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.
Search dogs, find breeders, check genetics compatibility, and submit buyer inquiries. Powered by BreederOS SaaS platform.
Secure file system operations with configurable access controls.
Persistent knowledge graph — entities, relations, observations across sessions.
Slack workspace integration — messages, channels, history, and search.
Local Git repository operations — read history, diff changes, manage branches, and search commits.
Web and local search using the Brave Search API — privacy-focused.
HTTP fetch and web content extraction — URLs to readable Markdown.
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.
Bankovní výpisy 8 bank (CSV/PDF) → Money S3 / ABRA Flexi / POHODA / PREMIER / HELIOS XML a faktury (PDF/foto) → ISDOC / POHODA XML s AI extrakcí. Kurzy ČNB automaticky. Remote MCP, nic se neukládá.
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.
Asana project management — create tasks, manage projects, track workflows, and search across workspaces.
Firecrawl web scraping — crawl websites, extract structured data, and convert pages to clean Markdown.
Stripe payments — charges, customers, subscriptions, invoices.
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.
Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.
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.
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.
Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.
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.
Resend email API — send emails with React templates, manage domains, and track delivery status.
Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.
Shopify e-commerce — manage products, orders, customers, and inventory via the Admin API.
Snyk security scanning — find vulnerabilities, analyze dependencies, and monitor security posture.
Datadog monitoring — query metrics, search logs, manage monitors, and investigate incidents.
Pinecone vector database — upsert vectors, query by similarity, manage indexes, and handle namespaces.
GitLab DevOps platform — repositories, merge requests, CI/CD pipelines, issues, and project management.
Notion workspace — search, read, create, update pages and databases.
MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.
Perplexity AI search — AI-powered web research with cited answers and real-time information.
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.
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.
HashiCorp Terraform integration — plan, apply, and manage infrastructure-as-code configurations.
YouTube Data API — search videos, get transcripts, manage channels, and analyze video metadata.
Linear project management — issues, projects, cycles, workspaces.
Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.
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.
WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.
Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.
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.
Qdrant vector search engine — manage collections, store points, and perform similarity search with filtering.
Contentful headless CMS — manage entries, content types, assets, and spaces via the Management API.
Railway deployment platform — deploy apps, manage databases, handle environments, and monitor services.
Zendesk support — manage tickets, search knowledge base, handle users, and automate support workflows.
LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.
PayPal payments integration — create orders, process payments, handle refunds, and manage disputes.
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.
Postmark transactional email — send emails, manage templates, track bounces, and monitor delivery.
Ghost publishing platform — create posts, manage members, handle tags, and publish content.
New Relic observability — query NRQL, monitor applications, analyze performance, and manage alerts.
ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.
Sentry error tracking — issues, stack traces, releases, trends.
Intercom customer messaging — manage conversations, users, articles, and customer engagement data.
Microsoft Azure integration — manage resources, VMs, storage, App Service, and Azure DevOps.
Mailchimp marketing platform — manage audiences, create campaigns, design emails, and analyze performance.
Amplitude analytics — query events, analyze user journeys, segment audiences, and track product metrics.
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.
Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.
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.
Microsoft Teams integration — send messages, manage channels, and interact with Teams via Microsoft Graph.
WooCommerce store management — products, orders, customers, coupons, and WordPress integration.
Canva design integration — create designs, use templates, manage brand assets, and export graphics.
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.
Calm co-parenting for AI agents: shared calendar (handovers, pickups, activities), child expenses with split & approval flow, settlement summary, and family context.
An AI-powered MCP server that enables natural language interaction with AO (Arweave Operating system) for creating, running, and testing code and handlers without manual coding.
Description: Persistent local memory for Claude, Cursor and Codex. 13 MCP tools, SQLite + FTS5 + Knowledge Graph. No cloud, no API keys. One command: npx @studiomeyer/local-memory-mcp.
Enables integration with Dooray API for comprehensive project management including task operations, comment management, tag organization, search functionality, and user management. Supports task creation, modification, status updates, assignee management, and collaborative features through natural language interactions.
contentstack-mcp
Connects Claude with Spotify, enabling playback control, search functionality, and queue management through Spotify's API.
An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
gemini-image-mcp
A Model Context Protocol server that provides Angular project analysis and refactoring capabilities, enabling LLMs to analyze component usage patterns, dependency structures, and perform safe refactoring with breaking change detection.
Query blockchains with plain English — instant, structured, and developer-friendly using Infura APIs
Enables hot-reloadable prompt templates with structured reasoning frameworks, quality gates, and multi-step chain workflows that can be version-controlled and executed immediately without restarts.
A Model Context Protocol server that wraps the official Obsidian CLI to allow AI agents to read, write, search, and manage notes within an Obsidian vault. It provides 16 specialized tools for comprehensive vault interaction, including note management, task tracking, and metadata manipulation.
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.
Execute SQL queries, browse schemas, and analyze Oracle Database performance through an AI-compatible Model Context Protocol server.
Enables comprehensive TestRail test management integration with support for projects, test cases, runs, results, advanced reporting, analytics, and AutoSpectra test automation framework synchronization.
Enables out-of-band interaction testing by integrating ProjectDiscovery's interactsh service as an MCP server. Allows AI agents to create callback domains, send probes, and capture DNS/HTTP interactions for security testing and verification workflows.
The RealVest MCP (Model Context Protocol) server enables AI assistants like Claude to use all 31 of our professional calculators and access our educational resources directly in your conversations. From basic affordability to advanced portfolio analysis, Monte Carlo simulations, and tax optimization
Enables Claude to retrieve BIN (Bank Identification Number) data for payment cards, with options for basic or enhanced insights through the Pagos API.
Enables music management through search, playlist creation, and intelligent recommendations. Supports searching by song, artist, or album, creating and managing playlists, and getting music recommendations based on genre and mood.
Xero MCP Server by CData
This server acts as a Message Communication Protocol (MCP) service for integrating Apifox and Cursor, enabling OpenAPI interface implementation through AI-driven interaction.
Enables AI assistants to interact directly with Strapi v5 CMS content through full CRUD operations, media uploads, and content type exploration using Strapi's Document Service API.
A server that dynamically exposes FileMaker scripts as tools, providing a Gradio-based user interface for interacting with FileMaker databases through the Model Context Protocol.
Play Tic Tac Toe against an AI opponent using this MCP server.
Enables full control database operations on MySQL through natural language commands. Supports querying, data manipulation, table management, backups, and system administration with comprehensive SQL execution capabilities.
Provides secure access to Tennis Warehouse product data, enabling users to search for tennis equipment (racquets, bags, shoes), check product availability, find deals, and browse categories through natural language queries while protecting internal API details.
Enables interaction with Anki desktop flashcard app through the AnkiConnect plugin. Provides tools to manipulate notes and make arbitrary RPC requests to manage flashcards and decks.
Enables management of GitHub projects and issues using GitHub's GraphQL API. Supports creating/updating issues with images, managing labels and assignees, organizing ProjectsV2 boards, and updating project item statuses.
MCP server that helps AI models understand Vite/Nuxt applications better, available as both a Nuxt module and Vite plugin.
MCP (Model Context Protocol) Server for skill4agent - Search, view, and install AI skills in AI conversations.
Provides professional cycling data from FirstCycling, allowing users to retrieve comprehensive information about cyclists, race results, historical cycling data, and team information through natural language queries.
Enables interaction with blog RSS/Atom feeds to list posts, fetch content, get recent posts, retrieve blog metadata, and perform full-text search across post content. Supports any blog with an RSS/Atom feed through natural language queries.
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 deterministic, network-free MCP server for validating repository release hygiene and version alignment in local projects. It enables automated repository health checks and generates standardized release checklists based on project state.
A server implementation that enables controlling web browsers programmatically through Claude's desktop application, providing comprehensive Selenium WebDriver operations for browser automation with Chrome and Firefox support.
Amazon S3 MCP Server by CData
A comprehensive and efficient Model Context Protocol server for task management that works with Claude, Cursor, and other MCP clients, providing powerful search, filtering, and organization capabilities across multiple file formats.
Enables integration with Things3, allowing the creation and management of tasks and projects via the MCP protocol, including synchronization with Agenda projects.
Provides deep source code analysis for Unreal Engine codebases, allowing AI assistants to understand C++ class structures, search code, and analyze subsystems.
Video editing MCP server with 26 tools for trimming, merging, text overlays, audio sync, filters, color grading, audio normalization, picture-in-picture, split-screen, batch processing, format conversion, subtitles, watermarks, and more. 380 tests, CI on Python 3.11+3.12, progress callbacks, works with Claude Code, Cursor, and any MCP client.
MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.
Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, dead ends, and missing fallbacks, providing scores and fix suggestions. Includes interactive visualization widget for ChatGPT and Claude Desktop integration.
Persistent memory and identity infrastructure for AI agents. Cross-session wake protocol, drift detection, immutable snapshots, and shared memory spaces — free hosted API
A tool that connects to the Spotify API and enables Claude to access artist information for enhanced music discovery through natural language queries.
Wedding OS for AI agents — plan and run weddings: checklist, guests & RSVP, budget, day-of timeline, seating, playlist, extras catalog, and couple-agency coordination.
A bridge that connects the Model Context Protocol to the Gemini CLI via the Agent Client Protocol (ACP) for high-performance, stateful AI interactions. It enables MCP clients to leverage Gemini's autonomous capabilities, including multi-modal support and built-in tool execution, without cold-start overhead.
Provides semantic search over AWS Cloudscape Design System documentation using natural language queries, enabling AI assistants to efficiently find and retrieve component documentation with token-efficient responses.
MCP Server for interacting with Old School RuneScape Wiki API and game data files, providing tools to search the OSRS Wiki and access game data definitions through the Model Context Protocol.
A server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
Enables AI assistants to securely connect to and manage MySQL databases with support for multiple database connections, complete CRUD operations, schema inspection, and dynamic connection management through natural language.
A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables rapid deployment of custom MCP tools accessible via SSE from both web-based playgrounds and local clients like Claude Desktop.
Provides threat intelligence lookups against the AbuseIPDB database, enabling IP reputation checks, CIDR block analysis, and log enrichment. It features intelligent caching and rate limiting to efficiently manage API usage for security analysis and automated workflows.
An MCP server and crawler for Xafari documentation that enables AI agents to search, retrieve pages, and extract code examples from a local index. It provides structured documentation access through stdio or HTTP interfaces for seamless IDE integration.
Enables integration with Google Drive for listing, reading, and searching over files, supporting various file types with automatic export for Google Workspace files.
Enables interaction with a running Clojure nREPL instance for evaluating Clojure code, inspecting namespaces, and retrieving connection statuses, compatible with MCP clients like Claude Desktop and CLine in VSCode.
Enables comprehensive security scanning of code repositories to detect secrets, vulnerabilities, dependency issues, and configuration problems. Provides real-time security checks and best practice recommendations to help developers identify and prevent security issues.
An MCP server that provides Claude with direct access to EVE Online character data, market prices, killboard intelligence, wiki knowledge, and game mechanics. It enables natural language interaction for checking skills, analyzing fittings, setting in-game destinations, and accessing real-time EVE Online information.
An MCP server for organizing research papers, books, and digital sources by tracking reading progress and taking structured notes. It enables AI assistants to manage literature databases and link sources to specific concepts within a knowledge base.
Provides SQL access to the ANSES Ciqual French food composition database with nutritional data for over 3,000 foods. Supports full-text search and bilingual queries for comprehensive nutrition analysis.
Enables automated collection of apartment listing data from Naver Real Estate using Playwright browser automation with passive network response capture. Provides MCP tools to search complexes, resolve property identifiers, and extract normalized listing information including duplicate properties.
Enables AI assistants to create, manage, and execute Alfred workflow automation skills, manage MCP server connections, view execution history, and handle API keys through Alfred's REST API.
Enables AI assistants to manage a personal markdown-based knowledge base with natural language interactions. Supports creating, searching, updating, and organizing notes across categories like people, recipes, meetings, and procedures.
Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
A Model Context Protocol server that allows AI assistants like Claude to integrate with Printify's print-on-demand platform, enabling product creation, management, and AI-generated design uploads through natural language commands.
Turns Confluence documentation into an AI-powered knowledge base, enabling natural language questions about your systems with answers retrieved from your actual documentation through semantic search.
MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
Provides real-time content safety protection for large language models by detecting and preventing risks in both input and output content across multiple dimensions including compliance, ethics, and security.
An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.
Enables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.
A remote Model Context Protocol server that runs on Cloudflare Workers without requiring authentication, allowing users to deploy and connect custom AI tools to clients like Claude Desktop and Cloudflare AI Playground.
A secure MCP server for Windows Subsystem for Linux environments, facilitating safe command execution with extensive validation and protection against vulnerabilities like shell injection and dangerous commands.
A mixture-of-experts visual question-answering server that enables visual grounding, compositional image question answering, and external knowledge-dependent image question answering through code generation and execution. Built on the ViperGPT framework with support for multiple computer vision models including Grounding DINO, SegmentAnything, and GPT-4o.
A security-focused server that integrates with Cursor IDE to provide real-time vulnerability detection, exploit generation, and security insights during software development.
An MCP server that integrates with mem0.ai to help users store, retrieve, and search coding preferences for more consistent programming practices.
Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.
Enables AI agents to automatically publish photo notes to Xiaohongshu (RedNote) using Playwright browser automation. It supports title, body, and image uploads while maintaining persistent login sessions for seamless automated posting.
A streamlined MCP server designed for querying on-call runbooks through an optimized QA tool with intent recognition and risk assessment. It provides structured troubleshooting steps and supports graceful degradation to offline mode when LLM services are unavailable.
Enables web scraping, React app testing, and React Native web app inspection using Playwright with multi-browser support. Provides backward compatibility with regular websites while offering enhanced features for React applications including mobile viewport emulation and component analysis.
Search product catalogs across thousands of Central European e-shops. Semantic search, keyword matching, GTIN/EAN lookup — via REST API or MCP. \~2,500 e-shops | ~8.5M products | 7 countries (CZ, SK, PL, HU, RO, DE, AT)
Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.
This is an MCP server to manage PayPal
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.
Connects AI models to real-time search and inventory data for major South Korean retail chains, convenience stores, and cinemas. It enables users to check product availability at stores like Daiso and Olive Young, or view movie schedules at CGV and Megabox.
Native Claude Code integration for @annondeveloper/ui-kit — a zero-dependency React component library with 147 components, 3 weight tiers, physics-based animations, and OKLCH color system. Gives Claude deep awareness of the library's components, design patterns, and conventions. Includes 5 skills for component discovery, code generation, design system reference, tier selection, and accessibility
This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
Connects AI models to MasterGo design tools, enabling retrieval of DSL data, component documentation, and metadata from MasterGo design files for structured component development workflows.
