reasoning, providing structured, reusable paths through tasks with advanced control flow.
An MCP Server that enables interaction with the Obono RKSV API, automatically generated using AG2's MCP builder to provide a standardized way to access the functionality defined in the OpenAPI specification.
Enables stateful binary analysis and pwn research through GDB/pwndbg debugging capabilities. Supports loading binaries, setting breakpoints, memory analysis, compilation with sanitizers, and process management for vulnerability research.
A template MCP server built with FastMCP framework that demonstrates basic tool implementation with a simple addition calculator example.
Enables interaction with Dropbox through the Model Context Protocol, providing tools for file management, uploads, downloads, deletion, and token updates with secure runtime authentication.
Enables reading, editing, and creating Korean HWPX documents through python-hwpx library. Supports document creation, paragraph/table/image insertion, metadata management, and workspace-restricted file operations with automatic backup functionality.
A template for deploying an authentication-free MCP server on Cloudflare Workers. Enables custom tool creation and connection from MCP clients like Claude Desktop or the Cloudflare AI Playground.
An MCP server that provides structured access to Aster DEX market data—covering candlesticks, order books, trades, and funding rates.
A TypeScript MCP server that enables AI assistants to create, manage, and manipulate 'crystals' - structured data containers for storing complex analysis, code, and knowledge that can be exported and reimported across different AI conversations.
Enables car customization and racing through natural language by building dream rides with colors, wheels, body kits, spoilers, and driver personas. Supports saving multiple builds with performance scoring and secure authentication.
Enables interaction with Old School RuneScape game data and Wiki through the Model Context Protocol, providing tools to search the OSRS Wiki and access game definitions for items, NPCs, locations, and game mechanics.
Provides semantic search capabilities over the Plesk Extensions Guide documentation using Retrieval-Augmented Generation (RAG) and vector embeddings. It enables AI assistants to retrieve relevant technical information and answer natural language queries regarding Plesk extension development.
An MCP server that provides access to financial market data via the Finnhub API, focusing on earnings calendars. It allows users to retrieve historical and upcoming earnings announcements including EPS and revenue data.
Allows seamless integration of DeepSeek's language models with MCP-compatible applications like Claude Desktop, supporting features such as model selection, temperature control, and multi-turn conversations with automatic model fallback.
AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
Enables seamless interaction with Azure DevOps for managing Git repositories, branches, and pull requests through natural language. It also supports automating and monitoring pipelines while providing secure, type-safe operations within MCP-compatible clients.
An MCP server that generates structured notes from Bilibili videos by automatically downloading audio, transcribing with Whisper, and processing through LLM.
A complete Model Context Protocol server that implements Selenium WebDriver for browser automation with advanced detection evasion capabilities, multi-browser support, and comprehensive web interaction functionalities.
An MCP server that allows AI tools like Claude Desktop, Claude Code, and Cursor to visually interact with macOS applications by capturing screenshots and controlling the mouse and keyboard.
Enables MCP clients to interact with Jira for managing tasks, including fetching assigned issues and creating new tasks. It supports retrieving detailed task information and filtering by project or status using the Jira API.
Connect Claude to XERT cycling analytics - access fitness signature (FTP, LTP, HIE), training load, workouts, and activities.
Provides comprehensive weather information including current conditions, 7-day forecasts, and air quality data for any city worldwide using the Open-Meteo API. Features real-time weather data, hourly forecasts, sunrise/sunset times, and European Air Quality Index with human-readable descriptions.
Exposes ProxyPin's local network capture history to MCP-capable clients for searching, analyzing, and detailing captured HTTP traffic. It enables users to perform API structure analysis and generate client-side code directly from captured requests.
MCP for what few things LinkedIn allows via API
Secrets vault for Claude Code. Encrypt API keys, tokens and passwords with AES-256. Full audit logs, MCP access rules, and zero-knowledge mode. Secrets never appear in chat.
Enables AI assistants to interact with Gmail through natural language, supporting email sending/reading, searching, draft management, label organization, and batch operations with secure OAuth authentication.
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API, with options for direct use or integration with other tools like VS Code.
fetch the latest channels messages chat
Enables AI agents to create, manage, and track tasks within plans using Valkey as the persistence layer. Supports plan and task management with Markdown notes, status tracking, and prioritization through multiple transport protocols (SSE, Streamable HTTP, STDIO).
AI-powered VMware vCenter/ESXi monitoring and operations. 20 MCP tools for inventory queries, health monitoring, VM lifecycle management, fast provisioning (Linked Clone, OVA, template deploy), snapshot management, and datastore browsing. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
Solana KOL trading intelligence and deployer analytics. Query real-time trades from 946 tracked KOL wallets, convergence signals, PnL leaderboards, and elite Pump.fun deployer alerts — paid per request with USDC via x402.
An MCP server that detects potential risks in Solana meme tokens.
Wix MCP Server
Enables exploration and search of local filesystems using glob pattern matching to find files and grep to search for text patterns within files.
gdrive mcp capable of upload
MCP Server For Garak LLM Vulnerability Scanner https://github.com/EdenYavin/Garak-MCP/blob/main/README.md
Enables integration with Up Banking API to query account balances, transaction history, and spending categories. Supports filtering transactions by date, category, tags, and account type for comprehensive banking insights.
MCP Foundry
Enables AI assistants to access and analyze GitHub profile data, providing insights on repositories, commit history, coding patterns, and generating portfolio summaries for developers and recruiters.
A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript-based architecture in a monorepo structure.
The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
MySQL Navigator MCP
Enables AI chat integrations to manage todo lists by providing tools for adding, listing, updating, and deleting tasks. It is built with Hono and supports flexible deployment options including Cloudflare Workers with D1 persistence.
MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
Enables AI agents and LLMs to securely interact with Firestore databases through complete CRUD operations (get, set, add, delete, query) while respecting Firestore Security Rules via the Firebase Client SDK.
An MCP server that bridges AI agents with GUI automation capabilities, allowing them to control mouse, keyboard, windows, and take screenshots to interact with desktop applications.
A Model Context Protocol server that enables Claude Desktop to access structured employee data and perform HR operations including employee lookups, searches, and global leave requests.
The URL-Context-MCP MCP Server provides a tool to analyze and summarize the content of URLs using Google Gemini's URL Context capability via the Gemini API. Now also supports optional grounding with Google Search alongside URL Context. The server is designed to follow prompt-only orchestration: con
An MCP server that allows Claude and other MCP-compatible LLMs to interact with the GitHub API, supporting features like creating issues, getting repository information, listing issues, and searching repositories.
An MCP server optimized for Chinese users that enables AI models to perform Bing searches and fetch webpage content without requiring an API key. It provides specialized tools for searching and scraping web data directly through supported AI environments like Claude or Cursor.
This is an MCP server that can be used with Netlify
Enables interaction with the WhkerDB shared PDF editor to manage collaborative rooms, file structures, and real-time annotations. It allows users to upload PDFs and images, manage note trees, and sync data across platforms through natural language.
A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.
A client-server browser automation solution that reduces HTML token usage by up to 90% through semantic snapshots, enabling complex web interactions without exhausting AI context windows.
A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.
A comprehensive Model Context Protocol server that analyzes AWS costs and provides optimization recommendations by integrating with services like Cost Explorer, Cost Optimization Hub, and Trusted Advisor.
Provides comprehensive access to GitHub repositories, issues, pull requests, commits, user profiles, and statistics through 10 tools with natural language query support and advanced search capabilities.
Enables interaction with the DiSH room booking platform to search availability, create bookings, and manage reservations. It allows AI assistants to handle meeting room logistics directly through natural language commands.
Enables interaction with CTFd platforms for Capture The Flag competitions, allowing users to list challenges, read details, manage dynamic Docker containers, and submit flags through natural language.
Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
Help agents automatically write and test stories for your UI components.
Provides structured access to NHL data including teams, players, standings, schedules, and statistics through the Model-Context Protocol pattern.
A Model Context Protocol (MCP) server that connects AI assistants directly with Freepik's APIs, allowing users to search, generate, and manage visual content without leaving their AI workflow.
Enables AI assistants to query website statistics from Plausible Analytics, providing access to metrics like real-time visitors, traffic trends, and page performance. It supports both Plausible Cloud and self-hosted instances through the Stats API v2.
Enables AI agents to search and discover over 6,000 curated MCP connectors from the AgentHotspot marketplace using natural language. It provides a lightweight tool for builders to find and integrate diverse OSS connectors into their agentic workflows.
Exposes over 130 Dockhand API endpoints as tools to manage Docker infrastructure through AI assistants. It enables comprehensive control over containers, stacks, networks, and volumes across multiple environments and hosts.
A Model Context Protocol server that wraps AutoIt functionality, enabling LLMs to automate Windows desktop tasks including mouse/keyboard operations, window management, and UI control interactions.
An MCP server that provides tools for rolling dice using standard notation, flipping coins, and selecting random items from lists. It supports advanced tabletop gaming features such as character stat generation and keep-highest/lowest mechanics.
Provides AI access to Korea's land use planning, urban regulations, and permit information through natural language queries. It integrates tools for land analysis, regulation verification, and public notice scraping to prevent hallucinations in property-related AI applications.
Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`.
Enables comprehensive security vulnerability scanning and code quality analysis for Python applications. Provides detailed reports with scoring, actionable suggestions, and comparison tracking specifically designed for backend developers working with frameworks like Django, Flask, and FastAPI.
Enables WordPress content extraction, keyword research using Google autocomplete and Trends data, and generation of SEO-optimized content with quality metrics.
An advanced MCP server for Cline that leverages EverArt's AI models to generate vector and raster images, supporting flexible storage, multiple formats, and robust image generation capabilities.
Server that allows interaction with Godspeed task application using API.
An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) structures, including SBU and ligand identification, guest removal, and COF stacking analysis. It enables AI agents to perform automated chemical informatics and structural characterization on crystal structures via CIF files.
Promptopia MCP
Integrates WordPress Coding Standards (WPCS) with Claude AI to automatically check and fix code quality issues in WordPress plugins and themes before commits.
Enables executing SQL queries against the Pacuare database with secure API token authentication, supporting data retrieval, mathematical operations, and aggregations through natural language.
Enables interaction with locally running Ollama models through chat, generation, and model management operations. Supports listing, downloading, and deleting models while maintaining conversation history for interactive sessions.
Save and query your agent memory in distributed way by Membase
Provides a secure interface for AI assistants to interact with penetration testing tools like nmap, hydra, sqlmap, and nikto for educational cybersecurity purposes. Includes input sanitization and runs in a Docker container with Kali Linux tools for authorized testing scenarios.
An MCP server for local PDF manipulation including merging, splitting, rotating, watermarking, and text extraction. It works with various MCP-compatible clients and processes PDFs entirely on-device without cloud services.
Provides comprehensive documentation search for Next.js 15+ and Tailwind CSS 3+, along with 27 production-ready Catalyst UI components and 13 design patterns for building modern web applications.
Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code — scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
Enables users to upload, search, edit, and generate videos through Video Jungle, supporting custom URI schemes and integration with video editing tools like DaVinci Resolve.
Enables finding, configuring, and installing Model Context Protocol (MCP) servers from the Smithery registry directly into Cursor or Claude Desktop applications.
Enables Islamic inheritance law calculations (Faraidh) including heir validation, estate distribution, and handling special cases like Aul and Radd. Supports comprehensive inheritance scenarios with detailed reporting and case management functionality.
An intelligent 3D printing assistant that enables users to analyze meshes, generate optimal print profiles, and automate PrusaSlicer operations through an MCP client. It provides a comprehensive suite of tools for geometric analysis, printability checks, filament recommendations, and post-print diagnostics.
An MCP server that allows using natural language to manage Cloudflare resources (Workers, KV, R2, D1) through Claude Desktop, VSCode, and other MCP clients.
An MCP server that enables running tests and retrieving filtered telemetry summaries and on-demand logs to prevent LLM token overflow. It supports Docker and Playwright integration to provide detailed insights into network requests, console errors, and backend logs.
Microsoft SQL Server MCP Server by CData
Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
Provides access to Ics Ap Apis API endpoints with authentication support, enabling API interactions through the MCP protocol.
An advanced Model Context Protocol server that integrates GitHub repositories with Google Gemini AI to provide intelligent code assistance, analysis, and repository management operations.
