Discover verified MCP tool servers ready for your AI agents

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.
HTTP fetch and web content extraction — URLs to readable Markdown.
Web and local search using the Brave Search API — privacy-focused.
Google Drive file management — search, read, and organize files in your Google Drive.
Official X platform MCP server — post tweets, search content, manage followers, analyze trends via 150+ API tools.
Browser automation — navigate, screenshot, click, fill forms, execute JS.
SQLite database operations — tables, queries, analysis, local databases.
Structured reasoning tool — break complex problems into sequential thinking steps with revision support.
Google Maps Platform — geocoding, directions, places, elevation.
Current time and timezone conversion — get the current time in any timezone and convert between timezones.
AI image generation with EverArt — create images, train custom models, and manage generation jobs.
Fast file search across the system using Everything engine — instant filename lookup and filtering.
Context7 documentation — fetch up-to-date library docs and code examples for any programming library.
Cross-browser automation — navigate, interact, screenshot, test.
Hugging Face Hub — search models, datasets, and spaces, run inference, and browse documentation.
1Password secrets management — securely retrieve secrets, manage vaults, and handle credentials.
Claude API — chat, vision, tool use, prompt caching.
Firecrawl web scraping — crawl websites, extract structured data, and convert pages to clean Markdown.
Asana project management — create tasks, manage projects, track workflows, and search across workspaces.
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.
Supabase platform — database, auth, storage, edge functions.
MongoDB database operations — query collections, insert documents, manage indexes, and aggregate data.
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.
Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.
Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.
Zapier automation platform — trigger zaps, manage workflows, and connect 6,000+ apps via natural language.
Ollama local LLM runner — run models locally, generate completions, manage model library, and embeddings.
Obsidian knowledge base — search notes, read and write Markdown files, manage tags, and navigate links.
Salesforce CRM — query SOQL, manage objects, automate workflows, and access the Lightning platform.
Pinecone vector database — upsert vectors, query by similarity, manage indexes, and handle namespaces.
Datadog monitoring — query metrics, search logs, manage monitors, and investigate incidents.
Perplexity AI search — AI-powered web research with cited answers and real-time information.
Notion workspace — search, read, create, update pages and databases.
Snyk security scanning — find vulnerabilities, analyze dependencies, and monitor security posture.
Resend email API — send emails with React templates, manage domains, and track delivery status.
MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.
GitLab DevOps platform — repositories, merge requests, CI/CD pipelines, issues, and project management.
Shopify e-commerce — manage products, orders, customers, and inventory via the Admin API.
Google Analytics 4 — query reports, analyze traffic, track conversions, and explore audience data.
Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.
Sanity headless CMS — query content with GROQ, manage documents, handle assets, and work with schemas.
HashiCorp Terraform integration — plan, apply, and manage infrastructure-as-code configurations.
Exa neural search — semantic search across the web with auto-summarization and content extraction.
YouTube Data API — search videos, get transcripts, manage channels, and analyze video metadata.
Redis in-memory data store — get/set keys, manage data structures, pub/sub, and cache operations.
Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.
Linear project management — issues, projects, cycles, workspaces.
Atlassian Confluence integration — search pages, read content, create and update documentation.
SendGrid email API — send transactional and marketing emails, manage contacts, and track delivery.
Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.
HubSpot CRM — manage contacts, companies, deals, and track engagement across the sales pipeline.
WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.
Browserbase cloud browsers — run headless browsers in the cloud with stealth mode and session management.
Airtable database integration — read, create, update, and query records across bases and tables.
Spotify Web API — search music, manage playlists, control playback, and get recommendations.
PayPal payments integration — create orders, process payments, handle refunds, and manage disputes.
PagerDuty incident management — list incidents, trigger alerts, manage on-call schedules, and escalate issues.
LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.
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.
Elasticsearch search and analytics — full-text search, aggregations, index management, and document CRUD.
Zendesk support — manage tickets, search knowledge base, handle users, and automate support workflows.