Provides SMTP integration for sending HTML emails and specialized prompts for intent detection and client information extraction. It enables LLMs to automate personalized email workflows and structure user communication data.
Provides offline, high-accuracy OCR capabilities for images and PDFs using macOS's built-in Vision framework. Supports multi-language text extraction with intelligent block aggregation for tables and paragraphs, outputting structured JSON data suitable for document reconstruction.
A Model Context Protocol server that connects to Amadeus API, enabling AI assistants to search flights, analyze prices, find best travel deals, and plan multi-city trips.
Provides Claude Desktop with access to Apple Calendar and Reminders on macOS for managing schedules and tasks through natural language. It supports comprehensive operations like creating, editing, and searching events and reminders, along with a custom hashtag-based tagging system.
Enables AI assistants to control a browser through Playwright automation tools deployed on Cloudflare Workers. Supports web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.
Connects AI assistants to Lokalise translation management platform with 59 tools across 11 domains, enabling localization teams to manage projects, translations, tasks, and workflows through natural conversation.
Provides advanced web scraping with HTTP client, smart content extraction to Markdown, browser automation via Playwright, screenshot/PDF generation, and Docker sandbox execution environments.
Non-official Model Context Protocol server that enables interaction with AMap's location services through clients like Cursor, Claude Desktop, Cline, and Windsurf.
Enables Claude to send SMS/LMS messages via the SureM platform using natural language commands. It automatically handles message type selection, scheduled sending, and token management for seamless text message delivery.
A WhatsApp marketing and messaging service that handles both free-form messages (within 24-hour window) and template workflows for bulk messaging, supporting conversation management and template creation/registration.
Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
Supply chain risk scoring for npm, PyPI, and GitHub repos
A Model Context Protocol server for Cloudflare Workers that integrates with Claude AI, enabling tool usage through OAuth login and SSE connections.
Enables AI assistants to search the Burger King menu, manage a cart with item customizations, and find nearby restaurant locations. It facilitates ordering for pickup or delivery using Playwright browser automation.
An MCP server that allows Claude to interact with Discord by providing tools for sending/reading messages and managing server resources through Discord's API.
MCP server for Threadline — persistent memory and context layer for AI agents. inject() before your LLM call, update() after. Relevance-scored injection, grant-based access, user-owned context.
Enables LLM clients to convert addresses to coordinates (forward geocoding), coordinates to addresses (reverse geocoding), and lookup Google Place IDs using the Google Maps Geocoding API with support for multiple languages and advanced filtering.
Provides comprehensive access to Bear notes using a hybrid sync-safe approach - direct database reads for performance and Bear's official API for writes, enabling natural language note management, search, organization, and analysis while maintaining iCloud sync compatibility.
Enables interaction with Azure DevOps Boards through the Model Context Protocol. Supports work item management including listing, updating status, adding comments, and retrieving prioritized cards for development workflows.
Provides real-time screen capture streaming in base64 format via WebSocket connections, enabling Claude to view and analyze user screens through natural language requests.
shortcuts-mcp-server
This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.
An unofficial Model Context Protocol server that enables programmatic access to LinkedIn data through tools like user search, company search, profile enrichment, and contact retrieval.
Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, and your team.
Enables read-only access to multiple Google Drive accounts simultaneously through secure service account authentication. Supports listing, searching, and extracting content from Google Workspace documents, spreadsheets, and text files.
A context provider that serves as an AI version of Chris's programming knowledge and practices. Enables AI utilities like Claude and Cline to search and access coding guidelines, rules, and context for JavaScript, TypeScript, React, and various development frameworks.
A powerful and flexible Kubernetes MCP server implementation with support for OpenShift.
MCP server for OFAC SDN sanctions screening. Check names against US Treasury sanctions lists with automatic cache refresh. No API key needed for the check itself.
Provides Swiss Aare river swimming data including water temperature, flow rates, safety assessments, and forecasts. Enables AI assistants to answer questions about current conditions, compare cities, and provide safety recommendations based on official BAFU thresholds.
Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.
An MCP server that enables AI assistants to make HTTP requests and download files using curl, allowing them to interact with web APIs and content.
Official MCP for Carbone - Document Generation, Document Conversion, and Universal Templating.
This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
This MCP server performs multi-topic searches in business, news, finance, and politics using the Tavily API, providing high-quality sources and intelligent summaries.
Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.
A template for deploying MCP servers on Cloudflare Workers with OAuth authentication. Enables remote access to MCP tools via SSE transport, allowing Claude Desktop and other clients to connect over HTTP.
A Model Context Protocol server implementation that allows AI agents to manage DNS records for domains hosted on Cloudflare by providing tools to list, create, update, and delete various types of DNS records.
Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM Granite model via Ollama. Enables LLM clients to interact with any REST API endpoint through the MCP protocol.
Connects AI clients to the Standard Metrics API for automated analysis of venture capital portfolio data. It enables users to query financial metrics, track company performance, and generate comprehensive reports using natural language.
Enables AI assistants to search, read, and browse Bear notes directly from your local Bear database. Supports searching by title, content, or tags, opening specific notes, and exploring tag-based organization.
Integrates Vale prose linting into AI coding assistants, enabling users to check text files for style and grammar issues using Vale's powerful linting engine. Provides automated style feedback with smart configuration discovery and rich formatted results.
Power BI XMLA MCP Server by CData
Enables AI assistants to manage TV series collections through Sonarr's API using natural language interactions. Supports searching, adding, updating, and deleting TV series with detailed control over quality profiles, season monitoring, and episode downloads.
Prevents citation hallucination by verifying academic citations against CrossRef's database of 150+ million publications before they can be mentioned, ensuring every citation includes a valid DOI.
LLM pricing oracle — model lookup, cost estimation, and comparison via LiteLLM. An MCP server that gives AI assistants accurate, up-to-date model pricing from the LiteLLM community registry. Look up pricing and capabilities for any LLM with fuzzy matching, estimate costs for token volumes, and compare models by provider, context window, or mode.
An MCP server for managing and monitoring Tailscale networks through natural language. It enables users to list devices, check connection status, monitor for client updates, and retrieve detailed tailnet summaries.
An MCP server that connects to the Teamwork API, providing a simplified interface for interacting with Teamwork projects and tasks.
A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.
Enables AI assistants to search, view, create, and update JIRA issues using natural language commands and JQL queries.
Enables AI to directly control SEGGER J-Link embedded debug probes via the Model Context Protocol for debugging and firmware management. Users can perform tasks like reading registers, analyzing memory, flashing firmware, and tracking RTT logs using natural language commands.
A set of tools allowing AI assistants to interact directly with GitHub, enabling automation of tasks like fetching user profiles, creating repositories, and managing pull requests.
Enables interaction with Retell AI's voice and chat agent platform. Build, deploy, and manage AI phone agents, configure conversation flows, handle calls/chats, and manage phone numbers through natural language.
Enables video and audio processing through FFmpeg, supporting format conversion, compression, trimming, audio extraction, frame extraction, video merging, and subtitle burning through natural language commands.
Helps LLMs maintain coherent timelines, track events, and manage characters across long-form narratives for fiction writing or historical accounts.
An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool access. Just like rubber duck debugging, explain your problems to various AI "ducks" who can actually research and get different perspectives!
A Model Context Protocol server that helps with job applications by analyzing job postings and optimizing resumes and cover letters through document analysis tools.
Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds.
A security-hardened MCP server for managing Technitium DNS Server via its HTTP API. It provides 20 tools for DNS zone management, record configuration, and server diagnostics with built-in protections like rate limiting and read-only modes.
MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assistants with access to official web standards data including specifications, WebIDL definitions, CSS properties, and HTML elements.
An MCP server that enables Claude to access Windows screenshots from WSL2, allowing users to easily share screenshots with Claude Code without manually navigating complex file paths.
An MCP server that provides access to the LinkedIn Bulk Data Scraper API and various utility tools for data extraction and processing.
Enables AI assistants to access and search RAP2 API documentation, allowing users to query interface details, search APIs by keywords, and retrieve repository interfaces through natural language.
Enables comprehensive Windows process and service management with secure UAC elevation. Supports discovery, inspection, and control of processes by name, PID, or port number, with both AI-assisted and direct command-line interfaces.
Enables integration with Beagle Security API for managing security testing projects, applications, domain verification, and automated penetration tests. Provides 18 tools for creating, monitoring, and retrieving results from security assessments.
The only MCP server with AI guest risk scoring and extortion detection. Search properties, book instantly, protect hosts. 41 tools across 5 layers. Instant API key, 10 free credits.
Enables creation, management, and deployment of n8n workflows with enhanced context and automation capabilities. Features code extraction, automatic documentation, template generation, and intelligent project organization for streamlined workflow development.
Enables Claude to delegate tasks to IBM watsonx.ai foundation models (Granite, Llama, Mistral) for text generation, chat, embeddings, and document analysis. Supports two-agent architectures where Claude can leverage IBM's enterprise AI capabilities for specialized workloads.
A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript-based architecture in a monorepo structure.
Provides access to the AgentScore Registry on Base Sepolia to retrieve agent reputation scores, history, and registration details. It enables trustless querying of agent performance metrics through standard Model Context Protocol tools.
Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB.
Empowers AI agents to perform web browsing, automation, and scraping tasks with minimal supervision using natural language instructions and Selenium.
Integrates Sentry error tracking and JIRA project management APIs, enabling users to query organizations, projects, and issues from Sentry, and retrieve or update JIRA ticket information through natural language.
Enables comprehensive product management for e-commerce with CRUD operations, AI-powered product description generation, inventory tracking, and MySQL database integration.
upload and manipulation of IPFS storage
Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown.
Model Context Protocol server to run Python code in a sandbox.
Enables interaction with Xero accounting software to create and manage invoices, bills, expenses, and expense claims with file attachments through PKCE authentication.
Provides access to Whissle AI services for speech-to-text, speaker diarization, translation, and text summarization. It enables users to process various audio formats and manage text content through natural language tools.
Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
Enables browser automation and web scraping by exposing Playwright tools through an HTTP-based MCP server. Users can navigate pages, interact with web elements, capture screenshots, and extract structured content using a persistent Chromium instance.
Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
Enables the execution of AppleScript and JavaScript for Automation (JXA) on macOS to control applications, system events, and shell commands. It provides native automation capabilities with a security layer that permits most operations while specifically blocking file deletion commands.
Enables AI to interact with multiple Swagger/OpenAPI specifications by listing endpoints, exploring models, and generating TypeScript code. It centralizes the management of various APIs through a configuration file, allowing for seamless integration of documentation into AI workflows.
An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
A tool that allows deployment of a Model Context Protocol server on Cloudflare Workers without authentication requirements, enabling users to create and use custom AI tools via the Cloudflare AI Playground or Claude Desktop.
A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
An MCP server that provides AI with real-time screen monitoring capabilities and UI element intelligence, allowing AI to observe, analyze, and interact with screen content through features like smart clicking and text extraction.
An MCP server that enables AI assistants to interact with Xiaohongshu to publish image notes, search content, and manage account details. It uses Playwright to securely handle session authentication and API signatures through the platform's internal network context.
Enables interaction with Slack workspaces to manage channels, post messages, add reactions, view message history and threads, and retrieve user profiles through the Model Context Protocol.
A TypeScript-based MCP server that enables AI assistants to create, search, list, and delete notes with tags. Serves as a starter template for building custom MCP servers with tools and resources.
A template for deploying MCP servers on Cloudflare Workers without authentication. Enables developers to create custom MCP tools that can be accessed remotely by Claude Desktop and other MCP clients.
Enables AI clients to interact with ProtonMail accounts through the Proton Bridge using SMTP and IMAP protocols. Provides email management capabilities via secure local bridge connections.
GraphQL MCP Server that acts as a bridge allowing MCP clients (like Cursor or Claude Desktop) to interact with target GraphQL APIs through standard tools for schema introspection and operation execution.
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-friendly gRPC interface. Enables interaction with cloud services and platforms using natural language by automatically converting SDK functionality into callable functions.
A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
A smart news search server that automatically switches between multiple news APIs when one reaches its limit, enabling reliable searching across 20+ languages without worrying about API quotas.
A personal MCP server for Claude Desktop that enables task management, note-taking, file system operations, and optional Google Calendar integration. Includes comprehensive testing tools and visual monitoring for easy setup and debugging.
Enables AI assistants to interact with Home Assistant smart home devices through natural language. Control devices, manage automations, query entity states, and retrieve historical data across your home automation system.
Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
Enables fetching relevant content and embeddings from Supavec via the Model Context Protocol, allowing AI assistants like Claude to access vector search capabilities.
VideoDB Director
Enables comprehensive PDF analysis and manipulation including page size analysis, chapter extraction, splitting, compression, merging, and conversion to images. Provides both MCP server interface for AI assistants and Streamlit web interface for direct user interaction.
Enables programmatic access to your SwipeBuilder ad swipe library to retrieve saved ads and manage collections across various social media platforms. It allows for filtering swipes by platform or format and provides tools to monitor API credit usage through natural language.
A Model Context Protocol server that enables natural language weather queries for global cities, integrating with OpenWeather API to provide real-time weather information in an easy-to-read format.
A template MCP server built with Next.js using the Vercel MCP Adapter. Provides a framework for deploying MCP servers with custom tools, prompts, and resources on Vercel with SSE transport support.
Enables interaction with Trello through the Trello API, allowing users to manage boards, lists, and cards including creating, updating, deleting, and retrieving Trello data through natural language.
Sentinel is an enterprise-grade security server that integrates tools like Semgrep, Trivy, and Gitleaks via Docker to perform automated vulnerability scanning and compliance checks. It enables users to conduct static analysis, secret detection, and AI-powered threat modeling directly through Model Context Protocol-compatible IDEs.
Provides 15 core tools for managing Coda documents, tables, and rows through HTTP, SSE, and stdio transports. It is specifically optimized for stability with LangSmith Agent Builder and supports document manipulation, data retrieval, and formula execution.
Enables integration of Perplexity's AI API with LLMs, delivering advanced chat completion by utilizing specialized prompt templates for tasks like technical documentation, code review, and API documentation.
MCP server for AI agent identity — verify agents with Ed25519 signatures, check trust scores, sign and verify content, exchange encrypted messages. Built on the Agent Identity Protocol (AIP).
A Model Context Protocol (MCP) server that converts natural language queries into SQL statements, allowing users to query MySQL databases using conversational language instead of writing SQL code.
A comprehensive, domain-agnostic documentation scraping and AI integration toolkit. Scrape any documentation website, create structured databases, and integrate with Claude Desktop via MCP (Model Context Protocol) for seamless AI-powered documentation assistance.
Enables AI assistants to manage Piwik PRO Analytics resources including apps, tags, triggers, variables, audiences, and tracker settings through natural language commands. Supports comprehensive analytics configuration and tag management operations.