Provides access to Open-E JovianDSS REST API documentation for intelligent search, endpoint analysis, and version comparison. It enables developers to integrate and interact with JovianDSS storage services through natural language via the Model Context Protocol.
Enables AI assistants to search and retrieve academic papers from arXiv through MCP tools, supporting search by various criteria, detailed paper information, category browsing, and PDF content extraction.
Provides knowledge extraction and cross-repo analysis tools for multi-repository organizations. It enables users to query type definitions, service dependencies, and infrastructure configurations across an entire organization's codebase.
A command-line interface application for interactive chat with AI models via the Anthropic API. It supports document retrieval, command-based prompts, and extensible tool integrations through the MCP architecture.
Aggregates prediction market data from 5 major platforms (Manifold, Polymarket, Metaculus, PredictIt, Kalshi), enabling users to search markets, compare odds across platforms, detect arbitrage opportunities, and track predictions through natural language.
Enables AI agents to create, manage, and search hierarchical plans with phases, tasks, and milestones through a comprehensive planning API. Supports CRUD operations, batch updates, rich context retrieval, and artifact management for structured project planning.
Bridges YouTube API and AI assistants, enabling video analysis by downloading and processing closed captions to create summaries of YouTube videos.
An MCP Server that enables multi-agent conversation interactions with the Stellastra API, auto-generated using AG2's MCP builder.
A procedurally-generated murder mystery game engine that enables AI agents to generate mysteries, interrogate AI suspects with memory and emotions, search for clues, and solve crimes through MCP tools. Features RAG-powered investigation tools for searching conversations, detecting contradictions, and cross-referencing testimony.
A comprehensive MCP server for serial port communication
A wrapper around the Azure CLI command line that allows you to talk directly to Azure
Enables interaction with Google's Street View Publish API for publishing and managing 360 photos on Google Street View through natural language commands.
Enables mobile device automation for Android (via ADB) and iOS Simulator (via simctl), allowing you to control devices with natural language through screenshots, UI interactions, text input, and app management.
An MCP server that scrapes elitepvpers.com to provide resources, setup guides, and troubleshooting tools for hosting Silkroad Online private servers. It allows users to search for opcodes, server files, and community releases through natural language queries.
A robust Model Control Protocol server that enables AI agents to access real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and other cyber-security entities.
Ariadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)
A bridge that provides AI assistants with access to WaniKani user data and functionality, enabling them to retrieve learning progress, identify difficult items, and offer personalized Japanese language learning assistance.
An MCP server for capturing screen regions directly into Claude Code conversations via hotkeys or tool calls. It provides Windows-specific screen snipping with multi-monitor support, persistent storage, and automatic management of captured images.
Validate AI claims against live data: check endpoints, count competitors, and test hypotheses. Includes free and paid tools via x402.
A starter template for building Model Context Protocol (MCP) servers, enabling developers to create and add custom tools that can be integrated with Claude Desktop.
A universal MCP server for document processing, conversion, and automation. Handle PDF, DOCX, HTML, Markdown, and more through a unified API and toolset.
MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
Enables AI assistants to manage Debian package repositories through natural language using the Aptly package management tool. Supports repository creation, package operations, snapshot management, publishing, and mirror synchronization.
An MCP-native server that enables intelligent task delegation from advanced AI agents like Claude to more cost-effective LLMs, optimizing for cost while maintaining output quality.
Enables privacy-respecting web searches through SearXNG metasearch engine with customizable parameters like language, time range, categories, and engines. Supports safe search levels, pagination control, and basic authentication for secure search operations.
An MCP server that allows Claude to access pages from Cosense projects, supporting both public and private projects with optional SID authentication.
An MCP server that generates random numbers by using national weather data as entropy seeds. It provides a unique way to generate random values through weather API integration within the Model Context Protocol.
Enables AI assistants to safely explore, analyze, and maintain PostgreSQL databases with read-only mode by default, SQL injection prevention, query performance analysis, and optional write operations.
An MCP server that enables AI agents to execute sandboxed JavaScript code to control external web applications in real-time. It utilizes WebSockets to synchronize script execution with frontend animations, allowing complex UI interactions to be handled in a single agent turn.
Connects AI assistants to ScreenshotOne.com API for capturing website screenshots with customizable options including viewport size, full-page captures, and multiple output formats.
Enables AI agents to read, write, and edit Office documents via LibreOffice with token-efficient design. Supports multiple formats including DOCX, XLSX, PPTX, and legacy formats through LibreOffice bridge.
Shape-shifting MCP hub — shapeshift() into 10,000+ servers at runtime. One entry point, no restarts, 7 registries.
MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required.
mcp-meme-sticky
Enables AI assistants to store and retrieve long-term memories using PostgreSQL with vector similarity search. Supports semantic memory operations, tagging, and real-time updates for persistent learning across conversations.
Enables AI assistants like Claude to browse, search, and read data from an Autodesk Vault server by exposing its REST API operations as tools.
Provides AI assistants with a comprehensive toolkit for developing, testing, and deploying smart contracts on the Agoric blockchain. It supports key Agoric features such as the Zoe contract framework, ERTP asset handling, and cross-chain orchestration patterns.
A Model Context Protocol server that provides access to ACI.dev functions (tools) through either direct app-specific tools or a unified interface with dynamic tool discovery and execution based on user intent.
Enables AI agents to fully automate Appwrite backend operations with 143 tools covering databases, users, storage, functions, messaging, and more. Supports advanced features like GeoJSON attributes, file uploads, function deployment, and bulk operations.
Automates cold email outreach for job applications by parsing job postings, generating personalized emails using AI, and sending them or saving as drafts in Gmail with resume attachments.
Enables users to document data and connect it to AI agents by defining tools and instructions in markdown files. It supports building RAG and text-to-SQL applications that can be deployed as MCP servers, APIs, or CLIs.
Enables management of dental appointments through Google Calendar integration. Supports booking, canceling, rescheduling appointments, checking availability, and finding next available slots through natural language.
A production-grade Model Context Protocol server that provides real-time weather data and 5-day forecasts using the Open-Meteo API. It offers comprehensive meteorological metrics supported by Redis caching and built-in performance monitoring tools.
An MCP server that enables interaction with the Transport Department of Puducherry's API services through natural language, providing access to transportation-related data and operations.
Enables interaction with AWS Fault Injection Service to create, manage, and execute chaos engineering experiments. Operates in read-only mode by default for security, with optional write operations for starting/stopping experiments and managing templates.
Converts Dify tools' API to MCP (Model Control Protocol) compatible API, allowing tools created in Dify to be accessed from MCP clients like Cherry Studio.
Enables semantic search and document retrieval from OpenAI Vector Store, allowing users to search documents using natural language queries and fetch complete document contents through ChatGPT.
An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
A collection of self-hosted, open-source tools that enable AI agents to perform web searching, content crawling, and code analysis tasks like linting and security scanning. It provides power-user capabilities for MCP-compatible clients without requiring external accounts or third-party infrastructure.
Enables AI assistants to interact with Autodesk Revit to query project data, manage elements, and execute generated code via the Model Context Protocol. It provides full compatibility with GitHub Copilot and Claude to automate BIM modeling workflows.
MCP server to help manage a WHMCS installation.
A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
A Model Context Protocol server that provides text-to-speech capabilities using the Kokoro TTS model, offering multiple voice options and customizable speech parameters.
An MCP server that integrates with Claude Desktop for managing personal journal entries, providing both a web viewer for browsing journals and tools for adding, searching, and analyzing journal content.
A high-performance MCP server for semantic search and codebase indexing using the Qdrant vector database. It features optimized embedding pipelines, AST-aware chunking, and git metadata enrichment for fast, privacy-focused local or remote search.
A server implementation that connects to a locally running Anki, enabling card review and creation through the Model Context Protocol.
A sample FastAPI project that implements the Model Context Protocol (MCP), allowing AI assistants to connect to a PostgreSQL database and manage notes through natural language interactions.
A FastMCP-based server that enables executing Microsoft SQL Server data queries and table structure queries through a standardized MCP protocol interface.
A FastMCP server that creates a virtual MIDI output port, allowing LLMs to generate and send MIDI data to any software that accepts MIDI input.
An MCP Server that retrieves and processes news data from the GeekNews site.
Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
Enables AI agents to search restaurants, place delivery orders, and track real-time delivery status using the DoorDash Drive API. It includes a built-in mock data mode that allows for testing and demonstrating delivery lifecycles without requiring live API credentials.
Enables AI assistants to interact with the Google Blogger API v3 to manage blog posts and metadata. It supports the full post lifecycle including creating, updating, publishing, and deleting content through natural language.
Smart Tree MCP cuts storage by up to 95% using quantum-context compression — not just files, but full project histories. Track, compress, and version smarter with zero-bloat ops across Git, FS, and memory.
Connects Claude with Spotify, allowing users to control playback, search for content, get music information, and manage the Spotify queue.
Enables automated sending of institutional emails via Gmail SMTP with authentication and automatic signature from FGJ Multimedios' General Manager.
Provides professional property assessment capabilities including community ratings, community valuations, and individual property appraisals for real estate transactions, investment due diligence, and risk management in China.
Enables natural language interactions with cancer pharmacogenomics data through the DROMA platform, supporting drug-omics association analysis, dataset management, molecular profile loading, and treatment response analysis across multiple research projects.
Enables AI agents to manage Tencent Cloud Live services through natural language, including domain management, stream pulling/pushing, live stream control, and transcoding template operations.
Enables AI models to analyze webpage performance using the Google PageSpeed Insights API, providing real-time performance scores and improvement suggestions.
A getting started guide and template for creating Python-based MCP servers using uv for project management. Provides setup instructions for developing and testing MCP tools that can integrate with Claude Desktop.
Enables comprehensive office seat reservation management including viewing available seats, creating/updating/canceling reservations, managing office layouts, and adding comments to seats through a REST API.
Enables users to search for academic articles on platforms like arXiv using specific keywords, with plans to integrate more scholarly databases in the future.
Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
Provides comprehensive code analysis (quality, complexity, linting, dependencies, security) and web scraping capabilities (static/dynamic content, API discovery) for development workflows.
Translates a lockfile diff into a human-readable upgrade plan. For every dependency bump (npm or PyPI) returns semver class, breaking changes from GitHub release notes, CVEs fixed in the range, migration guide links, and a clear per-package recommendation. Bulk tool ranks up to 50 package changes in parallel by risk (security > caution > review > likely-safe > safe).
BrainGrid](https://braingrid.ai) MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
Provides a Multi-Agent Conversation Protocol server for interfacing with the Vimeo API, allowing agents to interact with Vimeo's video platform services through natural language.
Enables AI-powered analysis of sales call transcripts through natural language queries, allowing users to search conversations, identify objections, and extract insights from customer calls without manually reviewing recordings.
Enables interaction with self-hosted OpenProject instances through the MCP protocol, supporting CRUD operations for projects and tasks (work packages) with pagination and filtering capabilities.
Enables AI agents to explore, search, and manage local Obsidian vault documents with tools for document search, automatic frontmatter property generation, and attachment organization.
Enables interaction with the TexasSolver poker solver to run game theory optimal (GTO) poker calculations, load preflop ranges, and build game trees with structured parameters for analyzing poker hands and strategies.
An MCP server and VS Code extension that enables AI clients to interactively debug code using breakpoints, execution control, and state inspection. It is language-agnostic and works with any debugger that supports VS Code's launch.json configurations.
Provides team information retrieval capabilities through HTTP streaming transport. Built with FastMCP 2.0+ and includes ngrok integration for easy testing and development.
Enables discovery, querying, and exporting of Tableau Cloud dashboards and data sources. Supports searching workbooks, filtering data, and exporting views as PDF, PNG, PowerPoint, CSV, or JSON.
The Google Meet MCP Server enables AI agents to create, manage, and retrieve Google Meet meetings. Built on the Model Context Protocol, it exposes tools for scheduling, updating, and deleting meetings, making it easy to integrate Google Meet functionalities
An MCP server that provides access to personal financial data from Monarch Money, allowing users to retrieve account information, transactions, budgets, goals, and net worth through natural language queries.
gemini-image-mcp
A Model Context Protocol server that enables LLMs to perform web searches using Google's Gemini API and return synthesized responses with citations.
A server that allows AI models to interact with PostgreSQL databases through a standardized protocol, providing database schema information and SQL query execution capabilities.