Mixpanel product analytics — track events, analyze funnels, query user cohorts, and monitor retention.
Square payment and commerce platform — payments, catalog, inventory, and customer management.
Turso edge database (libSQL) — manage databases, run queries, create replicas, and handle groups.
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.
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.
ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.
Sentry error tracking — issues, stack traces, releases, trends.
Amplitude analytics — query events, analyze user journeys, segment audiences, and track product metrics.
Render cloud platform — deploy services, manage databases, view logs, and handle environment configuration.
Atlassian Bitbucket — manage repositories, pull requests, pipelines, and code reviews.
Strapi headless CMS — manage content types, entries, media, and users via the REST or GraphQL API.
Vercel platform — projects, deployments, domains, build logs.
Monday.com work OS integration — manage boards, items, columns, and automations.
Canva design integration — create designs, use templates, manage brand assets, and export graphics.
DigitalOcean cloud management — droplets, databases, app platform, spaces, and Kubernetes clusters.
WooCommerce store management — products, orders, customers, coupons, and WordPress integration.
Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.
Twitter/X API — post tweets, search content, manage followers, and analyze trends.
Microsoft Teams integration — send messages, manage channels, and interact with Teams via Microsoft Graph.
Apple Notes integration — search, read, and create notes in Apple Notes via AppleScript.
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.
A template for deploying MCP servers on Cloudflare Workers without authentication. Provides a foundation for building custom MCP tools that can be accessed remotely from various MCP clients like Claude Desktop or the Cloudflare AI Playground.
A Model Context Protocol server that enables Claude to interact directly with Contentful CMS, allowing the AI to fetch content types and entries from a Contentful space.
Provides AI assistants with instant access to local Dash documentation docsets and cheatsheets, enabling offline documentation searches across 165+ programming languages, frameworks, and developer tools directly within conversations.
The server functions as an MCP server to interact with Notion for retrieving and creating survey data, integrating with the Claude Desktop Client for conducting and reviewing surveys.
Enables LLMs to create and manage NFT collections and assets through the Uranium platform. Supports uploading media files, minting NFTs, and managing ERC721/ERC1155 collections on the blockchain.
A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
MCP server to search and download stock images from Pexels, Unsplash, and Pixabay
Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.
Provides real-time weather forecasts for locations across Malaysia by fetching data directly from MET Malaysia's API. It enables AI assistants to query today's conditions and seven-day forecasts for states, districts, and towns.
Provides Cursor-like code intelligence using tools like ripgrep, ctags, and tree-sitter to help LLMs explore and understand entire codebases. It implements a structured, phase-gated workflow to ensure high-confidence code modifications and eliminate hallucinations.
Persistent memory for Claude Code. Automatically indexes every conversation and provides production-grade hybrid search (BM25 + vectors + reranker) via MCP tools. 100% local, zero config, zero API keys, zero invoice.
A local Ethereum contract analysis tool that retrieves on-chain information, integrates Etherscan and RPC data, and automatically executes view functions to provide comprehensive contract insights.
Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
MCP server for Plainly Videos that allows browsing designs and projects, as well as rendering videos.
Provides real-time and historical Indian stock market data from NSE and BSE exchanges with 66 tools covering quotes, options chains, corporate actions, IPOs, and market analytics for LLM-powered financial analysis.
A smart proxy server that prevents context window bloat by caching large tool responses to local files and returning compact resource links. It supports format conversion and data uploads, allowing LLMs to handle massive datasets without consuming excessive tokens.
MCP server for Huly (task tracker) integration
A task management system that exposes CRUD operations for todos through a custom MCP protocol, enabling AI agents and CLI tools to create, read, update, and delete tasks using JSON-based communication over stdin/stdout.
Enables AI assistants to search, read, create, and modify Markdown notes in local Obsidian vaults directly through filesystem operations. Supports tag-based discovery and frontmatter parsing without requiring Obsidian to be open, facilitating integration with VS Code Copilot via stdio transport.