Enables AI assistants to interact programmatically with Autodesk Fusion 360 for creating parametric 3D models through simple API calls.
Enables image analysis and recognition through multiple LLM vision models (Gemini, GPT-4o, Qwen-VL, Doubao) by accepting image URLs or Base64 data and returning text descriptions or answers to questions about the images.
Enables advanced semantic search and document management by integrating the GroundX API with Claude Desktop and GitHub Copilot. It supports local file uploads, website crawling, and Google Drive synchronization for RAG workflows.
Manage Docker infrastructure across multiple homelab hosts including Unraid, Proxmox, and bare metal servers. Enables container lifecycle management, log retrieval, resource monitoring, and Docker operations across your entire homelab from a single interface.
Enables AI assistants to interact with local ComfyUI installations to list nodes, validate workflows, and execute image generation workflows directly without requiring an HTTP server.
Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.
An MCP server that connects Claude to FL Studio, allowing the AI to send melodies, chords, and drum patterns directly to the DAW via virtual MIDI ports.
A FastAPI-based application that enables document embedding and semantic retrieval using Qdrant vector database, allowing users to convert documents into embeddings and retrieve relevant content through natural language queries.
The Ultimate Cryptocurrency MCP for AI Assistants - Unified access to crypto, DeFi, and Web3 analytics | MCP Endpoint.
Provides access to Gong.io sales conversation data, enabling users to query calls, retrieve transcripts, list users, and search calls with date filtering and pagination.
An MCP server for eQSL.cc that allows users to download incoming electronic QSL cards, verify specific contacts, and check Authenticity Guaranteed status. It enables natural language interaction with amateur radio logs and confirmation records through any MCP-compatible AI assistant.
An agent-optimized MCP server for Kit.com (formerly ConvertKit) that enables full management of email marketing campaigns, subscribers, and broadcasts. It provides 13 composite tools covering the entire Kit V4 API with built-in rate limiting and formatted responses for efficient AI interaction.
Enables intelligent task assignment to developers using hybrid AI algorithms that match tasks based on past experience, skill sets, workload balance, and project alignment. Features enterprise-grade security with AES-256 encryption and 75% performance optimization through smart caching.
Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
A Model Context Protocol server enabling advanced search and content extraction using the Tavily API, with rich customization and integration options.
An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
heroicons-mcp
Enables querying log data stored in SQLite databases through the Model Context Protocol, allowing natural language interactions with log analysis.
Provides comprehensive security analysis tools for querying the VirusTotal API, enabling detailed security reports on URLs, files, IP addresses, and domains with automatic relationship data fetching.
AI visibility monitoring. 23 tools for 8 LLM platforms. 19 tools free without API keys.
A TypeScript starter template for building MCP servers with example tools (echo, math operations, time, flight status) and resources (server info, greetings). Provides a modular architecture for easily extending with custom tools and resources.
Provides financial data from Financial Modeling Prep for AI-assisted investment research, including company profiles, financial statements, and analyst ratings. It features high-level workflow tools for market analysis and atomic tools for deep dives into valuation and institutional ownership.
A Python-based MCP server that automates WhatsApp Web using Playwright to manage chats and messages. It enables users to list conversations, send messages, and retrieve history through a local browser automation interface.
This read-only MCP Server allows you to connect to Oracle Eloqua data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
This MCP server provides integration with the Slack API via HTTP transport, allowing for channel management and message operations. It enables users to list channels, send or edit messages, search message history, and retrieve user information through standardized tools.
Enables interaction with PostgreSQL databases through a production-ready MCP server with global connection pooling, automatic AWS password rotation, and comprehensive SQL operations. Supports multiple concurrent Claude sessions while maintaining efficient connection limits to the database.
Policy enforcement gateway for MCP tool calls, evaluating every tool invocation against declarative YAML policies (allow/deny/escalate-to-human), generating cryptographic hash-chained audit receipts, and including built-in content safety scanning.
A Model Context Protocol server that allows users to query and analyze their SafetyCulture inspection data using natural language after providing an API key.
A minimal template MCP server demonstrating basic tools, resources, and prompts functionality, built with Smithery SDK for quick prototyping and deployment.
Enables AI assistants to crawl websites, extract and store web content with semantic search capabilities using vector embeddings, and retrieve information through natural language queries with tag-based filtering and intelligent content cleaning.
Magic: The Gathering MCP server with card search, rules lookup, deck analysis, and Commander intelligence
A simple example MCP server built with Bun that provides basic utility tools including current time retrieval, message echoing, and number addition. Serves as a template for building MCP servers with Bun runtime.
cargo-mcp
An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.
A comprehensive travel planning copilot that provides geographic data, weather forecasts, transportation details, currency exchange rates, and contextual content to create personalized travel experiences. Enables users to plan itineraries, check real-time conditions, and gather inspirational content for destinations.
Enables AI assistants to generate UML diagrams through natural language by rendering PlantUML code into PNG or SVG images. Supports sequence diagrams, class diagrams, use case diagrams, and other UML chart types with Base64-encoded output.
A simple aggregator server that allows batching multiple MCP tool calls into a single request, reducing token usage and network overhead for AI agents.
AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
Facilitates structured creative thinking through sequential thought processing, helping users shift from reactive problem-solving to proactive outcome creation using structural tension analysis and stage-based thinking workflows.
Model Context Protocol server that enables Claude to retrieve and analyze code from GitHub repositories through the uithub API.
Enables interaction with Prometheus Alertmanager to retrieve, filter, and manage alerts and silences through natural language commands in Claude AI.
Enables AI assistants to interact with D2L Brightspace LMS, providing access to assignments, grades, course content, calendar events, and announcements through automated SSO authentication.
Enables AI assistants to manage Anki flashcard decks and cards through natural language, supporting deck creation, card additions (basic and cloze types), and review queue management.
Enables AI assistants to interact with GitLab merge requests, review code changes, search projects, and create draft comments for code review workflows.
Enables AI assistants to access Venice AI's capabilities including chat with open-source models, image generation, text-to-speech, embeddings, and API key management.
Provides comprehensive access to the Commission Junction affiliate network API for both publishers and advertisers. It enables users to manage affiliate links, track commissions, search for products, and handle order conversions through natural language interfaces.
An MCP server that enables LLM applications to control web browsers via Browserbase, supporting features like web navigation, screenshots, cookie management, and persistent contexts.
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing clients like Cursor.ai and Claude to open websites and interact with web content through natural language commands.
A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
An enhanced Model Context Protocol server that enables AI assistants to interact with ClickUp workspaces, supporting task relationships, comments, checklists, and workspace management through natural language.
Persistent development memory server that automatically captures and organizes development context, code changes, and user interactions across projects.
A Model Context Protocol server that converts SVG code to PNG images, offering two conversion methods (CairoSVG and Inkscape) with support for custom working directories.
This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Tableau CRM Analytics (beta): https://www.cdata.com/download/download.aspx?sku=FSZK-V&type=beta
Provides semantic search capability over Obsidian vaults and exposes recent notes as resources to Claude through the MCP protocol.
Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
MISP-MCP-SERVER
An MCP-compatible Flask server that integrates with the educhain Python library to dynamically generate educational content for Claude Desktop, including multiple-choice questions, lesson plans, and flashcards.
integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
Integrates Volkern CRM with AI agents to manage leads, schedule appointments, and handle tasks through natural language. It enables users to interact with CRM data, send WhatsApp messages, and track interactions directly within MCP-compatible clients.
Enables querying and analysis of FedRAMP documentation, compliance requirements, and security controls through structured tools that search markdown guidance, analyze FRMR datasets, and track regulatory changes.
AI-powered agent that integrates with coding assistants via MCP to automate web testing workflows, allowing developers to record tests, execute regression testing, and discover test flows using natural language prompts.
Allows Claude and other MCP clients to access real-time and historical stock market data from Alpha Vantage API, including intraday and daily stock data with customizable intervals.
Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.
A gateway service that connects AI assistants to numerous external tools like Notion, GitHub, and Google Workspace through a single Model Context Protocol endpoint. It provides a centralized hub for managing multiple tool integrations with secure authentication and a unified API architecture.
Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.
Enables natural language search and interaction with video content through three tools: ingesting videos to a Ragie index, retrieving relevant video segments based on queries, and creating video chunks from specific timestamps.
Converts video files to GIF animations with customizable settings like FPS, dimensions, and duration.
A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
An MCP server that integrates with Sonar API to provide Claude with real-time web search capabilities for comprehensive research.
An MCP server that provides tools for interacting with Linear issue tracking system, currently supporting issue search with plans to expand to issue creation, updates, comments, and project management.
Open-source agentic schema layer. Define metrics once in YAML, query governed data from any warehouse (Snowflake, BigQuery, Databricks, PostgreSQL, DuckDB) via MCP.
A Model Context Protocol server that enables conversational searching of NIH-funded research projects and publications through the NIH RePORTER database.
Enables web browsing capabilities using BeautifulSoup4
Enables management of insurance claims, inspections, and contractors through interactive UI widgets and data tools. Users can view claim dashboards, update statuses, and query service provider information using natural language.
Enables sending rich notifications to Discord and/or Slack webhooks with automatic service detection, retry logic, and support for embeds, blocks, and attachments. Provides secure webhook management with comprehensive input validation and rate limiting.
Query only the data you need from your JSON file and keep your context clean
Implements a Model Context Protocol server that enables streaming communication between Azure OpenAI GPT-4o and tool services, allowing for real-time intelligent tool usage via Server-Sent Events.
Facilitates access to LumbreTravel API for managing travel programs, activities, and related entities through MCP clients.
Enables programmatic creation of Whimsical diagrams from Mermaid markup generated by AI models like Claude through the Model Context Protocol.
Enables advanced OpenAI GPT model integration with Claude through 5 specialized tools including GPT-5 reasoning, token optimization, context management, batch processing, and model comparison. Features intelligent fallback mechanisms and task-specific system prompts for enhanced AI capabilities.
Automatically generates and maintains living documentation for codebases by creating hierarchical hivemind.md files and flowchart diagrams at every directory level, enabling AI navigation and real-time or retroactive documentation of code structure, requirements, and dependencies.
Sticky Note Demo MCP-B
A simple server implementing the Model Context Protocol (MCP) that exposes personal tools like note-taking for compatible MCP clients or agents.
An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
A Model Context Protocol server that enables AI assistants to interact with Ceph storage clusters through natural language, making storage management more accessible and intuitive.
Production-ready MCP server for libSQL databases with comprehensive security and management tools.
An MCP server that helps teams create, manage, and access structured project documentation through six core document types, leveraging AI to generate comprehensive project knowledge management.
Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.
An open-source MCP implementation providing document management functionality. This project aims to replicate Cursor's @Docs functionality.
A MIDI composition system that enables AI assistants to create music through FluidSynth, with capabilities for playing notes, creating melodies, managing tracks, and exporting audio.
An MCP server that enables users to search for Publix products, find store locations, and browse weekly deals. It provides detailed information including product prices, aisle locations, and store operating hours.
An integration that allows Large Language Models to interact with Raindrop.io bookmarks through the Model Context Protocol, enabling users to create and search bookmarks directly through AI assistants.
A Model Context Protocol server that provides AI agents with tools to retrieve weather alerts and detailed forecasts for US locations using the National Weather Service API.
An MCP server that enables users to query any Mintlify-powered documentation site directly from Claude. It leverages Mintlify's AI Assistant API to provide RAG-based answers and code examples for various platforms like Agno, Resend, and Upstash.
Enables Android Automotive developers to explore and implement Vehicle Hardware Abstraction Layer (vHAL) properties with intelligent tools for property analysis, source code lookup, implementation guidance, and automated code generation for automotive systems like climate control and seat management.
A Model Context Protocol server that bridges AI assistants like Claude with Wordware's specialized agent capabilities, allowing dynamic loading and access to any Wordware flow through a standardized interface.
Enables AI assistants to interact with Medium's platform for publishing, updating, and managing articles and drafts through OAuth 2.0 authentication with automatic retry logic and rate limit handling.
Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, assets, and tilemaps. It enables developers to create, modify, and inspect game content within the editor's environment through natural language interactions.
Provides MCP support for Vite and Nuxt development servers, helping AI models better understand your application structure and codebase during development.
A comprehensive Model Context Protocol server for Claude Code that provides programmatic management of Claude Code CLI operations through a multi-agent collaborative system.
mcp-chain-of-thought
A client-server system using Model Context Protocol that allows users to query a SQLite database of fictional car data.
mbta-mpc-server
Provides cryptographically secure random dice rolls for AI assistants, supporting standard and advanced dice notation for tabletop RPGs and games.
Access Apple's official developer documentation, frameworks, APIs, and WWDC videos through the Model Context Protocol (MCP), support AI driven natural language queries, and provide Swift/Objective-C code examples and technical guidelines.
A composable semantic memory layer that provides cross-project recall and session context using Qdrant and OpenAI embeddings. It enables users to securely store, search, and manage persistent memories with built-in secret scrubbing for privacy.
sliverc2-mcp
An MCP server that enables Claude to perform OCR on local files using Mistral AI's document processing capabilities. It converts documents and images into markdown format for seamless analysis and interaction.
One endpoint, five search providers. Search broker for AI agents with automatic fallback, RRF ranking, and budget enforcement. The LiteLLM of web search.
Provides AI assistants with comprehensive documentation, tutorials, and SDK code generation for all 5 Lerian products (Midaz, Tracer, Flowker, Reporter) through a single unified tool. Documentation-only mode with no live API access.
A wrapper around the Azure CLI command line that allows you to talk directly to Azure
An ed(1)-inspired MCP server that provides a single-character command protocol for managing Git repositories, GitHub actions, and Fravia web searches. It is optimized to minimize LLM token usage while performing version control and search tasks through concise POSIX shell scripts.
Enables AI-powered podcast generation with single or dual speakers, FlowSpeech audio creation from text/URLs, speaker voice library management, and subscription tracking for ListenHub Pro users.
A server that enables interaction with YouTube data through the Model Context Protocol, allowing users to search videos, retrieve detailed information about videos/channels, and fetch comments.
Provides real-time US weather alerts and forecasts by integrating with the National Weather Service API. It enables AI assistants to fetch state-specific alerts and detailed local forecasts using geographic coordinates.
A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.
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.
Enables reading and searching Excel files through MCP-compatible clients. Provides tools to retrieve workbook metadata, read sheet contents, and search across all sheets using absolute file paths.
Wraps the GitHub Copilot CLI to provide natural language command suggestions, explanations, and shell configuration for shell, git, and GitHub CLI commands through the Model Context Protocol.
Enables AI models like Claude to easily access and utilize subtitle data from YouTube videos by extracting transcripts from video URLs with support for multiple languages.
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.
Transforms YouTube into a queryable knowledge source with search, video details, transcript analysis, and AI-powered tools for summaries, learning paths, and knowledge graphs. Features quota-aware API access with caching and optional OpenAI/Anthropic integration for advanced content analysis.