Enables AI-powered network automation through natural language interactions with Cisco NSO, providing access to device management, configuration retrieval, sync operations, and service orchestration via the RESTCONF API.
Rust MCP Filesystem
Enables deep research into cryptocurrency tokens by gathering data from multiple sources like CoinGecko and DeFiLlama to generate structured reports. It allows users to track research progress, fetch web content, and manage resources locally for comprehensive crypto analysis.
Demonstrates OAuth2/OIDC authentication for MCP servers using Asgardeo, with JWT validation and a sample weather tool to showcase secured API access.
Provides structured access to Nexon's MapleStory Open API, allowing users to query character stats, equipment, Union systems, and guild data. It also enables AI assistants to retrieve game rankings, enhancement probabilities, and official game announcements.
MCP server for searching research grants across NSF (US), ERC (EU), and KRF/NRF (Korea) via a unified interface. NIH excluded—covered by existing connectors.
Cyclops
Assess your business's AI automation readiness across 20 industries. Get a personalized score, specific recommendations, and time/revenue impact estimates
A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.
Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code r
Amazon DynamoDB MCP Server by CData
Miro MCP server, exposing all functionalities available in official Miro SDK
Provides persistent local memory functionality for AI assistants, enabling them to store, retrieve, and search contextual information across conversations with SQLite-based full-text search. All data stays private on your machine while dramatically improving context retention and personalized assistance.
A read-only MCP server that enables users to retrieve and interact with Backlog projects, issues, pull requests, and notifications. It provides a secure way to query Backlog data through natural language using tools like Claude Desktop.
Backend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.
Provides Claude with persistent local memory and a structured knowledge graph for tracking project states, task dependencies, and historical context. It enables users to store notes, manage task relationships, and perform time-travel queries to reconstruct past information without relying on cloud services.
Enables AI assistants to manage Thinkific sites through the REST Admin API, providing tools for handling courses, students, enrollments, and orders. It features 24 specialized tools and resources with support for dual authentication and automatic rate-limit management.
Enables AI assistants to search and access arXiv research papers through a simple Message Control Protocol interface, allowing for paper search, download, listing, and reading capabilities.
A minimal MCP server that provides current time information with configurable timezone support set on the client side.
A Python-based demonstration server showcasing multiple Model Context Protocol transport mechanisms, including stdio, SSE, and HTTP. It provides a functional reference for tool discovery and execution using a sample number addition tool.
Provides comprehensive filesystem operations (read, write, list, create, delete, move files and directories) through the Model Context Protocol with Streamable HTTP transport and built-in security through configurable root directory restrictions.
Shopify Update MCP Server
Multi-platform content distribution — draft posts, repurpose content, generate carousels, schedule, analyze performance, create threads. 7 MCP tools.
Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.
A Model Context Protocol server that gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter) for enhanced code analysis, problem-solving, and collaborative development through AI orchestration with conversations that continue across tasks.
Provides a 'think' tool that allows Claude and other LLMs to add dedicated thinking steps during complex tool use scenarios, creating space for structured reasoning and improving problem-solving capabilities.
Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.
Fetch YouTube subtitles
Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.
A fork of the Neo4j Model Context Protocol server that enables interaction with Neo4j knowledge graphs through environment variable configuration and improved options for remote connections.
Enables interaction with decentralized exchanges (DEXs) through OpenOcean, allowing users to get swap quotes, execute token swaps, check gas prices, and query transaction information across multiple blockchain networks.
An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
A Model Context Protocol server that enables AI agents to interact with local Logseq knowledge graphs, supporting operations like creating/editing pages and blocks, searching content, and managing journal entries.
The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
Enables multiple Claude Code instances to collaborate in real-time through channels, allowing AI agents to work together on projects without requiring local setup beyond Docker.
Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
A modern multi-platform hot news aggregation server based on FastMCP that supports real-time hot topics data collection from 13+ major platforms including Zhihu, Weibo, Baidu, and Bilibili.
A Model Context Protocol server that provides read-only access to Mailchimp's Marketing API for comprehensive email marketing data retrieval.
An MCP server that provides session-based shell command execution and file management with intelligent LLM-powered summarization. It enables users to manage isolated workflows and track progress through automated event logging and session history.
Provides screen capture and optical character recognition (OCR) capabilities for entire displays or specific application windows. It enables users to list running applications, take screenshots, and extract text from images using multi-language support.
A Pinterest Model Context Protocol (MCP) server for image search and information retrieval
Provides comprehensive geospatial analysis capabilities through Turf.js, enabling spatial measurements, geometric operations, coordinate transformations, and geographic data processing. Supports over 100 geospatial functions including distance calculations, spatial relationships, buffer operations, and grid generation.
T-SQL Analyzer
Provides comprehensive running performance calculations including VDOT, training paces, race time predictions, velocity markers, and heart rate zones using Jack Daniels, Greg McMillan, and Riegel methodologies.
Provides AI-powered tools to apply UX/UI best practices, Nielsen's heuristics, cognitive biases, and Material-UI patterns to React components. Enables automated application of responsive design, Apple design patterns, and complete UX guidelines through natural language commands.
Cisco pyATS server enabling structured, model-driven interaction with network devices.
Enables AI clients to query Dakota Marketplace data by integrating directly with Salesforce via OAuth and PKCE. Users can search and retrieve detailed profiles for fund managers, allocators, and funds while maintaining native Salesforce security and sharing rules.
Enables interaction with a comprehensive healthcare management system through FastAPI, supporting operations for patients, doctors, appointments, medical records, telemedicine, lab orders, prescriptions, insurance claims, and more with JWT authentication.
An MCP server that indexes local Python projects into a SQLite database to enable efficient symbol searching and dependency tracking. It allows users to find function or class definitions, trace module imports, and read file contents through natural language interfaces.
Enables LLMs to perform browser automation through the Playwright framework with Chrome DevTools Protocol support, connecting to existing Chrome instances for advanced web interactions and JavaScript execution.
Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
A terminal emulator MCP server specifically engineered for LLMs with block-oriented design that organizes command input/output into recognizable blocks and semantic session management. Enables AI to efficiently use terminals for writing code, installing software, and executing commands without context overflow.
Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2. 72+ services, free tools, x402 micropayments.
Enables interaction with Vertica databases through SQL queries, schema management, and bulk data operations. Supports connection pooling, SSL/TLS security, and configurable permissions for database operations.
A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or visually-tuned models.
Exposes OpenAPI specifications as MCP tools, enabling AI assistants to explore and understand API structures, endpoints, schemas, and documentation through semantic queries.
A Model Context Protocol server for interacting with the Figma API that handles large Figma files efficiently through memory-aware chunking and pagination capabilities.
MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
Enables AI models to interact with the Lightning Network by providing an MCP-compliant API to pay invoices.
An MCP server that enables batch conversion of images to WebP format with configurable options like quality settings, lossless mode, and multi-threading support.
An MCP server for the CivNode 'slow web' social platform that enables interaction with monuments, forums, and creative writing. It allows users to manage their profiles, send private or anonymous messages, and engage with the community's unique social features.
A Model Context Protocol (MCP) server that gives your AI assistant the power to convert Markdown into 14 professional document formats — PDF, DOCX, HTML, LaTeX, CSV, JSON, XML, XLSX, RTF, PNG, and more. Stop copy-pasting. Let the AI do the exporting.
A Model Context Protocol server that enables AI assistants to interact with Bitbucket repositories, pull requests, and other resources through Bitbucket Cloud and Server APIs.
A high-performance FastAPI server supporting Model Context Protocol (MCP) for seamless integration with Large Language Models, featuring REST, GraphQL, and WebSocket APIs, along with real-time monitoring and vector search capabilities.
Enables AI-powered integration with Grafana instances through 52 MCP tools for dashboard management, Prometheus/Loki queries, alerting, and administrative functions. Supports complete Grafana functionality including metrics exploration, log analysis, and incident response through natural language.
Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.
An integration server that allows AI models to query Practera's GraphQL API for learning data, enabling LLMs to analyze and manipulate educational projects and assessments.
A Solana blockchain interaction server that allows AI tools to query blockchain data using natural language, access structured token information, and generate human-readable explanations of complex blockchain concepts.
Enables seamless integration with Convolut Context Bank for AI-powered context management, search, consolidation, and export operations. Provides 11 powerful tools for creating, managing, and analyzing contexts with semantic search and automated planning capabilities.
Enables AI coding agents to securely execute shell commands on remote SSH servers with granular per-host permission controls. Automatically discovers hosts from ~/.ssh/config and exposes dedicated tools for each allowed host to ensure proper authorization before remote execution.
A Model Context Protocol server that enables AI language models like Claude to securely interact with Microsoft OneNote data, allowing for reading, writing, searching, and comprehensive editing of notebooks, sections, and pages directly through an AI interface.
A Model Context Protocol server that provides a standardized interface for interacting with Notion's API, enabling users to list databases, create pages, and search across their Notion workspace.
A demonstration project of an MCP server for injecting advertisements into LLM responses, showcasing the risks of advertising injection middleware.
A Model Context Protocol server that allows AI models to log and retrieve contact events with various authorities (police, fire, medical, etc.) with rate limiting and persistent storage via Supabase.
Enables AI agents to intelligently organize Git changes into clean, focused commits with autopilot mode or surgical line-by-line staging precision. Supports partial staging of untracked files and handles large diffs with smart truncation.
Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.
Enables AI assistants to search for pet products, manage shopping carts, and book grooming or training services directly through PetSmart's website. It also facilitates finding nearby store locations and accessing detailed product specifications.
A Model Context Protocol server that provides a seamless email management interface through Claude, allowing users to search, read, and send emails directly through natural language conversations.
A stateless Model Context Protocol server that implements a simple echo functionality with resource, tool, and prompt components, enabling LLMs to echo back messages through standardized MCP interactions.
An AI-driven integration server that enables natural language control of Adobe Photoshop through the Model Context Protocol. It automates design workflows by facilitating smart asset slicing, layer analysis, and the future generation of UI code from design files.
Enables interaction with iMessage through a BlueBubbles server, allowing users to read, search, and send messages directly from MCP clients. It supports comprehensive chat management features including reactions, group chat moderation, message scheduling, and contact lookups.
A flexible MCP server that enables users to fetch recommendations from the Taboola API using publisher credentials, supporting both local (STDIO) and remote (HTTP) deployment modes.
Integrates Jina.ai's Reader API with LLMs for efficient and structured web content extraction, optimized for documentation and web content analysis.
A comprehensive all-in-one MCP server with 172 tools across 21 categories including Git operations, tmux monitoring, log aggregation, system resource monitoring, and GitHub integration. Features enterprise-grade security, intelligent caching, cross-platform support, and zero-configuration setup for Claude Desktop.
MCP server for accessing VS Code/Cursor Local History
Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
A server providing PDF form manipulation tools via MCP's API, allowing users to find PDFs across directories, extract form field information, and visualize form fields in documents.
A Model Context Protocol (MCP) compliant server that allows Large Language Models (LLMs) to search and retrieve content from microCMS APIs.
Enables users to search for events, performers, and venues through the SeatGeek API. Provides event recommendations, detailed venue seating information, and performer discovery capabilities for ticketed entertainment events.
Enables users to manage airtime transactions through the Africa's Talking API, allowing them to check account balance, send airtime to phone numbers, view transaction history, and analyze top-up patterns across supported African countries.
Connects Claude Desktop directly to GitHub repositories and git commands, enabling users to clone repos, check status, commit changes, push code, create repositories, and manage GitHub resources through natural conversation.
Provides persistent tool context that survives across Claude Desktop chat sessions, automatically injecting tool-specific rules, syntax preferences, and best practices. Eliminates the need to re-establish context in each new conversation.
A simple MCP server built with Python's FastMCP that exposes a calculator tool for addition operations and a dynamic greeting resource for personalized messages.
Enables interaction with Apple Notes via natural language, supporting note creation, search, and retrieval with iCloud integration for seamless note management.
MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
A server that provides tools and utilities to support the implementation of Jij Modeling, featuring easy configuration and an extensible architecture for custom modeling workflows.
Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing schema references for gold and silver data layers. It allows agents to perform data discovery and execute SQL queries directly against Databricks environments.