An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
A lightweight, multi-environment MySQL MCP server that provides secure, policy-gated database access through simplified query and execution tools. It enables AI agents to interact with multiple database environments safely using environment-based routing and strict security constraints.
Enables AI assistants to manage and monitor UniFi Network Controllers through natural language. Provides 25 read-only tools for discovering devices and clients, viewing security configurations, analyzing network statistics, and exporting configuration data.
🔍 High-Availability Multi-Engine Search Aggregation MCP Server - Intelligent Failover, Unified API, LLM-Optimized Content Processing.
A Model Context Protocol server that allows interaction with the ZeroBounce email validation service, enabling users to validate individual emails, check account credits, and perform bulk validations.
Fetches Hacker News discussion threads and linked article content in LLM-optimized markdown format, enabling natural language analysis of HN posts and their conversations.
A server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.
An MCP server that enables AI assistants to generate images using Black Forest Labs' Flux model via Cloudflare Workers.
Connects Claude with Spotify to control playback, search music, get track information, and manage the queue through conversation.
Provides comprehensive Magento 2 coding standards, security rules, and theme-specific patterns to help AI assistants write and validate compliant code. It supports built-in presets for Hyva, Luma, Breeze, and Porto themes to ensure context-aware development.
Connects AI agents to a local Stata installation, enabling execution of Stata code, data inspection, graph generation, and result verification through natural language interactions.
A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.
A Claude integration that enables updating various database types (PostgreSQL, MySQL, MongoDB, SQLite) from CSV and Excel files through natural language commands.
Dingo MCP Server
A Model Context Protocol server that enables AI assistants to search and retrieve information about security exploits and vulnerabilities from the Exploit Database, enhancing cybersecurity research capabilities.
An MCP server that locally saves and categorizes user prompts from LLM sessions to facilitate metacognition and track learning progress. It provides tools to review study history, analyze question types, and calculate learning depth scores based on the nature of inquiries.
A TypeScript-based MCP server providing utility tools like arithmetic calculations, random number generation, and math tutoring prompts. It enables users to perform basic computational tasks and access system status resources through JSON-RPC 2.0 protocol.
42 developer tools through one MCP install
Provides AI agents with structured knowledge about 67+ generative AI models, including model recommendations, prompt formatting, parameter guidance, and validation. It acts as a prompt engineering co-pilot that helps agents use their existing tools more effectively.
Enables users to interact with the Sigma Computing API to analyze documents and manage analytics data via a serverless AWS architecture. It features document search and analytics capabilities with DynamoDB-backed caching for optimized performance.
Enables Claude Desktop to control and interact with the Godot Engine editor through the Model Context Protocol. It supports dynamic scene generation and direct asset importation via Meshy API integration.
Provides AI agents like Claude with secure, controlled access to network security tools like nmap for scanning private networks and lab environments. Features comprehensive safety controls, circuit breakers, and production-ready monitoring.
Enables image generation and prompt enhancement within Claude.ai by leveraging Google Gemini models. It allows users to create visual content in various styles like photorealistic and 3D render directly through natural language.
A Machine Control Protocol server providing programmatic access to Splunkbase functionality, allowing users to search, download, and manage Splunkbase apps through a standardized interface.
Connects Claude Desktop to Canvas LMS to monitor academic activities like assignments, announcements, and upcoming deadlines. It enables users to track courses and pending tasks through a unified interface using the Canvas REST API.
MCP server that integrates with Shopify API, allowing Claude Desktop users to retrieve and manipulate product information from Shopify stores.
An automated penetration testing framework that enables intelligent security assessments through reconnaissance, vulnerability scanning, and controlled exploitation. Features AI-driven workflow management with comprehensive reporting for authorized security testing.
Enables translation management through Smartling's API, supporting project and file operations, job management, quality assurance, glossaries, and translation workflow automation for multilingual content.
Enables retrieval and analysis of graph data from the Pythagraph RED API. Provides formatted tables, statistics, node/edge distributions, and comprehensive summaries for graph visualization and insights.
The server provides secure OTP (One-Time Password) generation. Supports TOTP (Time-based) and HOTP (HMAC-based) algorithms
Allows LLMs to integrate with Linear's issue tracking system, enabling them to create, update, search, and comment on issues through the Linear API.
Async MCP server for running long-running AI tasks with real-time progress monitoring, enabling users to start, monitor, and manage complex AI workflows across multiple models.
Provides access to real-time and historical stock market data through the Alpha Vantage API, enabling financial analysis and market data queries through natural language.
masking posts and getting account info on x.
Serving as a structured knowledge base of crypto whitepapers.
MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
A comprehensive free bootcamp that teaches the creation of Model Context Protocol (MCP) servers, covering everything from basics to advanced enterprise architectures in 7 weeks.
Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
supercollider-mcp
AI-powered cloud development IDE, so you can run AI to surf in a secure sandbox environment.
A template implementation of the Model Context Protocol server that integrates with Mem0 to provide AI agents with persistent memory capabilities for storing, retrieving, and searching memories using semantic search.
A personal fitness tracking server that enables logging and querying workouts, nutrition, and body metrics through a local SQLite database. Integrates with OpenNutrition MCP for food logging and supports exercise history tracking for workout progression.
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropic's Model Context Protocol for seamless tool integration and communication.
Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
An MCP server that enables AI agents to interact with Extend's spend management APIs, allowing virtual card management, transaction tracking, and receipt processing through natural language.
yuexia\_test
A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
A remote MCP server deployable on Cloudflare Workers that provides integrated Google OAuth authentication for secure tool access. It serves as a reference implementation for building persistent, authenticated MCP connections using Cloudflare Durable Objects and Streamable HTTP.
Enables secure and controlled access to SQLite databases through the Model Context Protocol. Provides comprehensive database operations with granular permissions, SQL injection protection, and audit logging for safe database interactions.
A Model Context Protocol server that integrates with the Harvest API v2, enabling time tracking management including listing, creating, updating, and deleting time entries, as well as managing projects, tasks, users and generating reports.
AI-native orchestration layer with 80+ tools for task management, code editing, browser automation, terminal control, and persistent memory across CLI, local MCP, and cloud deployments.
Connects Google Search Console to MCP clients to query search analytics, manage sitemaps, and perform URL inspections. It enables users to identify SEO opportunities and generate performance reports through natural language interactions.
An academic paper management tool that enables multi-source research searching, batch PDF analysis, and the generation of comprehensive, cross-literature reviews. It features intelligent token compression and quality evaluation to streamline the literature review workflow for researchers.
A Model Context Protocol server for managing Bucketeer feature flags, providing tools for listing, creating, retrieving, updating, and archiving feature flags.
Giving AI assistants the ability to search movies and TV shows, find torrents with magnet links, check streaming availability, and explore cast/crew metadata.
An MCP server that enables AI models to access user geolocation information through EdgeOne Pages Functions.
GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.
godoc-mcp is a Model Context Protocol (MCP) server that provides efficient access to Go documentation. It helps LLMs understand Go projects by providing direct access to package documentation without needing to read entire source files.
A read-only FastMCP server that enables AI assistants to query and retrieve network infrastructure information from NetBox using natural language.
This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
Enables comprehensive Reddit interaction including fetching posts, analyzing users and subreddits, searching content, and creating posts/comments. Supports both read-only mode with client credentials and full functionality with user authentication.
Enables interaction with ResilientDB blockchain through smart contract operations, GraphQL queries, and key-value storage operations.
A Model Context Protocol server that integrates with Linear's issue tracking system, allowing LLMs to create, update, search, and comment on Linear issues through natural language interactions.
A Model Context Protocol server implementation that enables AI assistants to search for tutors on Manalink platform by subject, grade level, and other criteria.
Provides AI assistants with access to comprehensive Safaricom Daraja API documentation for all 22 M-Pesa APIs through searchable tools, enabling developers to query payment processing, transaction management, and business operations documentation.
Enables AI agents to interact with Apache Kafka through natural language, supporting operations like producing/consuming messages, managing topics, and querying brokers, partitions, and consumer group offsets.
A TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of text notes.
Enables comprehensive web searching and content extraction using multiple search engines (Bing, Brave, DuckDuckGo) without API keys. Provides tools for full web searches with content extraction, quick search summaries, and single webpage content retrieval.
Git and GitHub operations — repo status, diffs, branches, stashes, PRs, issues, and Actions from MCP.
Floom MCP server — deploy Python apps instantly with auto-generated UI, REST API, and shareable URLs. 32 tools for AI agents.
An MCP server template for building ChatGPT-compatible React widgets using the OpenAI Apps SDK. It automatically registers UI components as MCP tools and resources, featuring built-in support for theme detection and ecommerce-focused interactive elements.
Run Python code in a secure sandbox via MCP tool calls
An MCP server that enables natural language interaction with Google's Discovery Engine API, allowing users to search, recommend, and manage data through conversational interfaces.
React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.
Provides comprehensive analytics for Solana wallets, enabling real-time portfolio insights, cross-protocol DeFi position monitoring, behavioral analytics, and AI-powered investment strategy recommendations across the Solana ecosystem.
Provides access to Instantly API v2 for email campaign and lead management functionality.
Provides real-time company verification and corporate intelligence by accessing global registries like UK Companies House, Singapore ACRA, and OpenCorporates. It enables AI agents to perform KYC tasks, retrieve company profiles, and conduct automated risk assessments for due diligence workflows.
A comprehensive MCP server providing Claude with full access to Brevo's marketing automation platform through the official SDK, featuring tools for email operations, contact management, campaigns, SMS, conversations, webhooks, e-commerce, and account management.
Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.
Universal x402 buyer agent — discover, pay for, and call any x402 paid API endpoint from Claude Desktop, Cursor, or Claude Code with automatic USDC payment via AgentCash.
image-generator
Provides access to the TripGo API for multi-modal trip planning, public transport departures, and transport-related location searches. It enables users to calculate routes and retrieve travel information through the Model Context Protocol.
A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB documents, designed to work with Windsurf IDE by Codeium.
An MCP server that enables AI assistants to seamlessly manage Anki flashcards, decks, and templates through the AnkiConnect API. It supports intelligent querying, batch note creation, and detailed study progress analysis using natural language.
Retrieves current weather information for any location using the OpenWeatherMap API with configurable temperature units (Celsius or Fahrenheit).
A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.
Golang Dev Tools
Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.
An MCP server that enables interaction with the CrowdStrike Falcon API for managing hosts, detections, IOCs, and security policies. It supports both STDIO and HTTP/REST transport modes for seamless integration with AI clients like Claude and Cursor.
A Model Context Protocol server that integrates LLMs with Frontapp's customer communication platform, enabling access to conversations, contacts, and tags while supporting real-time updates via webhooks.
Enables natural language calendar management through Fantastical on macOS, allowing users to create events, view schedules, search appointments, and navigate their calendar without leaving their AI conversation.
Tamper-evident cryptographic audit trail for LLM outputs. Compliance logging for AI agent decisions.
Enables Claude Code to use Google Gemini AI capabilities for analyzing PDFs and images, generating and translating text, and reviewing code. Supports both CLI and API backends with different quota limits.
A Model Context Protocol server that allows AI assistants to search for, explore, and retrieve 3D printable models from Thingiverse.
Sales Intelligence · B2B Lead Extraction An MCP (Model Context Protocol) server that gives AI agents structured B2B lead intelligence extracted directly from company websites. Point it at any URL and get back a clean JSON object — company summary, buying signals, inferred needs, and personalised icebreaker lines — ready to drop into your outreach pipeline. Built for agent pipelines. Works with Cl
Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
A Node.js proxy that enables communication between stdio-based clients and HTTP-based Model Context Protocol servers. It facilitates protocol translation, session management, and authentication to allow remote HTTP servers to function as local stdio servers.
Enables searching, downloading, and analyzing academic papers from arXiv and Semantic Scholar to extract key insights and citation metrics. It facilitates autonomous knowledge acquisition by processing research findings and integrating them into persistent AI memory systems.
An MCP server that reviews code with the sarcastic and cynical tone of a grumpy senior developer, helping identify issues in PRs and providing feedback on code quality.
The Offorte Proposal Software MCP server enables creation and sending of business proposals.
Enables generating webhook endpoints for testing, inspecting and comparing HTTP request payloads, replaying requests from history, and forwarding requests to localhost.
A basic MCP server template with example tools for echoing messages and retrieving server information. Built with FastMCP framework and supports both stdio and HTTP transports.
Exposes the local agent-browser CLI as MCP tools for browser automation and provides one-command integration with Codex. Enables navigation, interaction, page reading, tab management, and session control through natural language commands.
Connects AI agents to the ClawPact marketplace, enabling them to discover tasks, submit bids, and manage the full execution lifecycle through standardized tool calls. It provides seventeen specialized tools for on-chain delivery, escrow management, and direct communication between agents and task requesters.
Provides access to comprehensive financial market data from Massive.com API, including real-time and historical data for stocks, options, forex, crypto, trades, quotes, market snapshots, ticker details, dividends, splits, fundamentals, and market status through an LLM-friendly interface.
This MCP server aids users in searching and analyzing their photo library by location, labels, and people, offering functionalities like photo analysis and fuzzy matching for enhanced photo management.
A flexible memory system for AI applications that supports multiple LLM providers and can be used either as an MCP server or as a direct library integration, enabling autonomous memory management without explicit commands.
Enables AI image generation from text prompts using Pollinations AI. Supports multiple models, customizable dimensions, and direct image saving with URL generation capabilities.
Enables comprehensive browser automation and control through Playwright, including launching browsers, managing tabs, web navigation, element interaction, and screenshot capture. Supports detecting and controlling external browsers with remote debugging capabilities.
Enables interaction with the XEM Email API to send emails, manage campaigns, and organize contact lists. It supports features like HTML content, scheduling, template management, and bulk contact imports from CSV files.
Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
An MCP server that launches multiple Browser-Use agents to test websites for UI bugs, broken links, and accessibility issues. It supports automated testing of both live and localhost development sites using natural language prompts.
An MCP server implementation that enables searching and retrieving research articles from PubMed with specific focus on open access content filtering and full-text link retrieval.
What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch any TUI app, take screenshots, send keystrokes, read text - works with any framework.
AI learning assistant for families. Manages game time rewards based on school grades, homework, and bonus tasks. Syncs with EduPage/PRONOTE. 78 MCP tools with instruction workflows.
Enables AI assistants to interact with the Kapiti platform through 87 tools covering user management, content site operations, staging site management, content generation, analytics, and system administration. Provides complete API coverage for managing websites, users, content, and business operations on the Kapiti CMS platform.
Enables AI assistants to interact with Power BI datasets through natural language, allowing users to query data, generate DAX, and get insights without leaving their AI assistant.