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
A Model Context Protocol server that performs comprehensive web research by combining Tavily Search and Crawl APIs to gather extensive information and provide structured JSON output tailored for LLMs to create detailed markdown documents.
An MCP server that gives LLMs access to geographic data conversion tools, enabling transformations between different formats like WKT, GeoJSON, CSV, TopoJSON, and KML, as well as performing reverse geocoding.
A debug tool for platform developers to verify that their MCP App hosts correctly implement protocol specifications like context injection and message sending. It provides a blind selection test to ensure seamless end-to-end communication between the UI, host, and model.
Enables users to control FreeCAD through natural language for creating, editing, and managing 3D objects and documents. It supports executing Python code, capturing screenshots of the workspace, and importing parts from the FreeCAD library.
This MCP server enables interaction with the Punjab State Board of Technical Education and Industrial Training API, allowing access to technical education services and information through natural language.
Reddit integration to analyze content on WallStreetBets community
A multi-service email platform for MCP-compatible clients that supports standard email providers, transactional APIs, and local testing environments. It enables users to send and receive emails, monitor service health, and integrate with messaging webhooks like Slack and Discord through natural language commands.
An ADHD-friendly productivity system that uses AI to provide frictionless capture of tasks and ideas through natural language input, with automatic context detection and intelligent routing to appropriate project trackers. Eliminates cognitive overhead by working with ADHD thinking patterns rather than against them.
A file management system powered by Claude AI that provides document access and manipulation through MCP protocol and Telegram bot integration, enabling users to interact with files via natural language commands.
Enables users to manage projects and retrieve random wallpapers through a TypeScript-based MCP server. Supports project queries, creation, and Bing wallpaper retrieval with Spring Boot-style architecture.
Provides access to Chess.com player data, game records, and public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
An MCP server that connects Claude to Trello, enabling comprehensive management of boards, lists, and cards through natural language conversation. It supports a wide range of actions including searching cards, adding comments, managing checklists, and tracking board activity.
A Model Context Protocol server that enables AI assistants to perform web searches using Google Search API, returning up to 20 search results in JSON format.
Enables management of F5 BIG-IP load balancers through secure authentication and configuration queries. Supports multiple devices with token caching, allowing users to list virtual servers and device configurations through natural language.
A Model Context Protocol server that enables management of feature flags in Bucketeer through CRUD operations including listing, creating, retrieving, updating, and archiving feature flags.
Provides comprehensive access to Blue Archive game data including students, equipment, stages, and multimedia content via the SchaleDB API. It enables AI assistants to perform advanced searches and retrieve detailed game information in English, Japanese, and Chinese.
SimBrief MCP Server brings flight planning data directly into your AI workspace. Access your SimBrief flight plans (OFP), retrieve real-time METAR weather reports for any airport, and fetch pilot information - all through natural conversation. Built for virtual pilots who want to streamline their pre-flight briefing workflow in Microsoft Flight Simulator, X-Plane, and other flight simulation platf
An elegant MCP server that lets users manage inspirational phrases directly through Claude for Desktop, offering complete CRUD operations for phrases with author attribution.
Enables real-time weather information and forecasts using the Open-Meteo API. Provides current weather conditions and forecast data for any location specified by latitude and longitude coordinates.
A service that provides complete driver-for-hire functionality based on e代驾 open APIs, enabling users to order drivers, calculate pricing, create and track orders.
MCP server for Infinite Campus parent portal with multi-district support, enabling parents to query student data like grades, assignments, attendance, and send messages across multiple school districts from a single interface.
Extracts text nodes from Figma designs and organizes them into structured JSON for internationalization workflows. It enables users to pull content from specific frames or entire files to automatically generate translation keys.
MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
Use Amazon Nova Canvas model for image generation.
UK due diligence MCP server — Companies House, corporate research, compliance checks
Enables advanced todo list management and content organization using Notion's API, supporting features like creating databases, dynamic filtering, and collaborative task tracking.
Enables agents to analyze codebases (local or GitHub) and automatically generate Mermaid diagrams rendered as PNG images via Kroki, providing visual understanding of project structure and flow through file discovery, reading, and diagram generation.
The most powerful open-source Cairo code generator.
An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
Enables interaction with Shopify stores through GraphQL API, providing tools for managing products, customers, orders, and more.
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
This MCP server allows you to interact with the EVE Tycoon API to retrieve market data, price statistics, order books, and historical pricing information for EVE Online items across different regions.
A best-effort universal logic and numerical solver interface using MCP that implements the 'LLM sandwich' model to process queries, call dedicated solvers (ortools, cvxpy, z3), and verbalize results.
Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.
A Model Context Protocol (MCP) server that provides TypeScript development tools for automated refactoring and code analysis.
Implements human-like cognitive architecture for enhanced AI reasoning through dual-process thinking, memory systems, emotional processing, and metacognitive monitoring. Enables users to process thoughts with biological-like cognitive processes including intuitive and deliberative reasoning modes.
A database query service that enables users to search and retrieve data from PostgreSQL tables for Cheery Exeedcars FAQs and system menus through multiple connection methods (STDIO, HTTP, SSE).
Enables web scraping, crawling, and content extraction by integrating with the Firecrawl API. It supports deep research, batch scraping, and automatic rate limiting for both cloud and self-hosted environments.
Provides access to cryptocurrency exchange APIs through CCXT, enabling market data retrieval, account balance checks, and trading operations across multiple exchanges like Binance, Coinbase, and Kraken with built-in security features.
Historical stock pattern intelligence for AI agents. Search 24M pre-computed chart pattern embeddings across 15K stocks and 10 years. 19 tools: pattern similarity search, forward returns, regime analysis, anomaly detection, sector rotation, earnings reactions, correlation shifts, scenario analysis, and more. Returns what happened historically when charts looked like this — compliance-safe
Integrates Firecrawl's web scraping capabilities into MCP, enabling web scraping, crawling, content extraction, search, and structured data extraction with automatic retries and rate limiting.
Provides LLMs with administrative capabilities to execute shell commands on local systems through a pseudo-terminal environment with Unix Domain Socket communication.
This MCP is used to get realtime food data from OpenFoodFacts database. OpenFoodFacts is a largest food database in the world.
An MCP server that reads startup pitch drafts from Notion to provide comprehensive investor-style analysis and scoring. It evaluates key areas like market opportunity and team strength, delivering feedback through a visual dashboard.
A Model Context Protocol server that provides various jokes (Chuck Norris, Dad jokes, etc.) which can be integrated with Microsoft Copilot Studio and GitHub Copilot.
Enables control and monitoring of Wyze smart home devices through AI assistants. Supports device discovery, control (on/off, brightness, color), group management, and health tracking for scales with real-time status monitoring.
Provides weather data via OpenWeatherMap API, file operations, and integration with remote PostgreSQL database for managing accrual records through a FastAPI backend, all accessible through natural language via Deepseek.
A local-first MCP server that enables intent-based searching across over 350 official Salesforce developer documents and release notes. It allows users to retrieve API references, code examples, and technical documentation directly through natural language queries.
Enables AI agents to query and explore SQLite databases through schema inspection, arbitrary SQL execution, and predefined canned queries. Compatible with Datasette metadata for enriching database structure with descriptions.
Persistent development memory server that automatically captures and organizes development context, code changes, and user interactions across projects.
Provides access to US National Weather Service data including active alerts by state and short-term forecasts for specific coordinates.
A GitHub integration for Claude Desktop that provides access to GitHub features directly from Claude, offering 15 powerful tools for repository management, issues, pull requests, and code operations.
An MCP server that enables Claude Code to access Auth0-protected APIs by handling OAuth authentication flows and securely proxying API requests with user credentials.
A Model Context Protocol server that provides access to Observe API functionality, enabling LLMs to execute OPAL queries, manage datasets/monitors, and leverage vector search for documentation and troubleshooting runbooks.
Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
Enables AI assistants to search PyPI packages and retrieve detailed metadata, version history, and download statistics. It provides a standardized interface for interacting with the Python Package Index through the Model Context Protocol.
Provides real-time access to the Nerdearla conference agenda, enabling users to query upcoming talks, past sessions, topic recommendations, and event schedules through natural language interactions.
Provides access to Serper.dev's Google Search API for searching, news, images, and places with support for both API key authentication and blockchain-based pay-per-use payment.
Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
A Model Context Protocol server for coordinating multiple parallel agents working on the same project within an IDE, managing projects, tasks, todo items, and file locking to enable safe concurrent development.
Provides programmatic access to municipal codes, ordinances, and zoning regulations from thousands of US cities and counties through the Municode digital library, enabling search, navigation, and retrieval of local government legal documents.
Enables AI coding assistants to control and inspect a live Chrome browser through DevTools for automated testing, performance analysis, debugging, and web scraping. Provides reliable browser automation using Puppeteer with comprehensive DevTools access.
Provides programmatic access to Sidemail.io's transactional email, contacts, domains, and Messenger features via Model Context Protocol (MCP) in VS Code and other MCP clients.
Provides tools to summarize README files from local paths or public Git repositories into structured JSON summaries. It enables users to quickly extract key facts and project overviews from documentation through automated tool calls.
Enables MCP clients like Claude to interact with Graphisoft Archicad through the Tapir add-on's JSON commands. Supports automated Archicad operations and custom tool integration for architectural design workflows.
Search ArXiv research papers
Enables direct interaction with Notion through the Notion API for searching, creating, reading, and updating pages and databases. Supports core operations like page management, database queries, and block operations without middleware dependencies.
A server implementation that enables interaction with Greenhouse's recruitment and applicant tracking system through Model Context Protocol, providing tools for job listings, candidate management, application filtering, and stage transitions.
Enables AI assistants to manage multi-cloud resources (AWS, Azure, GCP) including resource operations, cost analysis, monitoring metrics, and security compliance checks through natural language commands.
Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle`
An active, stateful software knowledge graph engine that serves as an 'all-knowing development partner' for AI agents and human developers by modeling software projects into queryable knowledge graphs.
Easily create custom reusable automation tools from casual browser actions using Apify Agent. Automate workflows by running your recorded actions turned into MCP tools.
MCP server for agriculture and farming data. 8 tools: soil conditions (temperature, moisture), crop weather forecasts, historical climate data (NASA POWER, since 1981), global agriculture statistics (World Bank, 20+ indicators), and food product database (Open Food Facts, 3M+ products). All APIs free, no keys required.
The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
Generates children's storybook illustrations in multiple art styles (3D cartoon, watercolor, pixel art, hand drawn, claymation) with matching stories using Google's Gemini AI.
Nessus MCP Server
A Model Context Protocol server that enables AI assistants to create and manage JIRA issues with rich markdown formatting and automatic conversion to Atlassian Document Format.
An intelligent Pokémon battle strategy assistant that provides strategic recommendations, type effectiveness analysis, and competitive insights through conversational AI powered by Algolia search.
A tool that enables automated browser control using Pyppeteer within the MCP framework, allowing navigation, screenshot capture, and element interaction with websites.
An MCP (Model Context Protocol) server that connects AI assistants like Claude to Telegram via the MTProto protocol. Unlike bots, this runs as a userbot -- it operates under your personal Telegram account using GramJS, giving full access to your chats, contacts, and message history.
Enables flight search and price comparison by scraping flight information from Bing Flights. Supports one-way and round-trip searches with customizable passenger counts, cabin classes, and booking details.
Persistent decision memory and contradiction detection for AI coding agents. Enforces architectural consistency across sessions — the agent cannot code until it loads prior decisions. Human resolves conflicts on a dashboard or in chat.
A proof-of-concept MCP server that enables reading local files and performing basic arithmetic operations. It provides a simple foundation for understanding how tools are exposed to MCP clients.
Enhanced memory repository MCP service that enables building and querying temporally-aware knowledge graphs from user interactions and enterprise data. Features asynchronous processing, task management tools, multi-model compatibility, and a comprehensive visual management interface.
Stores Organizations content
Extracts clean markdown content from web pages using Playwright, automatically filtering out navigation, headers, and ads while preserving formatting. Handles JavaScript-heavy sites and dynamic content, making web content easily readable and processable.
Model Context Protocol (MCP) integration for managing content in the DevHub CMS system (blog posts, content, location administration)
1Panel MCP Server is an implementation of the Model Context Protocol (MCP) server for 1Panel.
Provides comprehensive contextual information about npm packages including README files, versions, dependencies, download statistics, and search functionality. Enables users to explore and analyze npm packages through natural language queries with intelligent GitHub README fetching and branch fallback.