AI-Ready Data & Context Engineering API. Connect any data source, query with natural language, clean and standardize data, build AI-ready context packages, and redact PII automatically. 25 free credits on signup.
A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.
Provides application insights for Vue apps by exposing component trees, state, routes, and Pinia data through a Model Context Protocol server.
MCP server that will proxy to your gRPC backends via reflection or descriptors file.
Salesforce MCP Server
An MCP server that provides AI assistants with structured, type-safe access to tabular datasets from CSV files. It enables users to list, describe, and query data using filters and projections with support for hot reloading.
Connects AI assistants to NVIDIA Jetson Nano systems for edge computing management, enabling natural language control of AI workloads, hardware optimization, and system administration tasks.
A MCP server that requires user authentication via Auth0, allowing it to call protected APIs on behalf of authenticated users.
Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.
A Vue 3 and Express application that demonstrates interaction with Alibaba Cloud's Bailian API for natural language processing and intent parsing, supporting tasks like weather queries.
MCP server that enables Claude to request chat completions with citations from the Perplexity API.
Unity Editor MCP SDK that exposes Unity Editor capabilities as MCP tools, enabling AI assistants like Claude Code to drive Unity Editor workflows through prefab inspection, asset manipulation, and preview rendering.
Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling asynchronous creation and retrieval of automated tests using AI models from OpenAI or AWS Bedrock.
Provides full access to the Etsy Open API v3 for both buyer browsing and seller shop management through 37 specialized tools. It enables users to manage listings, process orders, handle shipping, and access inventory data via secure OAuth 2.0 authentication.
A tool that implements Claude Shannon's problem-solving methodology to help break down complex problems into structured steps including problem definition, constraints, modeling, validation, and implementation.
Enables interactive feedback collection through a web interface with support for image uploads, extended timeout handling, and offline reconnection capabilities for long-running AI conversations.
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
Enables Claude to interact with Trello boards, lists, cards, comments, and attachments through natural language commands. Uses Nango OAuth authentication to provide complete Trello API coverage including creation, updates, search, and project management operations.
Enables access to Columbus School for Girls Veracross portal features including directory search for students/parents/staff, calendar events, and Lower School lunch volunteer scheduling through secure browser authentication.
Processes emails from Outlook with date filtering, storing them in SQLite databases while generating vector embeddings for semantic search capabilities in MongoDB.
Detects AI-generated content and transforms robotic text into natural, human-like writing while improving grammar, readability, and preserving key terminology.
An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.
Enables AI agents to connect to and control a Virtual Private Server via SSH. It provides a comprehensive suite of tools for remote file system operations, session management, and shell command execution.
Enables AI assistants to interact with Monday.com workspaces, allowing retrieval of board lists, board details, item content, and user information through the Monday.com API.
Provides access to Homello platform product documentation and configuration metadata through a single tool that returns API settings and bundled documentation.
Enables searching for academic papers and preprints across multiple platforms including Semantic Scholar, arXiv, PubMed, and CrossRef. It provides access to research records, DOI lookups, and journal metadata through a unified interface deployed on Cloudflare Workers.
An MCP server that provides access to Paylocity API endpoints, allowing retrieval of employee data, earnings, company codes, local taxes, and pay statements.
paperless-mcp
A Model Context Protocol server that provides comprehensive domain analysis capabilities including WHOIS lookups, DNS record queries, and DNS health checking.
A Python-based Model Context Protocol server that provides 87 tools for comprehensive interaction with the GitHub API. It enables AI agents to manage repositories, issues, pull requests, workflows, and projects through automated commands.
Automotive Data for AI Agents
A server that enables AI systems to browse, retrieve content from, and interact with web pages through the Model Context Protocol.
Provides tools for AI agents to interact with the Orange Juice Online Judge API by managing problems and code submissions. Users can list problems, retrieve detailed descriptions, submit source code, and track submission status through natural language.
An MCP server that enables Claude Code to create, manage, and search Anki flashcards directly from the terminal. It supports batch card creation, deck statistics retrieval, and synchronization with AnkiWeb for cross-platform review.
Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base and Unichain.
Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
A text-to-speech MCP server that enables AI assistants to speak using the VOICEVOX engine with support for multi-character conversations. It features queue management, low-latency streaming via FFplay, and cross-platform playback across Windows, macOS, and Linux.
Gives AI assistants real-time access to web data with the ability to scrape any website, bypass anti-bot systems, extract structured data, and capture screenshots through enterprise-grade infrastructure.
A server that allows you to control and interact with Sonos devices on your network through the Model Context Protocol, providing functionalities for discovering devices, controlling playback, retrieving device states, and managing queues.
Automates iteration management and code review submission workflows with DingTalk authentication. Supports interactive 5-step iteration creation, Git integration, smart time estimation, and automatic submission to company CodeReview systems.
Lighthouse MCP
MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
An MCP Server implementation that enables managing Confluence wiki pages through natural language queries, supporting operations like creating, updating, deleting, and searching pages across different knowledge bases.
Create public profiles and make business cards
An MCP server that enables AI agents to debug .NET applications using netcoredbg. It supports core debugging tasks like setting breakpoints, stepping through code, and inspecting variables or stack traces.
A TypeScript framework for building MCP servers with client session management capabilities, supporting tools definition, authentication, image content, logging, and error handling.
Enables interaction with Shopify store data via GraphQL API, providing tools for managing products, customers, orders, discounts, and more with robust error handling.
Provides Material Requirements Planning (MRP) tools for calculating delivery schedules, determining order needs, and performing MRP period calculations based on inventory levels, forecasts, and order constraints.
Enables interaction with Microsoft Bookings through the Microsoft Graph API to manage businesses, staff members, services, and appointments.
Intelligent routing layer that analyzes tasks and guides your AI agent to delegate work to specialized tools (Gemini, Aider, Copilot) using rule-based and capability-based routing.
A production-ready banking server that provides account management, transactions (deposits/withdrawals), balance inquiries, and transaction history through MCP tools with API key authentication, idempotency support, and real-time WebSocket updates.
A server that integrates with AI-powered code editors to provide immediate answers about Chargebee products and API services, offering context-aware code snippets and access to Chargebee's knowledge base.
Provides paper search and management capabilities along with weather queries, demonstrating MCP integration for AI systems to interact with external resources and tools.
A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.
Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
A high-performance MCP server that provides BM25-ranked search and structured access to over 1,300 AI skills, enabling context-efficient discovery and usage of AI capabilities while minimizing token consumption.
Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
An AI-powered penetration testing reasoning engine that provides automated attack path planning, step-by-step guidance for CTFs/HTB challenges, and tool recommendations using Beam Search and MCTS algorithms.
An MCP server that enables posting messages to Discord webhooks, allowing customization of content, username, and avatar URL.
Provides weather data using Open-Meteo API with support for current weather, 24-hour forecasts, and 7-day forecasts for Turkish cities and coordinate-based queries.
AI-to-AI marketplace MCP server with 46 tools — swap 65+ crypto tokens on 7 chains, rent GPUs, trade 25 tokenized stocks, on-chain escrow (Solana + Base), DeFi yields, sentiment analysis, wallet monitoring, and image generation. Supports USDC payments across 14 blockchains.
NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
Enables execution of shell commands through a terminal tool and provides access to a custom readme file from OneDrive Desktop or local Desktop directory.
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.
A simple server that enables AI models to send WhatsApp messages via the Twilio API by exposing a send\_whatsapp tool through the FastMCP framework.
A Model Context Protocol server for browser automation that uses Puppeteer to provide web browsing, content extraction, and interaction capabilities through natural language.
A Model Context Protocol server that provides DeepL translation capabilities, allowing AI assistants to translate text between supported languages via the DeepL API.
A standalone Model Context Protocol server that enables AI models to access the Australian Pharmaceutical Benefits Scheme (PBS) API data, including medicine listings, pricing, and availability information.
A discovery and recommendation service that helps AI assistants find Model Context Protocol servers based on natural language queries.
Microsoft Teams MCP Server by CData
An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.
NetSuite MCP Server by CData
Provides comprehensive text analysis capabilities including character counting, word statistics, character type analysis, and text length validation for Korean and English text. Supports AI agents in analyzing and validating text content with detailed statistics and Unicode support.
Enables interaction with the Observe platform through OPAL query execution, worksheet data export, dataset management, and monitor operations. Provides AI-powered troubleshooting assistance through vector search across documentation and specialized runbooks.
Dynamically converts any API with an OpenAPI v3 specification into MCP tools for AI assistants. It supports multiple authentication methods including OAuth2, Bearer tokens, and API keys for flexible integration.
Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV.
A Model Context Protocol server that provides tools for interacting with Mastodon, enabling users to create toots with customizable visibility and attach media files with descriptions.
An MCP server that enables AI agents to interact with the SpaceTraders API, managing agents, fleets, contracts, and trading operations in the SpaceTraders universe.
Smart Search MCP is an intelligent search toolkit focused on the technology field, providing 14 enhanced search tools covering mainstream international and domestic technology platforms. It has functions such as intelligent URL generation, input verification, and advanced search techniques, making i
Provides efficient bulk analysis of GitHub issues and pull requests with 90%+ smaller responses than full GitHub API by returning only essential fields (id, url, title, body, comments).
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manage node pools, and retrieve server configurations. It includes automated scripts for deploying and testing sample applications across multiple GKE Autopilot clusters.
Persistent cognitive memory for AI agents. Sub-millisecond recall, fully offline, encrypted. 8 tools: recall, recall_structured, store, store_code, store_decision, search, insights, consolidate.
Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.
Amazon DynamoDB MCP Server by CData
Enables AI-powered image generation using Volcengine's Doubao model with customizable aspect ratios (1:1, 4:3, 16:9, 3:4, 9:16) and file management. Supports high-quality text-to-image generation with automatic retry, error handling, and flexible save path configuration.
Provides access to 47 AI-powered career tools for resume building, job tracking, ATS optimization, and interview coaching. It enables users to manage their job search, research companies, and negotiate salaries directly through an MCP-compatible AI assistant.
Provides centralized security instructions for AI-assisted code generation by matching context-aware rules to the user's programming language and file patterns. It ensures generated code adheres to security best practices without requiring manual maintenance of instruction files across individual repositories.
Provides AI-driven project memory management through structured prompts that help Claude parse tasks from specs, review code changes, sync with commit history, and maintain project documentation without directly accessing files.
MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
A Model Context Protocol server that facilitates seamless communication between ABAP systems and MCP clients for managing ABAP objects, transport requests, and code analysis. It acts as a wrapper for the ABAP ADT API to enhance the efficiency of ABAP development workflows.
An MCP server that provides AI agents with full access to the X (Twitter) API for posting, searching, and managing engagement through natural language. It supports comprehensive tools for tweet management, media uploads, and account analytics across multiple MCP-compatible clients.
Enables direct execution of PostgreSQL queries through the Model Context Protocol. Supports both SELECT and non-SELECT operations with dual communication modes (stdio and HTTP REST API).
Exposes provider-specific tools and relays HTTP requests to configured providers like Supabase, Vercel, and Context7, enabling interaction with multiple external APIs through a unified MCP interface with configurable authentication and access controls.
A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.
Enables AI assistants to manage Cozi Family Organizer accounts, including creating and updating shopping/todo lists, managing calendar appointments, and accessing family member information.
Search and license 217,000+ authentic vintage 8mm home movie clips from the 1930s-1980s. 6 tools: text search, clip details, visual similarity, rough-cut timeline builder, rights verification, and instant licensing via x402 USDC payments on Solana and Base. All footage is real archival film restored in 4K, no AI-generated content.
Enables AI assistants to download Instagram content including posts, videos, reels, stories, highlights, and profile pictures using Instaloader, with optional metadata and caption extraction.
Provides access to event data from the Eventfinda API, allowing AI agents to search for events by location and retrieve detailed information including descriptions, dates, addresses, and ticket details.
MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
A server that enables Claude to access and search through command-line journal entries, offering features like searching entries, listing tags, and viewing journal statistics.
A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data. Perfect for aviation enthusiasts, travel planners, or anyone curious about flights overhead!
An MCP server that wraps the Svelte Language Server to provide IDE-like tools for Claude Code and other MCP clients. It enables advanced Svelte development features including symbol navigation, diagnostics, refactoring, and component-specific analysis.
MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
A multi-agent task management system for AI applications that enables users to create agents with roles and capabilities, delegate tasks with trust-based routing, coordinate file access to prevent conflicts, and monitor performance through a unified dashboard.
Metabase includes a built-in Model Context Protocol (MCP) server that lets AI clients connect directly to a Metabase instance. It uses the Streamable HTTP transport and builds on Metabase's Agent API to expose tools for searching, exploring, querying, and visualizing data — all scoped to the connecting user's permissions.
A browser monitoring and interaction tool that enables AI applications to capture and analyze browser data through a Chrome extension, supporting functions like console monitoring, screenshots, DOM analysis, and website auditing.
An MCP server that provides a comprehensive interface to Semgrep, enabling users to scan code for security vulnerabilities, create custom rules, and analyze scan results through the Model Context Protocol.
Provides access to Swedish per diem (traktamente) rates from Skatteverket's official API, enabling queries by country, year, or country code for international travel expense calculations.
Provides complete Portuguese invoice management with 60+ specialized tools including invoice creation, client management, SAF-T tax compliance, treasury operations, and Portuguese Tax Authority (AT) integration for AI-powered business automation.
Routes your AI tasks to the best available model across 20+ providers — automatically selecting based on task type, budget, and subscription pressure. Supports text, image, video, and audio with built-in cost optimization and fallback chains.
A corporate file management system that enables users to upload and activate files through an approval workflow for use within ChatGPT Apps. It utilizes the Model Context Protocol to provide secure access to file metadata and listings via OAuth 2.1 authentication.
Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
Kollektiv
A metasearch backend MCP server that aggregates results from multiple search engines and knowledge sources into structured JSON for AI agents. It provides unified search capabilities across web, academic, developer, and knowledge providers through MCP tools.
Enables interaction with Zoom services through the Zoom API. Provides access to Zoom's functionality for meeting management, user operations, and platform features through natural language.
Enables browser automation and web page interaction using Playwright's accessibility tree for fast, deterministic actions without screenshots or vision models.
Provides an interactive user interface for asking questions with support for text inputs, single/multi-select options, and confirmation dialogs. It allows LLMs to gather structured input or feedback from users through a set of predefined input types.
Enables interaction with the Anki desktop flashcard application through the Anki-Connect plugin. Supports managing decks, cards, notes, and models, allowing AI assistants to create and query flashcards through natural language.
Self-hosted AI prompt library with collections, tags, version history, team collaboration and scoped API keys (pvlt_\*) with allowed_tools whitelist. OAuth 2.1 discovery + 30 tools for Claude/Cursor/Windsurf.
An MCP server that integrates with Fewsats allowing AI agents to securely purchase anything by retrieving balances, accessing payment methods, and processing payments.
Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents.
Gemini MCP with image, video, svg, landing page generation and search. Grounded search, deep research, image generation... Having them as tools inside Claude beats switching between browser tabs.
A minimalist MCP server that integrates with Laravel Forge, allowing users to manage their Laravel Forge servers, sites, and deployments through AI assistants like Claude Desktop, Windsurf, or Cursor.
An MCP server that automates TimeCard timesheet management using Playwright browser automation. It enables users to manage projects, activities, and daily hours entries through natural language interactions.
AAAA-Nexus MCP provides 135 tools for autonomous AI agent infrastructure: formally bounded trust scoring, RatchetGate session security, on-chain A2A escrow, EU AI Act / NIST compliance certification, DeFi parameter proofs, VRF gaming with cryptographic proof, and verifiable randomness — all backed by the atomadic.tech API. Free tier available, no signup required.
A server implementation that allows AI models to interact with Jira through the Model Context Protocol, enabling tasks like JQL searches and retrieving issue details.
Enables natural language analysis of automotive sales data stored in MariaDB using Google Gemini AI to automatically generate and execute SQL queries from Portuguese language questions.
A high-performance MCP server that integrates Notion into AI workflows, enabling interaction with Notion pages, databases, and comments through a standardized protocol.
Enables integration of local LLM capabilities with MCP-compatible clients like Claude Desktop, Continue.dev, and Cline. Provides tools for processing text prompts through local language models using a customizable inference function.
Enables reading, creating, and editing files on the local filesystem through operations like view, create, string replacement, and line insertion.
https://glama.ai/mcp/servers/sarveshsea/m-moire) 📇 🏠 — Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.
Enables legal research across 3,352 U.S. courts using the CourtListener API, providing access to case search, precedent analysis, judge patterns, citation validation, and federal PACER dockets through natural language queries.
A Cloudflare Workers-based implementation of Model Context Protocol (MCP) server that enables AI tools like Claude to connect to external services through OAuth login.
An enterprise-grade MCP server for the ServiceTitan API featuring robust safety safeguards and domain-level control for production environments. It enables comprehensive interaction with ServiceTitan modules including CRM, dispatch, and accounting, alongside specialized tools for operational and revenue intelligence.
An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server integrating with various LLM clients.
Assists AI developers with intelligent requirement analysis and architecture design through guided clarification questions, branch-aware management, and automated architecture generation with persistent storage.
Miro MCP server, exposing all functionalities available in official Miro SDK
MCP server providing real-time crypto prices (Chainlink + Binance), Polymarket prediction market data, deep web research, and JS-rendered web scraping. All services available via x402 Solana micropayments.
A deployable Model Context Protocol server on Cloudflare Workers that enables custom AI tools without requiring authentication, compatible with Cloudflare AI Playground and Claude Desktop.
Query social media data from Instagram, TikTok, Twitter/X, Threads, YouTube, Facebook, and Reddit directly through natural language commands. Retrieves profiles, posts, videos, and engagement metrics using the SociaVault API.
An autonomous MCP server that polls Garmin LiveTrack data during races, stores time-series metrics in SQLite, and triggers periodic Claude analysis for real-time coaching feedback.
Provides comprehensive stock intelligence and technical analysis by integrating Alpha Vantage and Finnhub data. It enables users to generate detailed research reports and retrieve real-time market metrics, indicators, and news sentiment.
Query ontological research briefings, Universal Language frameworks, and structured AI context documents through 4 MCP tools — including an 8-document Context JSON library sourced from the FusionGirl wiki. Supports x402 micropayments on Base and serves an A2A agent card for inter-agent discovery.
A transparent proxy server that simplifies authentication by chaining its own OAuth layer with an upstream MCP server's credentials. It manages dual token sets behind a single interface, enabling secure and streamlined access to protected MCP resources.
An IMAP client MCP server for reading mail from Dovecot or Synology MailPlus mailboxes, with optional webhook triggers for new messages. It provides tools for managing emails and automates workflows by firing webhooks when matching messages arrive.
MCP server with basic demonstration of getting weather from Hong Kong Observatory
A Model Context Protocol server implementation that provides endpoints for wallet-based authentication, cluster management, and name registration services.
An MCP server implementation that enables users to search, download Freepik resources, and generate images using Mystic AI through natural language requests.
A Model Context Protocol server that provides AI assistants with persistent semantic memory and knowledge graph capabilities using PostgreSQL and vector embeddings. It enables cross-session storage, hybrid search, and complex relationship tracking for enhanced contextual awareness.
An MCP server to list and launch applications on MacOS
Provides LLM access to Unicity gaming platform games through a payment-gated day pass system. Supports game discovery, access management, and payment processing via Nostr protocol and Unicity blockchain.
Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and physiological cycles with secure OAuth authentication and local data storage.
test
Provides access to Berlin's public transport data through the VBB API, enabling users to search stops, get departures, and plan journeys across Berlin-Brandenburg.
Enables AI assistants to access comprehensive SEO data through DataForSEO APIs, including SERP results, keyword research, backlink analysis, on-page metrics, and domain analytics. Supports real-time search engine data from Google, Bing, and Yahoo with customizable filtering and multiple deployment options.
This is an MCP server that can be used with Netlify
A mathematical computation service that enables users to perform symbolic calculations including basic arithmetic, algebra, calculus, equation solving, and matrix operations through the MCP protocol.
Enables exploration and querying of PostgreSQL databases through natural language. Supports listing tables, viewing schemas, executing SELECT queries, filtering records, and retrieving database statistics.
Enables integration with Monarch Money to query financial data, analyze spending patterns, track budgets, and get personalized financial insights through conversational AI with Claude Desktop.
A Model Context Protocol server for scraping Weibo user information, feeds, and search functionality. It helps retrieve detailed user profiles, timeline content, and perform user searches on Weibo.
Enables searching and retrieving official PipeCD documentation through full-text search and document retrieval. Clones PipeCD docs from GitHub and indexes Markdown files for quick access to titles and content.
Provides real-time weather alerts from the National Weather Service API via the Model Context Protocol. It allows LLMs to fetch active alerts for specific US states using both STDIO and SSE transport protocols.
Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
A Model Context Protocol server that enables AI assistants like Cursor to directly query and retrieve information from Dify knowledge bases through natural language.
uses Excel app instead of creating .xlsx files. Windows only.
Provides privacy-focused browser automation using a specialized Firefox fork with advanced anti-detection and fingerprint spoofing capabilities. It enables AI assistants to navigate websites, retrieve HTML content, and capture screenshots while maintaining anonymity.
An intelligent MCP server that analyzes projects and recommends professional role assignments, enabling users to download specialized agent templates for 100+ roles across various company departments.
Enables AI assistants to query Cisco ThousandEyes v7 API for network monitoring data including tests, agents, alerts, dashboards, and test results (network, page-load, web-transactions, path visualization) for faster troubleshooting through natural language.
An MCP server that lets AI assistants search and read support tickets from Jitbit Helpdesk. Works with both SaaS and on-premise installations.
A TypeScript-based MCP server that lets users generate images using OpenAI's dall-e-3 model by providing a prompt and image name.
Enables users to interact with GitHub's Projects v2 API through natural language for Agile project management, supporting repository details, issue tracking, and project board management operations.
Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
The Orderly Network MCP server gives AI assistants direct access to Orderly documentation, SDK patterns, API references, workflows, and contract addresses through a single MCP integration. It helps developers build trading UIs and integrations faster by making Orderly-specific guidance and code examples instantly queryable.
Enables interaction with any REST API through token or login authentication, with automatic Swagger/OpenAPI documentation integration for endpoint discovery and comprehensive HTTP request support.
Provides an interface to access and manage JIRA data through the Model Context Protocol, offering features like relationship tracking, data cleaning, and contextual insights for AI applications.
Enables comprehensive personal task management through specialized MCP servers including email sending, PDF reading with OCR, web search, meeting scheduling, pizza ordering, and interactive question handling. Provides a unified chat interface for natural language interaction with all these capabilities.
Enables personal expense management with SQLite storage, allowing users to add, update, delete, list, and summarize expenses by category through natural language interactions.
Provides access to official French legal databases (Légifrance and JudiLibre) to search and retrieve French legislation, legal codes, case law, and judicial decisions through authenticated APIs.
Recon Fuzz Chimera MCP knowledge to multi fuzzing enviornments compatibility in Solidity Smart contracts
Enables AI agents to interact with any EVM-compatible blockchain through natural language, supporting token swaps, cross-chain bridges, staking, lending, governance, gas optimization, and portfolio tracking across networks like Ethereum, BSC, Polygon, Arbitrum, and more.
A Model Context Protocol server that retrieves current weather information for any city using the OpenWeatherMap API, designed for integration with Claude Code.
Implements long-term memory capabilities for AI assistants using PostgreSQL with pgvector for efficient vector similarity search, enabling semantic retrieval of stored information.
A minimal MCP server that enables Claude to search, read, and manage Gmail messages and threads using official Google API libraries. It supports actions like sending emails, creating drafts, replying to threads, and managing labels through secure OAuth2 authentication.
Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Free, no API key required.
An MCP server for interacting with Pagure git forges such as src.fedoraproject.org and pagure.io. It enables repository management, file browsing, and full pull request workflows including commenting and merging.
Enables comprehensive project management through ClickUp's API, supporting task creation and updates, time tracking, goal management, and team collaboration within ClickUp's hierarchical workspace structure.
An MCP server that enables searching and retrieving content from Confluence documentation systems, providing capabilities for both document searches and full page content retrieval.
A Model Context Protocol server that provides AI assistants and language models with access to Laravel 12 documentation, allowing them to list, read, and search through documentation files.
A Model Context Protocol server that provides tools for managing providers, clients, tenants, and access tokens through the UseGrant platform.
Enables AI agent and task management using the CrewAI framework, allowing users to create and run agents and tasks in an automated workflow environment.
A template for deploying an authentication-free MCP server on Cloudflare Workers. Provides a starting point for creating custom tools accessible via SSE from remote MCP clients like Claude Desktop or AI Playground.
Zero-dependency macOS desktop automation for AI agents. Screenshot, mouse, keyboard, clipboard, and window control via MCP. 18 tools, macOS 13+, one command: npx mac-use-mcp.
A powerful context management system that maintains persistent context across coding sessions, helping development teams track project structure, dependencies, and progress.
MCP server to give new instructions to agent while its working. It uses the get_feedback tool to collect your input from the feedback.md file in the workspace, which is sent back to the agent when you save.
Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.
A Python server that enables interaction with Box files and folders through the Box API, allowing operations like file search, text extraction, and AI-based querying and data extraction.
A demonstration MCP server that provides basic utility tools including hello world functionality and string reversal operations. Shows how to build and deploy MCP tools using the MCPO orchestrator framework.
Helps corporate HR teams airdrop Solana tokens to employees with support for role-based allocation and automated email notifications.
A server that enables access to Xiaohongshu (Little Red Book) content, allowing users to search for notes and retrieve content via URLs with authentication management and cookie persistence.
Provides Japanese postal code to address lookup functionality that can be integrated with AI assistants and other MCP clients.
AI-powered voice transcription app for macOS using WhisperKit
An implementation of the Model Context Protocol that provides tools to interact with The Movie Database (TMDB), allowing users to search for movie collaborations, actor filmographies, and other film industry data.
Enables searching and retrieving articles from Hatena Blog through Claude Desktop/Web. Supports keyword search, fetching recent posts, and retrieving post details by URL.
A Model Context Protocol server that provides AI assistants with access to Blue Perfumery's perfume collection data, enabling users to search, compare, and purchase fragrances through natural language interactions.
Provides real-time access to code library documentation and examples through Context7 API integration, enabling AI assistants to retrieve up-to-date technical documentation, code snippets, and best practices for various programming libraries.
This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Zuora (beta): https://www.cdata.com/download/download.aspx?sku=HZZK-V&type=beta
Enables AI assistants to query, filter, and analyze local HTTP capture records and REST API test data from the Reqable tool. It provides read-only access to inspect request/response details, headers, and statistics through natural language.
Enables AI assistants to interact with Nextcloud instances through secure APIs, supporting operations across Notes, Calendar, Contacts, Files, Deck, Cookbook, and Tables with OAuth2 or Basic Auth.
A Model Context Protocol (MCP) server for Socket integration, allowing AI assistants to efficiently check dependency vulnerability scores and security information.
Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP tools and resources, enabling AI-powered network automation through natural language. It supports tasks like retrieving device configurations, checking sync status, and managing services via the NSO RESTCONF API.
An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to launch desktop applications via Xvfb and perform visual verification. It supports widget discovery, screenshot capture, and simulated user interactions like clicks, typing, and keyboard shortcuts.
Turn any GraphQL API into MCP tools. Zero config, zero code. Auto-introspection, flat InputObject schemas for better LLM accuracy, smart truncation, retry logic with exponential backoff.
Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
A project-agnostic MCP server that exposes Markdown documentation from a project's /docs folder as MCP resources for AI agents. It provides stable, up-to-date context to reduce hallucinations and ensure agents remain aligned with project-specific conventions and goals.
Enables enrichment of banking data through the Ntropy API, including creating account holders and enriching transaction details.
A Model Context Protocol compatible server that provides weather information for any city using Ollama's LLM capabilities through an exposed get-weather tool.
An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.
MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
An intermediate agent server that enhances LLMs with weather data capabilities using the Model Context Protocol (MCP) framework, enabling retrieval of real-time weather information.
Transforms Chrome browser into an AI-controlled automation tool that allows AI assistants like Claude to access browser functionality, enabling complex automation, content analysis, and semantic search while preserving your existing browser environment.
Recon indexes your codebase into a knowledge graph and exposes it via 14 MCP tools. AI agents get dependency mapping, blast radius analysis, safe multi-file rename, execution flow tracing, Cypher queries, semantic search, and PR review without reading every file. Supports 13 languages, live re-index in ~50ms, and zero config setup.
Enables comprehensive access to the MetaTrader 5 trading platform for retrieving market data, managing accounts, and executing trading operations. It provides 32 specialized tools for interacting with MT5 functionalities, including historical OHLCV data access, real-time position monitoring, and automated order management.
A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
Demonstrates core MCP server functionality with basic arithmetic operations (addition and subtraction) and personalized greeting generation. Serves as an educational template implementing example tools and dynamic resources for MCP server development with Python.
A modern AI service proxy that enables interaction with multiple AI providers (Anthropic Claude, OpenAI) through a unified API, deployed globally using Cloudflare Workers.
An MCP server that enables AI assistants to build, test, and debug Zotero 7/8 plugins through tools for UI inspection, JavaScript execution, and real-time log monitoring. It integrates with Zotero's Remote Debugging Protocol to provide rich context including screenshots, DOM access, and database querying.