Multi-tool MCP server for AI agents with 29 tools across web scraping, SEO analysis, screenshot and PDF generation, domain intelligence, content extraction, multi-chain EVM blockchain queries, and security toolkit. Free tier available with no auth required.
A Model Context Protocol server that enables interaction with Foundry tools through natural language, allowing users to create projects, build contracts, run tests, and manage Ethereum development environments.
A server implementation that enables remote Python code execution in Unreal Engine environments, featuring automatic Unreal node discovery and management through a multicast network.
Get weather information from https://api.open-meteo.com API.
An MCP server that integrates fal.ai's image generation and editing capabilities into MCP-compatible clients. It enables text-to-image generation, style application via LoRAs, and image editing using natural language instructions.
A Model Context Protocol server that provides a standardized interface for AI models to access, query, and modify content in Notion workspaces.
Provides capabilities for searching Jira issues using JQL and retrieving detailed issue information.
A local document intelligence and knowledge management server for Claude Desktop that provides RAG-powered Q\&A, media transcription, and URL crawling. It features 11 tools for processing various file types and managing a persistent local vector store with zero infrastructure costs.
A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
A Node.js-based remote Model Context Protocol (MCP) server that runs on Azure Container Apps, allowing different AI models and tools to communicate with each other in a serverless environment.
Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
Enables interaction with Siemens TIA Portal projects directly from VS Code or Claude Desktop using GitHub Copilot and the TIA Openness API. It supports connecting to TIA Portal instances, exporting blocks or types, and performing project operations like compilation via natural language.
Allows the AI to read from your local Apple Notes database (macOS only)
A Cloudflare Workers server that extends a traditional full-stack TODO application with Model Context Protocol support, enabling AI agents to interact with the app through Stytch authentication.
Provides AI assistants with read-only access to inspect database schemas, preview data, and run safe queries across PostgreSQL, MySQL, MongoDB, and SQL Server. It enables AI tools to understand database structures and relationships automatically to generate more accurate code.
MCP server for the Elegant 1.0 design system that provides 12 tools for AI-assisted UI generation. It outputs single HTML files with CSS, JS, and assets served from CDN, requiring a GitHub token to fetch component documentation.
Crawl4AI MCP Server is an intelligent information retrieval server offering robust search capabilities and LLM-optimized web content understanding, utilizing multi-engine search and intelligent content extraction to efficiently gather and comprehend internet information.
An MCP server that parses files for Claude Desktop, requiring a 302AI API key for operation.
An MCP server for domain availability checks, WHOIS lookups, and domain suggestions using RDAP and TCP port 43. It allows users to perform bulk checks and retrieve registration details across multiple TLDs without requiring an API key.
Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
Enables interaction with VibeDoge lottery system through comprehensive tools for user profile management, lottery participation, result checking, and activity statistics. Supports secure authentication and real-time lottery operations through natural language.
A Model Context Protocol connector that allows users to search products, manage shopping bags and wishlists, and track orders on Nordstrom. It utilizes browser automation to enable seamless interaction with Nordstrom's retail platform through AI clients.
Enables interaction with Glitchtip error tracking platform through natural language. Provides access to issues, events, projects, teams, and organization management for comprehensive error monitoring and debugging.
Clojars MCP Server for upto date dependency information of Clojure libraries
Provides real-world tools for weather data, stock market information, and internet search through the Model Context Protocol. Integrates with OpenWeatherMap, Stooq market data, and Google Custom Search APIs.
A Model Context Protocol server that integrates with Azure DevOps, enabling users to query work items, access backlogs, and perform various Azure DevOps operations through a standardized interface.
Enables access to prompt templates managed in MLflow through Claude Desktop, allowing users to instruct Claude with saved templates for repetitive tasks or common workflows.
A Node.js-based trading bot that integrates with the Zerodha platform to provide automated stock trading operations through MCP tools including session management, buy/sell operations, and portfolio tracking.
Enables fetching and viewing Jira issue details directly through Claude Desktop using secure API token authentication. Provides comprehensive issue information including status, assignee, priority, and descriptions in both human-readable and structured formats.
Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic project detection and intelligent polling. It provides reliable API integration for checking build progress directly within AI-powered development environments.
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
mcp proxy
Enables searching torrents, fetching metadata, and downloading torrent files from c411.org. It provides tools for accessing torrent comments and detailed infoHash metadata while maintaining authenticated sessions.
Provides 11 powerful tools for Angular development with enterprise-grade templates, scaffolding capabilities, and project generation features for modern Angular 20.0.x applications.
Enables interaction with XRP Ledger blockchain for managing wallets, creating and trading tokens, minting and managing NFTs, and executing DEX trades through 15+ comprehensive tools.
A read-only MCP server for securely accessing Xendit payment platform data. It enables querying balances, invoices, transactions, disbursements, refunds, and virtual account payments while preventing any money-moving operations.
A Model Context Protocol server that provides comprehensive Pokemon data and battle simulation capabilities to AI assistants. It enables users to access detailed stats, types, and moves while simulating battles with realistic mechanics like type effectiveness and status effects.
A starter template for building custom MCP servers that can integrate with Claude Desktop, Cursor, and other AI assistants. Provides example tools, TypeScript support, and automated publishing workflows to help developers create their own AI assistant integrations.
An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
Provides access to Sweden's National Library (Kungliga biblioteket) open APIs, enabling search and retrieval of 20M+ bibliographic records, 10M+ cultural heritage objects, 2M+ research publications, and linked data through 52 tools across 10 endpoints.
BLAH - Barely Local Agent Host A new public registry that assists in ochestration of MCP servers and their tools
A Jira-like project tracker MCP server for AI agents. SQLite-backed, per-project scoped, with full hierarchy and activity logging — so LLMs never lose track. No more scattered markdown files. saga-mcp gives your AI assistant a structured database to track projects, epics, tasks, subtasks, notes, and decisions across sessions.
MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
Provides tools for managing student knowledge graphs, enabling structured representation of courses, assignments, exams, concepts, and study resources.
A FastMCP-based service that provides stock data including historical prices, fundamental information, and financial news.
Enables unified searching across Google Scholar, Google Web Search, and YouTube with enterprise features like caching, rate limiting, and monitoring. Supports simultaneous multi-source searches with filtering options for academic papers, web content, and videos.
A reference implementation for creating an MCP server supporting Streamable HTTP & SSE Transports with OAuth authorization, allowing developers to build OAuth-authorized MCP servers with minimal configuration.
A lightweight HTTP server that exposes Blender's camera system for real-time image capture and scene interaction from external applications.
An MCP server implementation that provides programmatic access to personal finance data through LunchMoney's API, enabling AI assistants to manage transactions, budgets, categories, and assets.
A basic example MCP server demonstrating serverless deployment using Netlify Functions with Express. Shows how to deploy and run MCP servers in a serverless environment with proper routing configuration.
Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
Enables AI workflows to integrate with Notion workspaces, supporting page and database creation, queries with filters and sorting, content updates, and workspace-wide search operations.
Provides AI assistants with semantic search access to the MAGMA computational algebra system handbook, enabling natural language queries for documentation, code examples, and explanations of MAGMA syntax and mathematical functions.
Enables AI agents to create and manage video compilations through n8n workflows with smart query optimization, quality analysis, batch processing, and trusted channel filtering for platforms like YouTube.
An MCP server that integrates Neil Patel's Ubersuggest SEO platform with Cursor IDE, enabling AI-assisted SEO analysis directly within your development environment.
A TypeScript MCP server for launching, tracking, and managing external coding-agent runs across local and remote backends like Codex and Claude Code. It allows top-level agents to orchestrate subagents through tools for spawning tasks, polling events, and handling interactive sessions.
Provides programmatic access to the Turkish Ministry of Justice Legislation Information System (mevzuat.gov.tr). It enables searching for legislation, navigating hierarchical article structures, and retrieving article content in Markdown format.
App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
Provides access to OpenTelemetry traces and metrics through Logfire
A demonstration server that allows large language models to perform penetration testing tasks autonomously by interfacing with the Mythic C2 framework.
Enables local AI image generation on Apple Silicon Macs using MLX and Stable Diffusion. Supports conversational design iteration, asset generation, and wireframe creation with zero API costs through the Model Context Protocol.
Generates professional Draw.io compatible diagrams (flowcharts, sequence diagrams, network diagrams, and custom diagrams) from natural language prompts, outputting XML files that can be opened directly in Draw.io.
A Model Context Protocol server that allows displaying messages via polybar status bar and sending desktop notifications via notify-send/dunst.
An MCP server that delivers NFT collection analytics powered by data from Dune Analytics.
MCP server for PDF manipulation — create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes, and more. 16 tools, zero external binaries, TypeScript-native. Install with npx -y @aryanbv/pdf-toolkit-mcp.
An MCP server that connects AI assistants to Odoo ERP instances via the built-in XML-RPC API without requiring any additional addons. It enables users to search, create, update, and manage Odoo records and models through natural language.
Enables developers to build Base mini apps from start to finish with 10 specialized tools for generating manifests, starter code, deployment guides, design guidelines, and debugging assistance. Integrates official Base documentation to streamline the complete development workflow for Base ecosystem mini applications.
Provides access to dad jokes from icanhazdadjoke.com with the ability to get random jokes, search by keyword, and retrieve specific jokes by ID.
An MCP server that exposes structured Functional Requirements Documents (FRDs) to enable AI assistants like GitHub Copilot to automatically generate complete NestJS boilerplate architectures. It orchestrates the multi-phase creation of production-ready APIs including core CRUD, database integration, JWT authentication, and unit testing.
Exposes Anki flashcard collections to AI assistants via MCP, enabling AI-powered study sessions, card creation, deck management, and review workflows. Supports comprehensive collection operations including search, media management, and note type customization.
Enables LLMs to search, download, and extract information from YouTube music videos, converting them to high-quality MP3 files.
Provides read-only access to local Beeper message history on macOS, enabling users to search conversations, read messages, and list recent chats through natural language queries. Supports both SQLite and IndexedDB storage formats with privacy-focused local-only operation.
Enables the analysis of GitHub Pull Requests to extract metadata, commits, and code changes for structured AI insights. It also supports the optional creation of Notion pages to store and organize the resulting analysis.
An MCP server that enables AI agents to interact with QuickBooks Online accounts to manage invoices, customers, payments, and financial reports. It provides 20 tools to automate accounting workflows and retrieve financial data through natural language interfaces.
Enables secure read-only access to MySQL databases with automatic database inference from project context. Provides safe querying capabilities with built-in security features like parameterized queries, whitelisting, and rate limiting.
Connects IDEs to the Framer and Framer Motion ecosystem by providing animation snippets and React component scaffolding. It enables users to generate high-fidelity UI effects and code-ready components compatible with Framer's property controls.
Enables Large Language Models to act as co-debuggers for Texas Instruments embedded systems by providing real-time variable monitoring, memory manipulation, and motor control analysis through OpenOCD proxy architecture. Supports debugging TI microcontrollers with XDS110 debug probes while working alongside Code Composer Studio.
Enables AI assistants to securely access Epic Healthcare Systems patient data through FHIR R4 API integration. Provides tools for searching patients, retrieving clinical summaries, vital signs, medications, and generating healthcare reports with HIPAA-compliant OAuth 2.0 authentication.
A TypeScript-based bridge between AI models and Android device functionality, enabling interaction with Android devices through ADB commands for tasks like app installation, file transfer, UI analysis, and shell command execution.
Enables intelligent data analysis and querying of Snowflake databases through specialized AI agents. Features 20+ tools for data operations, lineage tracing, usage analysis, and performance optimization with multi-agent architecture.
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide AI-powered image generation optimized for web design workflows. It enables users to generate high-quality web assets like hero images and product mockups using natural language prompts.
Generates narrated video walkthroughs of git commits, staged/unstaged changes, or entire codebases with AI-powered analysis, syntax-highlighted code visualization, and text-to-speech narration.
Generates family pedigree tree diagrams as PNG or SVG images using standard genetic notation compliant with Bennett 2008/2022 NSGC guidelines. Supports comprehensive genealogical features including conditions, genetic testing results, twin relationships, carrier status, and adoption indicators.