Query multiple AI models (GPT-4, Claude, Gemini, Grok) in parallel for diverse perspectives. Get different expert viewpoints when stuck or need enhanced reasoning.
Get weather information from https://api.open-meteo.com API.
no API keys or cloud services required.
Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
🔍 Enable AI assistants to search, access, and analyze PubMed articles through a simple MCP interface.
An MCP server that enables Claude to interact with Tembo Cloud platform API, allowing users to manage Tembo Cloud resources through natural language.
A modern MCP server that provides fast, structured access to Microsoft Flight Simulator SDK documentation through natural language and structured queries.
The Outlook Calendar MCP enables Claude to directly manage Microsoft Outlook calendars on Windows systems, offering a privacy-focused solution that keeps all data local. Users can view events, create meetings, find free time slots, and manage multiple calendars without their data leaving their machi
Enables IDE access to Supabase databases with SQL query execution, schema management, Auth admin operations, and built-in safety controls to prevent accidental destructive actions.
Persistent project context for Google Gemini. 12 MCP tools for .faf Project DNA — auto-detect your stack, validate, score, and sync across CLAUDE.md, GEMINI.md, and AGENTS.md. Python/FastMCP. IANA-registered format (application/vnd.faf+yaml). 183 tests. One file, every AI platform.
A type-safe solution that enables remote access to Model Context Protocol (MCP) services, allowing clients to connect to centralized MCP implementations without waiting for official remote support.
Provides comprehensive geographic information services and route planning for AI agents via the Amap (Gaode Maps) API. It supports geocoding, multi-modal navigation, POI searches, and administrative region queries.
Enables exploration and analysis of NetCDF scientific data files through intuitive APIs. Supports file discovery, metadata inspection, data extraction with slicing, smart sampling for large datasets, and time series analysis.
A server that enables interaction with Jenkins CI/CD pipelines from any compatible MCP client (like Claude Desktop), allowing users to manage jobs, builds, coverage reports, and other Jenkins functionality through natural language.
Enables multi-agent orchestration and coordination using specialized, persistent Claude agents for complex workflows like financial analysis and research. It supports intelligent agent handoffs, local storage, and pre-built team templates through Claude Desktop.
Enables interaction with Ham Radio DX Cluster networks to read and create spots, analyze band activity, and track propagation trends through Claude Desktop. It features secure Auth0 authentication and supports various cluster types including DXSpider and AR-Cluster.
Protects AI agents from threats like prompt injection, jailbreaks, and SQL injection through a multi-layer scanning pipeline. It also enables PII redaction and rehydration to ensure data privacy during LLM interactions.
Enables interaction with Jenkins instances to manage jobs, builds, and nodes through the Model Context Protocol. It provides capabilities to trigger builds, read console outputs, and search log sections using regular expressions.
BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
An intelligent MCP server that enables seamless restarting of Claude's MCP handler process without disrupting the UI, allowing for plugin reloading without closing the entire Claude Desktop application.
Provides a persistent, vendor-neutral memory layer that allows AI tools and agents to share context and knowledge across different platforms while maintaining local data ownership. It enables users to store, recall, and manage structured memories through hybrid semantic search and automated context assembly.
Connects Garmin Connect data to MCP-compatible clients, providing access to fitness activities, health metrics, and training plans. It supports advanced features like headless 2FA and automated MFA retrieval to enable seamless health data interaction through natural language.
This MCP gives you full control over your translation projects from start to finish. You can log in anytime to see what stage your project is in — whether it’s being translated, reviewed, or completed.
A comprehensive MCP server for serial port communication
Enables sending emails through Gmail using your Gmail credentials. Provides a simple send_email tool that accepts recipient, subject, and plain text body parameters.
A server that enables AI models to interact with Confluence Data Center through REST API, providing operations like searching, reading, creating, updating, and deleting pages.
An MCP server that enables seamless management of Novita AI platform resources, currently supporting GPU instance operations (list, create, start, stop, etc.) through compatible clients like Claude Desktop and Cursor.
A secure Model Context Protocol server that enables Claude AI to list, search, and read local documents in formats such as PDF, DOCX, and XLSX. It features read-only access with path traversal protection and supports deployment via Docker with SSE or STDIO transport options.
Provides production-ready implementation patterns for features like authentication, payments, and deployments to AI coding assistants. It enables developers to search and retrieve battle-tested code snippets and setup steps for full-stack tasks.
A Model Context Protocol server that allows LLMs to interact with Game Boy games through PyBoy emulation, providing capabilities to load ROMs, control games, capture screens, save/load states, and maintain game knowledge.
Enables AI assistants to build and query temporally-aware knowledge graphs from conversations and data. Supports adding episodes, searching entities and facts, and maintaining persistent memory across interactions.
Provides tools to search & auto-apply to jobs directly on company websites, generate custom resumes, get contacts of recruiters and referrals and track applications easily
Connects an Emby media server to AI clients like Claude Desktop, enabling natural language control of media playback, library browsing, playlist management, and search across your personal media collection.
This server provides a note storage system with a custom URI scheme, allowing users to add and summarize notes, with adjustable summary detail levels.
TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.
An MCP server that connects AI assistants to OpenEMR instances to manage patient records, clinical trends, and medication safety. It provides 17 tools for tasks such as patient search, drug interaction checks, and generating comprehensive health trajectories and visit preparations.
Reading and writing Apple Notes with native Markdown conversion
Provides tools for managing wallet operations, transfers, and currency exchanges through the Walutomat platform, including balance checking, transfers, and market operations.
Enables AI agents to search the USDA's FoodData Central database and retrieve detailed nutritional information and ingredient lists. It supports comprehensive food data access through keyword searches and structured queries for specific food items.
Connects AI assistants to Warpmetrics telemetry data to monitor AI agent performance, execution runs, and LLM costs. It allows users to query success rates, latency, and spend metrics directly through natural language interfaces.
An MCP server implementation that enables Claude AI to interact with Clickhouse databases. Features include secure database connections, query execution, read-only mode support, and multi-query capabilities.
An MCP server for querying wolfram alpha API.
Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools, zero dependencies
Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
Enables querying real-time adoption metrics, trends, and comparisons for popular AI coding tools like OpenAI SDK, Anthropic SDK, Cursor, GitHub Copilot, and LangChain through natural language.
A Model Context Protocol (MCP) server for searching and retrieving Lottie animations from LottieFiles.
An MCP server that provides LLM-controlled kiosk display tools for family management, supporting animated scenes with text, images, and videos. It enables real-time updates via WebSocket and offers high-level tools for calendars, chores, meal plans, and announcements through both stdio and HTTP transports.
A modular collection of MCP servers for automating virtual secretary tasks within Microsoft Outlook, including email management, calendar operations, contacts, tasks, and mailbox settings through Microsoft Graph API.
Official Industry Standard MCP for Travel Awards, Points, and more. Search award flight availability across multiple airline loyalty programs, find sweet spots, check transfer partners, and get market stats all via MCP.
A full control with your WP site
Provides access to OpenAlex's catalog of 240+ million scholarly works through 18 specialized tools for conducting literature reviews, analyzing citations, tracking research trends, and mapping the scholarly landscape including authors, institutions, and collaboration networks.
Enables LLMs to create and manage persistent, interactive shell sessions with full terminal emulation and PTY support. It allows for sequential command execution and supports interactive programs like vim or htop through specialized streaming and snapshot output modes.
Exposes the full capabilities of Microsoft Dynamics 365 Finance & Operations to AI assistants through 49 comprehensive tools and standardized protocol interactions. It enables sophisticated workflows including OData operations, metadata discovery, and secure database analysis.
A Message Control Protocol server that enables Claude Desktop and other applications to interact with Day One journals, allowing automated journal entry creation through a simple API.
Browse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
Connects AI agents to 28 Brazilian public APIs, providing over 200 tools to access data on economy, legislation, transparency, and the judiciary. It enables complex queries and cross-referencing of government datasets like IBGE, the Central Bank, and the National Congress through natural language.
A template for deploying remote Model Context Protocol servers on Cloudflare Workers without authentication. It enables users to define custom tools and access them through an SSE endpoint from clients like Cloudflare AI Playground or Claude Desktop.
An AI-powered development toolkit for Cursor providing intelligent coding assistance through advanced reasoning, UI screenshot analysis, and code review tools.
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.
A read-only hospitality-focused MCP server that enables users to retrieve reservation details, listing briefs, and guest conversation contexts from Hostaway. It simplifies hospitality workflows by providing specialized tools for searching threads and viewing reservation data through natural language interfaces.
Enables AI agents to interact with the Somnia blockchain network, including documentation search, blockchain queries, wallet management, cryptographic signing, and on-chain operations.
Official MCP Server for [OpsLevel](https://www.opslevel.com)
A Model Context Protocol server implementation to query the NIST National Vulnerability Database (NVD) via its API.
高德地图
An MCP server for Claude Desktop that allows users to check the status of their Airbyte connections.
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.
Record any browser page as GIF or video via MCP — powered by Playwright + ffmpeg
Provides unified access to multiple cloud object storage services (Huawei OBS, Alibaba OSS, AWS S3, MinIO) enabling AI assistants to list, search, retrieve, and manage unstructured data across different storage providers.
Enables users to search and browse Mobbin's extensive library of mobile app designs, screenshots, and user flows directly from Claude. It allows for detailed exploration of UI patterns, elements, and personal collections using reverse-engineered API access.
Enables AI applications to interact with the COTI blockchain for private token operations, supporting account management, private ERC20/ERC721 tokens, and secure transactions using Multi-Party Computation (MPC) technology.
Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`.
This TypeScript-based MCP server enables users to manage and summarize text notes, providing tools for note creation and summarization prompts.
Connects to the Tentahead API to facilitate campsite searching and group trip planning for Illinois state parks. It provides live availability, weather forecasts, safety alerts, and EV charging data to streamline outdoor adventure planning.
Provides access to cryptocurrency market data, exchange information, and blockchain metrics through the CoinMarketCap API. Supports price quotes, historical data, trending tokens, global metrics, and DEX information across different subscription tiers.
Infrastructure orchestration server for deploying and managing MCP servers on Fly.io and Cloudflare Workers with state tracking, distributed locking, health checks, and automatic rollback capabilities.
A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG images.
An MCP server that detects potential honeypot tokens on Ethereum, BNB Smart Chain (BSC), and Base.
Provides access to RateSpot.io mortgage rate APIs, enabling AI assistants to fetch real-time mortgage rates, compare loan products, calculate payments, and access comprehensive lending information.
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.
Enables AI systems to reason through emergent thinking by breaking queries into fragments that interact and form patterns, simulating how insights naturally arise in complex systems. Provides tools for emergent reasoning, pattern analysis, thought comparison, and reasoning session history.
A centralized workspace orchestration server that enables natural language task management across Notion, Google Calendar, and Telegram. It allows users to analyze intent, create database tasks, schedule calendar events, and send instant notifications.
An MCP server providing 14 introspection tools for AgLoop, a custom agent framework for VS Code Copilot. It enables users to monitor and manage agent states, tasks, execution logs, and plans through a set of specialized read and write tools.
Enables secure querying of analytics data stored in AWS Athena/S3 through natural language, with multiple security layers including query validation, resource limits, and automatic PII redaction to prevent data breaches and destructive operations.
MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
A Model Context Protocol server that provides read-only access to Datasette instances, enabling AI assistants to explore, query, and analyze data from Datasette databases through a standardized interface.
Provides basic mathematical operations including addition, subtraction, multiplication, division, and power calculations through a Model Context Protocol interface.
A Model Context Protocol server that provides tools for programmatically managing Airtable bases, tables, fields, and records through Claude Desktop or other MCP clients.
A Model Context Protocol server that wraps Naver's encyclopedia search API, allowing users to search for information from Naver's encyclopedia through stdin/stdout or HTTP interfaces.
A Model Context Protocol (MCP) server that provides daily-refreshed documentation for 9000+ libraries directly in AI code editors, helping developers avoid outdated references and hallucinations.
A FastMCP-based server that enables interaction with MySQL databases, supporting client-server communication for querying and analyzing MySQL data.
Provides LLMs with specialized knowledge about fountain pen inks, enabling intelligent ink search, color matching, and recommendations through various tools.
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency data, including accessing metrics, generating formulas, and validating API connections.
Enables integration with Vapi APIs through function calling via the Model Context Protocol, allowing AI models to access Vapi's capabilities.
An MCP server that enables AI assistants to interact with Wag pet care services using Playwright browser automation. It allows users to search for walkers, book one-time or recurring sessions, track walks via GPS, and retrieve pet report cards.
Connects AI assistants to Obsidian vaults via the Local REST API to search notes, retrieve content, and perform semantic searches. It features self-healing multi-URL connectivity and supports both stdio and HTTP transports for flexible deployment.
Facilitates the creation of mathematical diagrams using natural language through Penrose's domain-specific languages, allowing for the definition of mathematical types, relationships, and visual representation rules.
A simple MCP server that provides current time in Korean timezone (KST) with multiple format options and generates random numbers within customizable ranges.
Local MCP server that wraps the headless Claude Code CLI as MCP tools, providing stateless access to Claude's coding capabilities through prompt-based interactions. It enables users to execute Claude Code commands with various prompt formats and structured outputs directly from MCP clients.
Provides AI assistants like Claude or Cursor with access to Payman AI's documentation, helping developers build integrations more efficiently.
Provides AI-powered image analysis capabilities including captioning, visual question answering, object detection, and coordinate pointing for both local files and remote URLs through the Moondream vision language model.
Provides LLM agents with comprehensive access to Obsidian vaults via the official Obsidian CLI bridge. It enables users to read, search, and modify notes, tasks, properties, and plugins while the Obsidian desktop app is running.
Enables users to view and edit Microsoft Loop pages as interactive markdown widgets directly within the chat interface. It supports inline rendering and provides tools for requesting page updates through a host's Loop MCP server.
Aggregates multiple MCP servers into a single gateway with unified top-level tools, reducing LLM context usage and enabling IDE compatibility by consolidating many tools into fewer interface functions.
A human-machine collaboration platform that manages team members and tasks using skill matching and a unique 'Five Elements' energy balance framework. It enables teams to register members, assign tasks, and monitor collaboration progress through an integrated dashboard.
An MCP server that enables interaction with Google Sheets through natural language, allowing users to create, read, update, and manage spreadsheet data via the Google Sheets API v4.
Enables AI agents to publish content to XiaoHongShu (Little Red Book) social platform, including checking login status and posting with titles, content, images, and hashtags through browser automation.
Query OpenAI models directly from Claude using MCP protocol.
invinoveritas is a Lightning-paid AI reasoning and structured decision intelligence MCP server. It allows autonomous agents to get high-quality strategic analysis (/reason) and structured JSON decisions (/decision) by paying per request with Bitcoin Lightning using the L402 protocol.
Enables building and querying code knowledge graphs for project analysis, with tools for exploring code relationships, managing workflows, and automating development tasks. Integrates with Git and GitHub for branch management and pull request creation.
Enables AI agents to search Reddit for posts, comments, and users or monitor for high-intent leads and brand mentions. It functions by delegating scraping tasks to high-performance Apify cloud actors.
A server that exposes Pi-hole functionality as tools for AI assistants, allowing them to retrieve local DNS settings and query history through natural language.
AgentPay — x402 crypto data gateway on Stellar. 10 live pay-per-call tools: token prices, whale activity, gas tracker, DeFi TVL, Fear & Greed, Dune queries, token security. Agents pay USDC on Stellar. No API keys. Budget-aware sessions.
Enables secure database interactions with MySQL, PostgreSQL, and SQLite through granular permissions, multi-database support, and cloud-ready SSL/TLS connections. Supports read-only modes, schema-specific permissions, and transaction management for safe database operations.
A Multi-Agent Conversation Protocol server that provides an interface to Google's Cloud IoT API, allowing agents to interact with and manage IoT devices and registries through natural language.
A TypeScript-based MCP server that implements virtual try-on capabilities using the HeyBeauty API, allowing users to visualize how clothes would look on them through Claude.
Enables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.
Automatically generates conventional commit messages from staged git changes and checks repository status. Analyzes git diffs to create properly formatted commit messages following conventional commit standards.
Enables binary comparison capabilities by leveraging IDA Pro and BinDiff to analyze similarities and differences between files. Users can perform automated function analysis to identify changed functions and compare original binaries against patched versions.
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
A Qdrant MCP server
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.
Search ArXiv research papers
A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
A server that powers an interactive chatbot for querying and managing tax alerts in a SQLite database using Google Gemini models and LangGraph's REACT agent framework.
A custom Model Context Protocol server that provides real-time financial analysis tools including stock monitoring, portfolio management, market summaries, and automated price alerts with Telegram notifications.
An MCP server that integrates with Hunter.io API to find and verify email addresses using domain and name information.
A Message Control Protocol server that enables Claude Desktop to interact with NotePlan.co, allowing users to query, search, create, and update notes directly from Claude conversations.
Enables AI assistants to search and retrieve information from the REMnux malware analysis toolkit documentation, allowing users to ask questions about reverse-engineering tools and get accurate, up-to-date answers from the live documentation.
Enables LLMs to interact with OpenSearch clusters to monitor cluster health, manage indices, and perform data searches. It provides a standardized interface for real-time OpenSearch operations within MCP-compatible environments like Open WebUI.
An MCP server that enables saving and sharing Claude Desktop conversations, allowing users to store chats privately or make them public through a web interface.
Model Context Protocol server for fetching web content and processing images. This allows Claude Desktop (or any MCP client) to fetch web content and handle images appropriately.
Enables AI agents to participate in a marketplace for buying, selling, and trading services with atomic escrow and cryptographic verification. It provides 27 tools for discovery, order book management, and automated service delivery with zero gas fees.
Enables LLMs to perform web searches through Perplexica with multiple focus modes (web, academic, YouTube, Reddit) and optimization settings, returning AI-generated responses with source citations.
A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
Enables AI agents to interact with commercetools APIs to manage products, categories, orders, carts, and customer data. It provides a comprehensive set of tools for both read-only and full-access operations through secure authentication methods.
A management interface for MCP servers built with Angular 17 and Bootstrap 5.
Provides per-Subagent MCP controls to any coding agent or client across all your MCPs and prevents context window waste. Loads only 3 tools instead of all your MCP Server's tool definitions. Agents discover tools on-demand, only when needed and only the servers and tools they are allowed.
Enables creation of text-based visual elements including bordered boxes with shading, formatted tables, and diagrams using Unicode box drawing characters and ASCII art palettes for terminal output, documentation, and chat interfaces.
Automatically synchronizes meeting transcripts from Otter.ai to a local SQLite database for easy browsing and management. It enables semantic and keyword-based search across meeting history through integrated MCP tools for Claude and Cursor.
Enables intelligent academic paper discovery through ArXiv search and AI-powered semantic similarity analysis. Helps researchers find and rank the most relevant papers using natural language queries and state-of-the-art sentence transformers.
Gives on-the-fly inboxes to AI agents. Agents / LLM's can send, receive, and take action in isolated inboxes. Built for AI unlike Gmail. Check us out at agentmail.to
chrome-debug-mcp is an asynchronous Rust-based Model Context Protocol (MCP) server that allows AI agents and Large Language Models to natively debug Chromium-based browsers via the Chrome DevTools Protocol (CDP).
A model Context Protocol (MCP) server that provides comprehensive OECD statistics through the SDMX API, supporting AI assistants and chatbots to query OECD datasets in areas such as economy, health, education, and environment.
Enables comprehensive Google Drive operations including file management, content retrieval, permission handling, commenting, and collaboration through the Model Context Protocol.
A local MCP server for extracting YouTube video transcripts, metadata, and performing visual analysis using Gemini Vision or local Whisper models. It enables users to process video content through various tools for subtitle retrieval and frame analysis.
A deployable Model Context Protocol server for Cloudflare Workers that enables AI models to use custom tools without requiring authentication.
A Model Context Protocol server that enables AI agents to interact with Google Workspace services including Drive, Docs, and Sheets through natural language commands.
Provides access to all 471+ DigitalOcean API endpoints through an MCP server that dynamically extracts them from the OpenAPI specification, enabling search, filtering, and direct API calls with proper authentication.
Connects AI coding agents to Circuitry's visual workflow platform, enabling them to create and sync code nodes from project files, understand user-drawn flowcharts and diagrams, generate visual flowcharts, and create data visualizations like spreadsheets and charts.
An MCP server that enables interaction with Google Custom Search API through natural language, allowing users to perform searches programmatically via the Multi-Agent Conversation Protocol.
Enables the generation of professional PDF invoices and their distribution via email using customizable templates. It allows users to create, manage, and send invoices with standard business fields like tax rates and line items through natural language.
MCP server for YNAB. Reconcile bank statements, itemize receipts, manage transactions — all through natural language.
An all-in-one Model Context Protocol (MCP) server that connects your coding AI to numerous databases, data warehouses, data pipelines, and cloud services, streamlining development workflow through seamless integrations.
A TypeScript MCP server that validates codebases against configurable rules. It analyzes files for violations and generates JSON reports, supporting custom rule definitions and file extensions.
A versatile tool that converts Web API interfaces into MCP tools for AI assistants, allowing them to access various web services through simple configuration and API key management.
A deployable Model Context Protocol server for Cloudflare Workers that allows running custom AI tools without authentication requirements.
A Model Control Protocol server template deployed on Vercel that demonstrates MCP implementation with a dice rolling tool, serving as a foundation for building custom MCP servers.
A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.
An MCP server that enables programmatic access to IETF RFC documents, allowing users to fetch, search, and extract specific sections from RFCs.
Enables AI assistants to interact with Google Calendar through a simplified OAuth setup. Supports creating, editing, deleting, and searching calendar events without the complexity of Google Cloud Console configuration.
An MCP server for GitHub Copilot that enables reading and processing Excel workbooks (.xlsx) via Docker Compose. Users can extract data from entire workbooks or specific sheets by name or index, returning the information in JSON format.
MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
Enables AI agents to create, edit, and query genealogical data from GEDCOM files. Supports complex genealogy searches, automatic data enrichment from web sources, relationship analysis, and biography generation for individuals and families.
Enables access to Korean Bible translations from bskorea.or.kr, allowing users to retrieve chapters, verses, search for keywords, and compare translations across different Korean Bible versions.
A fully functional constellation MCP (Model Context Protocol) service, providing functions such as constellation information query, fortune analysis, and matching test.
Enables RTL simulation and hardware verification with Verilator through automatic testbench generation, natural language queries about simulations, waveform analysis, and protocol-aware testing for Verilog/SystemVerilog designs.
A MCP Server used to collect MCP Servers over the internet.
Enables AI to remotely control macOS systems via VNC with full desktop capabilities including screenshots, mouse control, keyboard input, and application management. Includes a web-based chat interface for natural language control.
Enables secure interaction with billing systems through comprehensive PII/PCI redaction, field allowlisting, and multi-layer security controls. Protects sensitive financial data while providing LLMs safe access to account, subscription, and invoice information.
Highest Accuracy Deep Research and Batch Tasks MCP
A secure MCP server for local API credential management using JSON storage and a read-only default mode. It allows users to list, retrieve, and manage credentials via simple command-line tools and environment-based configuration.
MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
OpenAI GPT image generation/editing MCP server.
Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
Enables AI assistants to execute commands an
Enables secure local proofreading of Korean official documents (.hwpx/.hwp) using 3-layer AI correction for spelling, grammar, and official document style. Provides 50 administrative document templates for generating standardized official correspondence without cloud dependencies or API keys.
A read-only Model Context Protocol server that exposes over 60 AWS tools across services like EC2, S3, and IAM for AI agent interaction. It features multi-region support, resource caching, and audit logging to provide secure, AI-ready access to AWS infrastructure data.
A template for deploying authentication-free MCP servers on Cloudflare Workers, enabling quick setup of custom tools accessible via SSE endpoints for AI assistants like Claude.
An MCP Server to help LLMs suggest the latest stable package versions when writing code.
An MCP server that analyzes wallets’ trading activity and profitability on Pump.fun and PumpSwap.
Provides instant access to authoritative security documentation from organizations like OWASP, NIST, and major cloud providers through natural language semantic search. It enables users to retrieve security best practices, frameworks, and vulnerability information directly from a locally cached knowledge base.
An MCP server that retrieves web page content using Playwright headless browser, capable of extracting main content and converting to Markdown format.
MCP for https://chhart.app to easily create flowcharts or sankey diagram
MCP server for Autodesk Revit (BIM) with 705+ API endpoints. Enables AI agents to create walls, place doors/windows, generate sheets, manage views, and produce construction documents via the Model Context Protocol. Uses named pipes for zero-crash Revit integration.
Enables LLMs to create and modify Godot game engine projects by managing scenes, generating GDScript code, creating animations, and controlling the Godot editor through natural language commands.
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs. Supports querying classes, members, and platform constants via MCP tools for Kotlin Multiplatform development.
An implementation of the Model Context Protocol for Django that enables AI agents to interact with applications by exposing models, logic, and REST Framework APIs as tools.
Enables AI applications to automatically analyze local repositories and create GitHub repositories with proper configuration, topics, and complete setup workflow.
A production-ready MCP server that provides secure, delegated access to Microsoft 365 services including Email, SharePoint, OneDrive, and Calendar. It enables AI models to search messages, browse files, manage calendar events, and parse document contents using OAuth 2.1 authentication.
Generates beautiful App Store and Play Store screenshots by inserting app images into iPhone/iPad mockup frames with customizable text overlays and gradient backgrounds. Supports multiple device types and batch generation with both free and pro subscription tiers.
MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
Real-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.
A demonstration server implementing the Model Context Protocol (MCP) that provides three basic tools: echo, calculator, and current time functionality.
A server application that provides PostGIS database connection using Model Context Protocol (MCP), enabling spatial database functionality through natural language interactions.
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 conversational processing of Daily Status Reports (DSR) by extracting, validating, and storing data from JSON, DOCX, and XLSX files in IBM Cloud Object Storage. It provides a human-in-the-loop workflow for batch file processing and schema validation directly within MCP-compatible clients like Claude Desktop.
Manage your entire notification infrastructure using natural language. Trigger workflows, create users, manage preferences, update tenant branding, and access docs — all from Cursor, Claude Desktop, or Windsurf. 24 tools covering email, SMS, push, WhatsApp, Slack, MS Teams, and in-app notifications.
Enables unified access to both structured databases (PostgreSQL, MySQL, SQLite, etc.) and unstructured object storage (AWS S3, Alibaba OSS, Huawei OBS, etc.) through a single interface.
MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
An MCP (Multi-Agent Conversation Protocol) server that enables natural language interaction with the AbstractAPI geolocation service, allowing users to retrieve geographic information about IP addresses.
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 Model Context Protocol server that connects to Chrome debugging ports, enabling browser automation with persistent login sessions.
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
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.
An MCP tool that synchronizes user preferences, personal details, and code standards across multiple Claude interfaces, allowing users to maintain consistent personalized AI interactions without repeating themselves.
A curated collection of Model Context Protocol (MCP) servers for popular SaaS platforms — Stripe, Sentry, Notion, Linear, Datadog, Vercel, PagerDuty, HubSpot, Intercom, Shopify, Google Workspace
Enables interaction with Rocket.Chat instances through MCP protocol. Allows users to manage chat operations and integrate with Rocket.Chat servers using natural language commands.
Enables AI assistants to query and interact with Treasure Data through a secure interface, supporting SQL queries, database exploration, CDP segment management, and workflow monitoring across multiple regions.
Audits npm package dependencies for security vulnerabilities, providing detailed reports and fix recommendations with MCP integration.
Enables workflow management and Docker image building for Bio-OS platform. Supports WDL workflow submission, validation, and monitoring, along with Docker image building and status tracking for bioinformatics workflows.
Enables searching for Bilibili videos through a standardized MCP interface, returning video information including title, author, view count, and duration with pagination support.
Real-time prediction market consensus data for AI agents. Aggregates probabilities from 27,000+ markets across politics, sports, and economics with 14-second updates. Tools: get_markets, get_consensus, get_movers, get_divergences, search_markets.
Connects AI assistants to your n8n instance to manage workflows, executions, credentials, and user settings through 31 specialized tools. It enables users to perform n8n operations like workflow creation, activation, and execution history retrieval via natural language.
Fetches and processes Hacker News discussions to prepare them for Claude to generate high-quality summaries, handling comment structure and metadata to help Claude understand the relative importance of different comments.
A Model Context Protocol server for ElevenLabs conversational agents that enables them to search the web, get weather information, and perform calculations.
A TypeScript implementation of a Model Context Protocol (MCP) server that exposes Dify workflows as tools for AI systems to interact with.
Real-time financial superpowers for Claude. Live crypto prices, US and Indian NSE stock quotes, full portfolio P\&L, Bittensor/TAO network stats, Fear & Greed index with 7-day history, top movers and global market overview. 8 tools. Zero API keys needed. Free to install.
An MCP server that enables programmatic management and monitoring of development servers through a unified interface and interactive TUI. It provides tools for process control, log streaming, and experimental browser automation via Playwright.
Enables interaction with the Veracode platform to perform security tasks like running SAST scans, checking SCA vulnerabilities, and retrieving CVE information. It allows AI assistants to manage scan workflows, from zipping source code to analyzing scan results through natural language.
A serverless AI-powered system built with Cloudflare Workers that handles multiple communication channels efficiently while integrating OpenAI Agents SDK for AI capabilities.
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