Stats Compass provides various analysis and modelling tools for AI-automated data science workflows
Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets, documents, and files. It supports operations like reading and updating cell data, extracting text from documents, and searching or sharing files within Google Drive.
A voice-to-text transcription service that converts audio files to transcripts using SiliconFlow, supporting both multipart/form-data and base64 formats.
A Model Context Protocol server that enables LLMs to autonomously perform symbolic mathematics and computer algebra through SymPy's functionality for manipulating mathematical expressions and equations.
Jotdown
Enables LLMs to interact with Cisco Intersight APIs for managing data center infrastructure, including server monitoring, policy management, network configuration, and hardware telemetry across 199 tools.
Enables AI assistants to securely interact with Salesforce CRM data through SOQL queries, CRUD operations, and metadata exploration. Supports connecting to Salesforce objects like Accounts, Contacts, and Opportunities via OAuth 2.0 authentication.
A command-line interface and MCP server for managing and monitoring multiple development services through a unified terminal UI. It enables users to interact with service logs, filter messages, and control development environments directly via Model Context Protocol integration.
An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.
Enables comprehensive access to the Norwegian Business Registry API for querying company information, board members, subsidiaries, organizational data, and voluntary organizations. Provides real-time access to over 1 million registered Norwegian entities with detailed corporate structure and governance data.
A Model Context Protocol server that integrates with Slack API, allowing users to send messages, view channel history, manage channels, send direct messages, and retrieve user lists from Slack workspaces.
Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: * Multi-Project Support: Isolate memories into separate "brains" (Context Cores). * GraphRAG: Automatically builds a knowledge graph from your context. * Sub-200ms Search: Blazing fast Hybrid & Semantic
A Model Context Protocol server that enables LLM applications to safely execute shell commands with error handling and timeout settings.
An MCP server that enables capturing website screenshots with full-page, element-specific, and device-responsive capabilities through natural language commands.
An intelligence layer for discovering and orchestrating Japanese SaaS MCP tools through intent-based search and workflow recipes. It enables AI agents to evaluate service quality using community-driven insights while ensuring privacy through automated PII masking.
A Model Context Protocol server that enables Claude to fetch, process, and extract information from PDF documents, including LaTeX mathematical equations.
Enables comprehensive control and monitoring of Home Assistant smart home devices, automations, scenes, and system management through AI assistants. Supports lights, climate, media players, notifications, history tracking, and advanced automation workflows.
Enables scheduling and managing appointments through a PostgreSQL database, allowing users to create appointments with name, identification, phone number, and date information via natural language interactions.
Manage the full Google Play Store release lifecycle directly — from uploading artifacts to managing testers, rollouts, and Android Vitals.
Translates astronomical constellation patterns and mythological metadata into deterministic compositional parameters for AI image generation. It allows users to search constellations by theme and map star patterns to precise canvas focal points across various scales.
A Model Context Protocol (MCP) server that demonstrates how to build and implement custom tools for Claude using the mcp-framework.
An MCP server that enables AI assistants to programmatically create, modify, and export BPMN 2.0 workflow diagrams. It supports managing various process elements and sequence flows while providing export capabilities to standard XML and SVG formats.
Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
Enables AI assistants to interact with Databricks Genie Spaces through MCP tools. Provides secure OAuth-based access to query and interact with Databricks data catalogs and schemas via custom Genie interfaces.
A GitHub template designed to package Model Context Protocol (MCP) servers as installable plugins for Claude Code using Node.js. It enables developers to easily distribute zero-dependency servers that integrate custom tools and resources into the Claude ecosystem.
coding cli claude code/github copilot will be able to see context of browser/open tab instead of copying back and forth
Enables natural language interactions with Salesforce, allowing users to query and modify data, manage custom objects and fields, execute Apex code, and perform SOQL/SOSL searches across Salesforce organizations.
A sophisticated MCP server that provides intelligent customer service for a Brazilian retail chain through multiple specialized AI agents that handle product inquiries, sales assistance, customer management, and store operations.
MCP server for Zoho Mail. Read, search, and send email from Claude.
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion control, and dynamic pacing for professional applications requiring expressive speech output.
Provides access to the Invoices Generator API to create professional, customizable invoices with detailed buyer, seller, and service information. It supports multiple languages, currencies, and tax configurations through a standardized tool interface.
Provides AI agents with persistent long-term memory capabilities using semantic search. Enables storing, retrieving, and searching memories through three core tools integrated with Mem0 and vector storage.
Integrates with the EARLY (Timeular v4) API to manage activities, track time, and generate analytics like efficiency and billing reports. It enables AI assistants to perform comprehensive time tracking tasks, including starting/stopping timers and querying manual time entries.
A Model Context Protocol server that manages desktop images, providing functionality to count, list, and compress image files stored on the desktop.
Teaching LLMs that Math.random() is so last century
Pokemon-mcp
MCP Server for Telegram
Provides tools for managing IP assets and licenses, interacting with the Story Python SDK, and handling operations like minting tokens, registering IP, and uploading metadata to IPFS.
Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
Enables comprehensive integration with Kommo CRM through 25 tools for managing leads, contacts, companies, tasks, events, and generating detailed analytics reports. Supports advanced workflow management, pipeline operations, and real-time performance tracking.
A minimal demonstration server showcasing MCP protocol capabilities including tools, resources, and prompts with basic examples like hello world functionality.
A Model Context Protocol server that enables AI assistants to explore and interact with Cursor IDE's SQLite databases, providing access to project data, chat history, and composer information.
Enables integration with VOICEVOX text-to-speech services to convert text into audio using a variety of character voices. It provides tools for speech generation, listing available speakers, and monitoring system health.
Agent Interviews
Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
Control and automate FlexSim simulations through AI assistants like Claude, enabling manufacturing and warehouse digital twin analysis, parameter studies, and real-time model manipulation via tools for opening models, running simulations, evaluating FlexScript, and exporting results.
A mock MCP server for testing MCP client implementations and development workflows. Supports tools, prompts, and resources across multiple transport protocols (stdio, HTTP, SSE).
A Model Context Protocol server that enables AI assistants to interact with Strapi CMS instances through a standardized interface, supporting content types and REST API operations.
Enables AI assistants to interact with TheBrain's knowledge management system through natural language for managing thoughts, notes, and attachments. It supports core features like full-text search, relationship mapping, and file uploads to streamline digital brain organization.
Two-layer memory for AI agents. Episodes compress into identity. The only MCP memory server with an immune system. Patterns earn permanence through evidence, false knowledge gets caught and demoted, and stale information fades — so your agent's memory gets smarter over time, not just bigger. Zero dependencies. 5 tools. Works with any MCP client.
A basic MCP server template built with FastMCP framework that provides example tools for echoing messages and retrieving server information. Serves as a starting point for developing custom MCP servers with Docker support and CI/CD integration.
An all-in-one development toolkit that integrates 10 popular MCPs with comprehensive features for solo developers, supporting frontend, backend, mobile development, database management, testing, and deployment automation.
Provides a Model Context Protocol server for executing AppleScript and JavaScript for Automation scripts on macOS, featuring a knowledge base of pre-defined scripts and supporting automation of macOS applications and system functions.
An MCP server that tracks Tornado Cash deposits and withdrawals to reveal hidden asset trails and wallet interactions.
A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
A Python-based MCP server adapted from the n8n_agent project that implements a note storage and summarization system. It enables users to create, retrieve, and summarize notes through the Model Context Protocol.
MCP server that provides monitoring and analytics capabilities for MBBank accounts, allowing users to check balances, transaction history, card details, and savings information.
A customizable, production-ready template for building Model Context Protocol servers with dual transport support (stdio and HTTP), TypeScript, Docker support, and extensible architecture for tools, resources, and prompts.
Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.
Enables interaction with Google's NotebookLM via the Model Context Protocol to manage notebooks, sources, and research tasks. Users can create, query, and summarize content, as well as generate artifacts like audio overviews and slide decks using natural language.
Reduces MCP tool description token costs by 40-70% through pure text schema distillation.
Enables querying and analyzing Falco security events from Falcosidekick UI through MCP tools. Supports filtering events by time windows and retrieving full event details for security monitoring and incident investigation.
A Model Context Protocol server that enables AI agents to control and automate Android devices through natural language, supporting actions like app management, UI interactions, and device monitoring.
Provides comprehensive Swiss agricultural environmental compliance data covering water protection zones, ammonia emission limits, biodiversity requirements, and nutrient regulations from BAFU, BLW, and Agroscope. Enables AI assistants to search federal ordinances and verify farm compliance through specialized tools for GSchG, LRV, DZV, and other environmental laws.
A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, with example implementations of calculator and greeting tools, plus resource management capabilities.
Provides 33 tools for managing Discord servers, including channel and role administration, member moderation, and complex multi-step administrative workflows. It features built-in rate limiting and uses direct Discord REST API calls for efficient server operations.
Enables interaction with Telegram channels through the Bot API, supporting comprehensive messaging operations including sending text/photos, creating polls, managing reactions, and editing/deleting messages. Provides complete channel management capabilities for automated Telegram bot operations.
Provides intelligent semantic code search using local AI embeddings, enabling natural language queries to find relevant code by meaning rather than exact keywords. Indexes codebases in the background with smart project detection and privacy-first local processing.
A Model Context Protocol server that enables management of Keycloak users and realms through a standardized interface, providing tools for user creation, deletion, role assignment, and group management.
A Model Context Protocol server that enables AI assistants to translate and rephrase text between numerous languages using the DeepL API.
Enables secure SSH access to servers through a gateway with Kerberos authentication, allowing execution of whitelisted commands with pattern-based security controls and server information retrieval.
Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
An MCP server that powers AI agents with indexed blockchain data from The Graph.
Enables AI assistants to create, design, and send physical postcards directly through the PostcardAI platform. It provides comprehensive tools for managing contacts, generating postcard designs from prompts, and tracking mailing delivery metrics.
A Model Context Protocol (MCP) server that enables integration of Strands agents with Amazon Q and other MCP-compatible systems through a plugin architecture.
An MCP server for basic local taskwarrior usage (add, update, remove tasks)
An MCP server that enables Claude and other MCP clients to interact with Mattermost workspaces, providing channel management, messaging capabilities, and topic monitoring functionality.
Provides state and log management tools designed for long-lived AI agents that may be interrupted and resumed. It enables tracking agent progress and maintaining an append-only event history to ensure continuity across multiple sessions.
Self-hosted MCP memory server for personal use and teams
An MCP server that injects millions of tokens from classical literature into AI engineering interactions to provide deep humanistic context for technical decisions. It allows users to consult works like the Iliad or Shakespeare for engineering advice while helping them maximize their compute spending.
Fast domain availability checker that searches across multiple registrars (Porkbun, Namecheap) and protocols (RDAP, WHOIS) to find available domains, compare pricing, get suggestions, and check social media username availability.
This MCP server provides comprehensive read and write access to Google Classroom, enabling management of courses, rosters, assignments, and grades. It supports full lifecycle operations for educational environments including student submissions, teacher invitations, and coursework organization.
Enables the management of AI-powered VibeKit apps, allowing users to control deployments, monitor logs, and perform database operations directly from MCP-compatible clients. It facilitates interaction with hosted AI agents and the execution of headless coding tasks through natural language.
A code understanding and generation system designed for Galacean Engine that helps LLMs comprehend the engine architecture and generate high-quality engine code based on user intent.
Enables domain name search, availability checking, and registration URL retrieval using the Domainr API. Supports intelligent domain suggestions with advanced filtering by registrar, keywords, and location for AI-assisted domain research workflows.
A production-ready server that connects Claude Desktop to Firewalla network management capabilities, allowing users to monitor devices, analyze network traffic, manage security alerts, and configure firewall rules through natural language.
Enables AI assistants to execute commands an
Enables Claude to search, query, and interact with an Enterprise Knowledge Management System (EKMS). Supports semantic search, knowledge recommendations, relationship graphs, and feedback recording for enterprise knowledge bases.
High-performance Model Context Protocol server supporting multiple LLM providers (OpenRouter, OpenAI, Groq) with WebSocket API and conversation history persistence.
Translates wine tasting vocabulary (varietal, terroir, balance, aging) into visual parameters for AI image generation, enabling sommeliers to describe wines in their native sensory language and get corresponding visual attributes for creating wine-inspired imagery.
Enables AI agents to programmatically control and automate VSCode by interacting with its UI, executing commands, and inspecting the DOM structure. It supports advanced workflows like UI testing, extension development, and debugging through a standalone VSCode instance.
CoreModels MCP Server provides 16 tools for AI agents to manage graph-based data models, enabling creation, querying, and manipulation of entities, relations, and observations within structured knowledge graphs.
Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
Enables beginner-friendly Python and Pybricks development support through RAG-powered tools that search official documentation, suggest code snippets, and provide version-aware guidance for LEGO robotics programming.
Provides basic text manipulation and analysis tools including word reversal and character counting. Designed for integration with Le Chat and other MCP-compatible clients.
Enables querying and analysis of Chinese university discipline assessments, including searching universities and disciplines, filtering by evaluation grades, browsing by province, and generating rankings based on various metrics.
Provides real-time NYC subway information including train arrivals, station search, service alerts, and nearby station finder using live MTA data with intelligent location handling.
The Nx MCP server provides LLMs with comprehensive insights into your monorepo: project dependencies, file relationships, executable tasks, ownership metadata, technology stacks, custom generators, and Nx documentation. This deep context enables LLMs to produce code perfectly aligned with your archi
Enables searching and scraping of LinkedIn for structured data on people, companies, and job listings. It allows AI clients to retrieve detailed profiles, experience, and activity sections using browser automation.
Enables AI assistants to work through complex problems step-by-step with dynamic thought processes, allowing for revision of previous steps, exploration of alternative approaches, and flexible planning as understanding deepens.
A Model Context Protocol server that provides powerful regex-based code refactoring and search tools for Coding Agents.
Provides local Retrieval-Augmented Generation (RAG) capabilities using Ollama for embeddings and ChromaDB for vector storage. It enables users to ingest and perform semantic searches across PDF, Markdown, and TXT documents within MCP-compatible clients.
An MCP server that enables LLMs to 'see' what's happening in browser-based games and applications through vectorized canvas visualization and debug information.
A Model Context Protocol server integration that creates a persistent, searchable working memory for AI-assisted development by enabling automated context recall and knowledge persistence in Chroma, the open-source embedding database.
Enables playing chess games with legal move validation and AI opponent moves powered by the Stockfish engine. Supports multiple concurrent games and provides moves in UCI format.
Enables AI agents to scan crypto tokens for rug pulls, scams, and risk using a six-agent consensus system. It provides real-time security audits and risk scoring for tokens on Solana, Ethereum, Base, and BSC.
Enables scraping Amazon product details and searching for products on Amazon through natural language queries. No API keys required as it scrapes publicly available Amazon pages.
Enables programmatic control and AI-driven E2E testing of iOS virtual machines by exposing display, touch input, and navigation tools. It provides hardware key emulation, app navigation, and raw touch interactions with inline screenshot feedback for real-time visual context.
An MCP server that connects any MCP client (like Claude or Cursor) with the browser using browser-use, allowing clients to utilize existing LLMs without requiring additional API keys.
A standalone MCP server that exposes API endpoints as tools for AI assistants by proxying requests to a target API defined in an OpenAPI specification. It supports various authentication methods and utilizes Server-Sent Events (SSE) to facilitate integration with clients like Claude and ChatGPT.
An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.
Enables LLMs to perform statistical analysis and generate ML predictions on user data from databases or CSV files through a Model Context Protocol server.
An Elasticsearch-based AI memory system optimized for Chinese that enables persistent knowledge storage and complex entity relationship management via the Model Context Protocol. It features advanced semantic search using the IK analyzer and supports multi-zone memory isolation for specialized knowledge graphs.
Enables fast text classification using Model2Vec static embeddings with 10 default categories (technology, business, health, etc.), supports custom category management, batch processing, and provides both local and remote deployment options.
An MCP server that tracks the historical changes of Twitter usernames.
On-chain trust verification for AI agent tools. Agents query skill attestations, audit levels, and risk scores before running third-party MCP servers, so you know what's safe before you execute.
Microsoft Teams MCP Server by CData
An MCP server that captures browser console logs and network requests via the Chrome DevTools Protocol. It allows users to monitor real-time logs, inspect network traffic, and execute JavaScript code directly in the browser context.
Enables AI agents to manage ComfyUI workflows using a human-readable Domain Specific Language (DSL), with automatic conversion to/from JSON format. Supports workflow creation, validation, execution, and monitoring through natural language interactions.
NetSuite MCP Server by CData
Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.
A Model Context Protocol server that enables AI models to interact with both MySQL and MongoDB databases through a standardized interface, supporting comprehensive database operations including queries, schema management, and CRUD operations.
Enables AI assistants to interact with Salesforce CRM by executing SOQL queries and performing CRUD operations on records such as Leads. It supports secure OAuth 2.0 authentication and provides management for both standard and custom Salesforce fields.
Enables AI-driven visual automation by connecting to Qontinui Runner to load workflow configurations, execute visual automation workflows, and monitor execution status across multiple displays.
A modular Python wrapper for the SNCF API that integrates with Claude Desktop, enabling intelligent journey planning and train information retrieval across France's railway network.
A Model Context Protocol service that enables AI assistants to search, retrieve, analyze, and export data from Heptabase backups.
Provides a Model Context Protocol interface for HexagonML ModelManager tools, enabling interaction with machine learning model management functionality through natural language.
Provides comprehensive integration with the Clockify time tracking API, enabling automated time entry management, project organization, task tracking, and reporting through a standardized interface.
An MCP server that provides weather information and alerts for US locations using the National Weather Service API, enabling retrieval of weather forecasts and active weather alerts.
A Docker-based local RAG backend that provides advanced document search capabilities using vector, graph, and full-text retrieval via the Model Context Protocol. It supports over 28 file formats and tracks evolving relationships between concepts using a Neo4j-backed graphiti implementation.
A middleware API that connects AI assistants like ChatGPT to Captain Data tools for extracting information from LinkedIn company and profile pages.
A Model Context Protocol server implementation that enables Claude to interact with RabbitMQ message queues and topics, allowing read/write operations on a RabbitMQ instance.
A Model Context Provider server offering comprehensive access to VyOS network operating system functionality through 25+ tools covering configuration management, operational commands, diagnostics, and monitoring.
Luno MCP Server
An MCP server that enables authentication and authorization with Google's OAuth2 API, allowing users to securely authenticate and access Google services through natural language interactions.
Enables Claude to draw on a live tldraw canvas from prompts, with real-time visualization in a browser. Provides tools for creating, updating, deleting shapes and retrieving canvas state.
Enables retrieval and analysis of graph data from the Pythagraph RED API. Provides detailed graph statistics, node/edge distributions, and formatted table outputs for data visualization and analysis.
Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
A Python MCP server that helps AI interact with Gacha games through screenshot capture and click automation, enabling game analysis and automated actions.
Enables querying a hybrid system that combines Neo4j graph database and Qdrant vector database for powerful semantic and graph-based document retrieval through the Model Context Protocol.
An MCP server that enables users to transform AI conversations into a structured, searchable knowledge base by saving ideas, code snippets, bookmarks, and reminders. It supports persistent storage through Supabase or PostgreSQL and includes webhook integrations for automating workflows with external tools.
This MCP server utilizes DuckDuckGo for web searches, providing structured search results with metadata and features like smart content classification and language detection, facilitating easy integration with AI clients supporting the MCP protocol.
A Node.js and TypeScript server project that provides a simple starter example with Express.js web server, supporting hot-reload, testing, and modular structure.
Automates the Douyin Creator Platform to manage login states and publish image-text content via the MCP protocol. It enables users to check authentication status, manage cookies, and automate article publishing with titles, text, and images.
A Model Context Protocol server that enables users to execute arbitrary shell commands through a terminal tool. It supports custom working directories, configurable execution timeouts, and safe command parsing using shlex.
Enables web browser automation and inspection using structured data instead of screenshots, allowing AI agents to interact with web pages programmatically through the Playwright framework.
A Model Context Protocol server that enables interaction with MongoDB databases and MongoDB Atlas, allowing users to perform database operations and manage Atlas resources through natural language.
Allows Claude and other AI assistants to interact with Docker through the MCP protocol, enabling container and image management including listing, running, stopping, and pulling Docker resources.
Playwright MCP server enables AI-driven Playwright test generation by allowing interaction with web pages and element inspection. Integrated with IDEs like Cursor, it provides real-time context to enhance test accuracy and efficiency.
A simple demonstration MCP server that provides a sum_numbers tool for calculating the sum of a list of integers, built using the FastMCP framework.
Provides real-time weather data and current conditions for major Chinese cities and global locations using the wttr.in API. This HelloAgents-based server enables querying of temperature, humidity, and weather status without requiring an external API key.
Provides Minesweeper game functionality through the Model Context Protocol, allowing users to create and play custom-sized minesweeper boards through AI assistants.
Control mpv media player through AI conversation. Play music and video, manage playlists — all via natural language. Works with opencode and any MCP-compatible AI tool.
A centralized Model Context Protocol server that provides common development tools (like formatting and translation) across all your Cline projects without needing to install them individually.
An AI personality collaboration tool based on Model Context Protocol (MCP) that enables users to summon and collaborate with multiple AI personas for intelligent analysis and problem-solving.
Enables AI assistants to fetch web content, search for products on Google Shopping, and integrate with WhatsApp messaging. Serves as a bridge between Puch AI and external services through authenticated API endpoints.
A Model Context Protocol service registry and connector framework that enables seamless integration with multiple services and models through a standardized API interface. Provides an extensible architecture for custom service adapters, API integrations, and model registries.
ones-wiki-mcp-server
A TypeScript-based server that provides a memory system for Large Language Models (LLMs), allowing users to interact with multiple LLM providers while maintaining conversation history and offering tools for managing providers and model configurations.
Enables autonomous task execution and direct desktop computer control through ByteBot's dual-API architecture, supporting intelligent hybrid workflows with mouse/keyboard operations, screen capture, file I/O, and automatic intervention handling.
Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.
Enables management of Proxmox VE infrastructure through natural language, providing 120+ tools to control virtual machines, containers, storage, cluster resources, users, and network configurations via the Proxmox API.
Enables natural language interaction with PostgreSQL databases, supporting query execution, schema management, data operations, user management, and database maintenance with secure remote access via HTTP/SSE transport.
An MCP server for the Plane project management platform that enables users to manage workspaces, projects, and work items. It supports full CRUD operations for issues while providing access to cycles, modules, labels, and workflow states.
Provides travel planning tools for Cox's Bazar, Bangladesh, including weather forecasts, AI-powered itinerary generation, and pre-configured travel planning prompts.
MCP server for AI agent affiliate attribution and commission tracking. 7 tools for program discovery, conversion tracking, attribution token verification, and commission queries.
A demonstration project that uses Cloudflare Workers MCP to create custom AI tools that can be integrated with Claude, Cursor, and other AI assistants supporting the Model Context Protocol.
Enables management of Mistral AI agents through MCP tools including creating, listing, searching, viewing details, and deleting agents. Integrates with Mistral API to provide agent management capabilities through natural language interactions.
Enables language models to generate fun ASCII art featuring cows and other characters saying or thinking custom messages. Provides access to various cow characters including dragons, penguins, and skeletons for creative text art generation.
Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.
Self-hosted MCP server for live documentation, code audits, and best practices. 10 tools, unlimited library coverage (363+ curated + npm/PyPI/crates.io/Go fallback), no rate limits. Context7 alternative.
Provides AI agents with context for integrating Arcjet security features like bot detection and rate limiting into applications. It enables users to retrieve information about processed requests, teams, and sites through the Model Context Protocol.
Provides access to a curated database of over 1,500 MCP tools with quality scores. Enables searching, browsing trending tools by category, discovering random tools, and retrieving detailed information about specific MCP tools.
An MCP Server that enables interaction with Google's Organization Policy API, allowing users to manage organization policies that control resource behavior within Google Cloud environments.
An MCP server providing comprehensive email management through IMAP and SMTP, allowing users to search, read, and organize messages. It supports advanced features like folder manipulation, sending emails with attachments, and secure authentication for various email providers.
Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
An MCP server that provides tools for interacting with AWS S3 buckets, enabling direct access to S3 operations through the Model Context Protocol.
MCP server that audits other MCP servers. Run MCPWatch security scans from inside Claude Code or any MCP-compatible agent with 10 OWASP MCP Top 10 aligned checks and A-F letter grades.
Enables web and local business searches through the Brave Search API. Provides general web search with pagination and filtering, plus local business search with automatic fallback to web results.
Enables reading, searching, and sending iMessages on macOS by accessing the local messages database and utilizing AppleScript. Users can list conversations, search message history, and send messages to individuals or group chats directly through the Model Context Protocol.
Enables AI agents to play and interact with Minecraft servers through mineflayer, providing automated actions like mining, movement, crafting, and real-time game event monitoring.
An auto-generated MCP server for Google's Serverless VPC Access API, enabling communication with Google Cloud VPC networks through natural language interactions.
Enables AI agents to fetch and query network device configurations from Clixon-based or other RESTCONF-capable devices. It provides tools to extract specific configuration sections, such as interfaces and routing, through the Model Context Protocol.
An open-source DevUtils MCP Server — a comprehensive developer utilities toolkit that provides 36 tools across 8 categories that AI assistants can invoke directly.
A structured tool that enables multiple AI agents to simulate reflective debate, where LLMs critique and refine each other's ideas to produce higher-quality solutions.
An intelligent MCP server that enables AI agents to crawl, index, and semantically search official framework documentation using local RAG. It prevents hallucinations by providing precise, up-to-date documentation excerpts directly into the AI's context window.
Self-hosted, zero-knowledge encrypted, self-destructing secrets for secure agent-to-agent coordination
MCP server for interacting with NetBox API.
Enables interaction with WordPress Gravity Forms through natural language, allowing users to manage forms, entries, submissions, and add-on integrations. Provides comprehensive form management capabilities including field operations, entry search/filtering, and secure form submissions with validation.
A demonstration MCP server that provides calculator functionality through both stdio and FastAPI implementations. Enables users to perform mathematical calculations via MCP tools using the FastMCP framework.
Enables AI agents and users to query, analyze, and manage Teradata databases through modular tools for search, data quality, administration, and data science operations. Provides comprehensive database interaction capabilities including RAG applications, feature store management, and vector operations.
Enables AI-driven 3D model generation and manipulation using OpenSCAD through natural language commands. Users can create primitives, apply transformations, perform boolean operations, and export models to various formats like STL and OBJ.
Marketo MCP Server by CData
A Model Context Protocol server providing AI assistants with comprehensive project, task, and subtask management capabilities with project-specific storage.
AI-powered voice transcription app for macOS using WhisperKit
Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
Enables AI agents to interact with Google Analytics 4 data, providing tools for historical reporting, real-time activity monitoring, and property management. It supports secure service account authentication to access metrics like traffic summaries, user acquisition, and custom dimensions.
Enables AI assistants to discover, monitor, and control ZigBee smart home devices through ZigBee2MQTT. Provides intelligent device discovery, state monitoring, and automation integration with support for remote deployment.
A meta-MCP server that manages and aggregates other MCP servers, enabling LLMs to dynamically extend their own capabilities by searching for, adding, and configuring tool servers.
Automate web browsing and data extraction by converting live pages into clean Markdown. Execute multi-step workflows and interact with websites using human-like movements.
Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
Provides tools to search and retrieve Unsloth AI documentation, including quickstart guides, supported models, and installation instructions. It enables AI assistants to query documentation content in real-time through an MCP-compatible interface.
Captures comprehensive webpage screenshots with intelligent scrolling, text extraction, and HTML analysis, enabling AI tools to visually inspect and understand web content through the Model Context Protocol.
"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
An MCP server providing tools for user information management with capabilities for retrieving, searching, and adding user data stored in a JSON file.
An MCP server that enables AI assistants to list, read, create, and manage files in Google Drive. It features automatic conversion of Google Workspace formats into Markdown, CSV, and plain text for seamless integration with AI workflows.
Enables AI assistants to interact with Xray Test Management for both Cloud and Server deployments. Supports test execution, importing results from multiple formats (JUnit, Cucumber, Robot Framework, TestNG), and managing test plans and executions.
A starter template for creating Model Context Protocol servers that work with Puch AI. Includes ready-to-use tools for text processing, image manipulation, and demonstrates Bearer token and OAuth authentication patterns.
Connects AI assistants to CrateDB clusters to enable natural-language Text-to-SQL, data analysis, and documentation retrieval. It allows users to manage database operations, troubleshoot cluster issues, and query information through conversational prompts.
Enables recording, querying, and summarizing daily work entries with tags using a local SQLite database. Supports work logging, search, timeline queries, tag management, and automated reminders for tracking daily tasks.
Enables AI assistants to manage VergeCMS blogs through natural language, providing complete CRUD operations for blogs and articles with secure browser-based authentication and automatic token persistence.
Production-ready API server template integrating FastAPI with Model Context Protocol (MCP) for LLM integration, structured logging, and comprehensive testing.
A personal MCP server for AI assistant integration that provides custom tools, resources, and prompts for use with Claude Desktop and other MCP-compatible clients.
An MCP server that enables Claude to perform financial analysis and visualization of Korean listed companies using the DART API. It supports detailed financial metrics, business unit sales breakdowns, and company comparisons for KOSPI and KOSDAQ stocks.
An MCP server that enables AI models to control Hancom Office Hanword (HWP) documents on Windows. It allows for the automated creation, editing, and management of Korean word processor files, including text formatting and table manipulation.
Enables retrieval and analysis of MyFitnessPal nutrition data including daily summaries, meal breakdowns, exercise tracking, and macro/micronutrient analysis. Uses browser cookie authentication to access your personal MyFitnessPal account data through natural language queries.
Automates Java Maven testing workflows with decision table-based test generation, security vulnerability scanning, JaCoCo coverage analysis, and Git automation.
https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 – Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response — no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP
An MCP server that enables AI agents to search and retrieve messages within a Slack workspace using the Slack Web API. It supports specific channel filtering and includes built-in rate limit handling for efficient message discovery.
Enables integration with Monotype API for managing company users, teams, and roles through natural language commands with an Ollama-powered backend and React chat interface.
Enables comprehensive control over macOS GUI elements including mouse, keyboard, window management, and screen capture. It allows for automated system interactions and script execution while maintaining safety by blocking potentially destructive deletion commands.
Enables AI models to interact with the Get笔记 (GetNotes) platform via its Open API. It supports managing notes, organizing knowledge bases, and handling tags through natural language commands.
Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
A composable middleware framework for building MCP server chains that enables the creation of transparent proxies to transform requests and responses. It allows users to add cross-cutting concerns like authentication, logging, and AI-driven orchestration to existing MCP servers.
A Model Context Protocol server that provides web content fetching capabilities with robots.txt checking removed, allowing LLMs to retrieve and convert web content to markdown.
MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
A runtime inspection and automation toolkit that enables MCP clients to interact with live Unity game sessions through a dedicated bridge plugin. It allows users to browse scene hierarchies, inspect component fields, search text elements, and modify game object properties in real-time.
An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
An interactive tool that enables users to benchmark vLLM endpoints through MCP, allowing performance testing of LLM models with customizable parameters.
Serving as a structured knowledge base of crypto whitepapers.
Enables users to analyze, search, and export chat logs from various platforms through tools for managing chatrooms, contacts, and sessions. It supports advanced filtering by time, keyword, and sender to provide detailed message analytics via MCP-compatible clients.
A production-ready foundation for developing custom Model Context Protocol (MCP) servers in TypeScript with a complete layered architecture pattern. Includes a working IP geolocation example and comprehensive developer infrastructure to connect AI assistants with external APIs and data sources.
Enables AI assistants to generate and control real-time audio synthesis through natural language descriptions using SuperCollider. Features 10 built-in synth types, pattern sequencing, audio recording, and server lifecycle management for creating sounds from simple English descriptions.
Enables AI assistants to automate Wayland desktop environments through screenshot analysis, mouse control, and keyboard input simulation. It supports visual context via VLM providers like Gemini and OpenRouter to perform complex, multi-step desktop actions.
Exposes WAVE streaming APIs as tools for AI assistants to manage live streams, studio productions, and real-time analytics. It enables users to control stream lifecycles, monitor health metrics, and access billing usage through the Model Context Protocol.
SFTP MCP Server by CData
56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
An MCP server for Apache Superset that enables AI models to manage dashboards, create charts with auto-detection, and execute SQL queries programmatically. It utilizes stateless HTTP transport to ensure compatibility with integration tools like Open WebUI.
Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.
An MCP server for SwagManager that enables comprehensive management of inventory, orders, analytics, and customers. It provides a suite of tools for tracking stock velocity, processing purchase orders, and managing store locations directly through Claude.
Integrates with Microsoft 365 Copilot APIs to enable retrieval of content from SharePoint and OneDrive, document search across M365, and conversational AI interactions with your Microsoft 365 data while respecting access permissions.
An Obsidian planning server that integrates GTD and PARA methodologies to manage daily notes, tasks, and project workflows. It features 17 tools for organizing vaults, including inbox prioritization, weekly review generation, and full-text search capabilities.
Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor` preflight, graceful FTS-only degraded mode when `claude` CLI missing. MIT.
Enables spam detection and content filtering by integrating with the Spamshieldpro API to check form submissions and text content for spam.
Enables users to create, edit, and manage PowerPoint presentations across Windows, macOS, and Linux through natural language via Claude Desktop. It provides comprehensive automation for slide management, text manipulation, and presentation styling using platform-specific adapters.
Serves as a Model Context Protocol server that provides tools to look up Amazon Leadership Principles and access video transcripts for integration with Amazon Q CLI.
Enables management of CCX database clusters through AI assistants, supporting operations such as datastore creation, scaling, and performance monitoring. It provides a comprehensive toolset for handling backups, database users, and firewall rules across various database engines including PostgreSQL, MySQL, and Redis.
A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.
Node.js server that allows searching Discourse forum posts through the Model Context Protocol (MCP), enabling AI assistants to retrieve content from Discourse forums.
Provides programmatic control over Windows systems, enabling AI models to interact with the desktop through mouse movements, keyboard input, window management, screen capture, and clipboard operations.
A Model Context Protocol server that enables full CRUD operations for e-commerce product management, featuring MySQL integration and AI-powered product description generation. It provides tools for inventory monitoring and supports both stdio and HTTP/SSE transports.
Provides tools for AI agents to take timed rest breaks and vent their thoughts to receive emotional support during complex tasks. It enables developers to implement structured delays while offering a psychological sanctuary for simulated silicon-based life.
Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.
Enables AI agents to interact with macOS applications (Finder, Mail, Contacts, Reminders, Notes, Calendar, TextEdit) using AppleScript. Allows AI assistants to perform tasks like searching contacts, managing files, checking email, and creating reminders through natural language.
MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.
An MCP server for the Octopus Energy Japan GraphQL API that allows users to retrieve electricity consumption, cost estimates, and contract details. It enables 30-minute interval usage analysis and postal code area searches while ensuring privacy by excluding personal address information.
Generate realistic relational test data with 156 field types, 22 locales, and foreign key integrity. One API call seeds your entire database.
A Model Context Protocol server that provides a variety of jokes and humorous content to AI-powered agents. It allows Microsoft Copilot Studio users to integrate joke-telling capabilities into their agents while maintaining enterprise security and governance controls.
Enables multi-agent code review with P0/P1/P2 severity scoring by orchestrating locally installed AI CLIs (Claude, Codex) to perform parallel analysis, deterministic scoring, and consensus-building on git diffs.
Enables interaction with Google Slides presentations through OAuth2 authentication. Supports creating new slides, adding rectangles, and managing presentation content through natural language commands.
Enables AI assistants to manage WordPress sites through natural conversation, supporting post creation, content updates, site queries, and draft-to-publish workflows via the WordPress REST API.
A framework for building and querying temporally-aware knowledge graphs that allows AI assistants to interact with graph capabilities through the Model Context Protocol.
Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers with automated TOTP login.
Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
Enables interaction with the MultiversX blockchain, allowing users to create wallets, check balances, and send or issue tokens (EGLD, Fungible, SFT, NFT, MetaESDT) through natural language.
A Model Context Protocol server for Bunq that enables interaction with the Bunq banking API through OAuth integration.
Enables interaction with the Regulations.gov API to search federal rulemaking dockets, proposed and final rules, public comments, and comment periods. Supports tracking FAR/DFARS case histories and monitoring open comment periods across federal agencies with optional API key authentication for higher rate limits.
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