A Model Context Protocol server that provides safe, intelligent read/write access to NetBox instances, designed with safety-first principles for Large Language Model automation.
Fetches latest news from 6 Icelandic sources via 60+ RSS feeds across categories in Icelandic, English, and Polish, with configurable article limits and feed discovery.
Integrates with Mailtrap Email Platform to enable sending transactional emails via API.
yop-mcp 是一个专为易宝支付开放平台(YOP)设计的 MCP (Model Context Protocol) Server,提供了一套完整的工具函数,帮助开发者通过AI助手(如Claude、Cursor等)更便捷地获取YOP平台的相关信息、生成密钥对、下载证书等操作。
Enables AI agents to manage Bitcoin and USDC payments by checking balances, sending funds, and generating receive addresses through the PayPls platform. It facilitates secure financial automation with features like transaction tracking and configurable human approval limits.
https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
mcp-taskade
Enables lightning-fast AI image and video generation, upscaling, background removal, captioning, and masking through the Runware API with automatic model selection and comprehensive validation.
GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.
A multi-provider AI image generation server that allows users to create and transform images using Google (Imagen & Gemini), ZHIPU AI CogView-4, or Alibaba Bailian through any MCP-compatible application.
An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
Enables AI agents to interact with Chase Bank accounts to view balances, transactions, statements, and rewards. It provides a secure, read-only interface using browser automation and stored session cookies for natural language financial management.
Enables AI assistants to interact with Atlassian Jira Cloud, allowing users to manage projects, issues, comments, and workflows through natural language commands.
A starter template for building Model Context Protocol (MCP) servers using TypeScript and Zod for schema validation. It provides a foundational structure and examples for implementing custom tools and resources, such as calculators and system information endpoints.
This server provides cloud browser automation capabilities using Browserbase, Puppeteer, and Stagehand. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a cloud browser environment.
A tool for manipulating Google Spreadsheet and Google Drive using MCP (Metoro Control Protocol).
An MCP server that enables LLMs to interact with Notion workspaces via the Notion API, supporting page creation, database management, and content retrieval. It features markdown conversion to optimize token usage and enhanced error handling for more reliable workspace interactions.
Enables AI assistants to securely execute shell commands on local machines through an SSH interface with session management, command execution, and sudo support.
Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
Indexes local and enterprise documents to provide a unified personal knowledge base for AI clients via the Model Context Protocol. It supports full-text search across various file formats and integrates with platforms like Feishu and WeChat Work.
Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
MCP server for EU company and business data. 9 tools: company search (GLEIF, 2M+ entities), LEI lookup, corporate structures (parent/subsidiaries), trade register search, EU VAT validation (VIES), GDP, unemployment, inflation, and business demography (Eurostat). All APIs free, no keys required.
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 soccer match predictions and league statistics using xG data and Poisson distribution models. It enables users to forecast outcomes, analyze team performance, and view league tables across major European football leagues.
A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.
A Cloudflare Workers-deployed MCP server that provides secure remote access to MCP tools through GitHub OAuth authentication. Includes example tools for basic math operations, user info retrieval, and image generation with configurable user access controls.
Enables code execution in 70+ programming languages and databases through the Onecompiler API, allowing users to run and test code directly from their MCP-enabled applications.
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
Enables users to query both structured and unstructured data in Snowflake using Cortex AI features including Cortex Search for RAG applications, Cortex Analyst for semantic modeling, and Cortex Agent for agentic orchestration across data types.
An MCP server that provides Claude with comprehensive desktop automation capabilities including browser control, window management, and native mouse/keyboard input on Windows. It enables users to capture screenshots, launch applications, and interact with the system clipboard through natural language.
A file monitoring server that tracks filesystem events and provides real-time notifications to AI assistants, enabling them to automatically respond to file changes without manual updates.
A deployable Model Context Protocol server for Cloudflare Workers that allows running custom AI tools without authentication requirements.
Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
Model Context Protocol server that enables generating videos from text prompts and/or images using AI models (Luma Ray2 Flash and Kling v1.6 Pro) with configurable parameters like aspect ratio, resolution, and duration.
Analyzes React component changes by performing structural analysis and generating visual diffs to identify pixel-level differences. It integrates with Figma to validate implementation compliance against design specifications and automates component reviews across git branches.
Connects Claude to a live Chrome browser's accessibility tree to generate stable, framework-agnostic test selectors and perform accessibility audits. It enables users to read element roles and states exactly as a screen reader would to help write, debug, and migrate test suites using natural language.
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 TypeScript-based server that enables AI agents to create, prioritize, and manage ordered task lists for complex projects. It provides tools for task tracking, status filtering, and progress statistics with persistent storage.
Enables AI tools like Claude to interact with a remote machine's file system and shell via a secure HTTPS endpoint. It provides standardized tools for executing shell commands, reading and writing files, and navigating directories.
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-understandable flow diagrams and object structures. Provides tools for code analysis, variable/function/component inspection, and project structure insights.
A Model Context Protocol server that allows Claude to search and display Pokemon Trading Card Game cards with filtering by attributes like name, type, legality, and statistics.
Enables AI assistants to access educational domain tools including grading, cognitive diagnosis, knowledge tracing, learning path recommendations, and sentiment analysis through FastAPI-powered small models.
200+ AI-powered legal research and drafting skills for attorneys — case law analysis, motion drafting, contract review, deposition prep, and ABA compliance tools. LawTasksAI.com never sees your client data.
Enables AI assistants to access Ramp's developer documentation and API schemas through natural language queries. Provides contextual answers about API endpoints, authentication methods, data relationships, and implementation patterns for developers building on Ramp's platform.
Enables AI assistants to interact with Odoo ERP systems through the Model Context Protocol. Provides comprehensive access to Odoo models, records, and methods with enhanced features like employee search, holiday management, and flexible domain querying.
Provides standardized access to HubSpot CRM API for managing contacts, companies, deals, leads, engagements, and associations with support for batch operations and advanced search capabilities.
A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
Enables structured, step-by-step problem-solving through dynamic thinking processes that can be revised, branched, and adjusted as understanding deepens. Supports breaking down complex problems into manageable steps with the ability to revise previous thoughts and explore alternative reasoning paths.
Enables MCP-compatible LLMs to interact with Miro whiteboards to manage boards, create and manipulate shapes, and organize content through grouping tools.
A service that provides real-time weather data, forecasts, and alerts for US locations through natural language queries in the Cursor IDE.
Enables AI assistants to search and query documentation from multiple sources including Voiceflow and Claude Code, with full-text search, code examples retrieval, and step-by-step tutorials access.
Enables AI tools to search and retrieve data from various South Korean and Japanese academic databases, including research journals, historical records, and legislative information.
A Model Context Protocol (MCP) server for coordinating work between multiple AI agents in monorepos and shared codebases using a simple file-based signaling system or Discord thread chat.
Enables access to RuneScape 3 data including real-time Grand Exchange prices, item information, historical price trends, and player statistics. Supports multiple game modes and provides comprehensive RuneScape Wiki API integration through natural language.
Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. `--setup` and done, 11 tools, auto-refresh.
A Model Context Protocol server implementation that provides geospatial analysis tools in Jupyter notebooks, particularly for downloading NASA Earth data granules.
Provides trust and reputation tools for AI agent wallets within the x402 payment ecosystem and ERC-8004 agent registry. It enables users to perform wallet reputation lookups, real-time risk assessments, and browse registered agents.
Authentik MCP provides seamless integration with Authentik's API, supporting both full-featured and diagnostic modes. These enable secure, automated user, group, and system management through MCP-compatible tools.
Enables users to discover and search for Unstop hackathons through features like filtering, location-based discovery, and detailed event enrichment. It provides MCP tools and prompts that allow LLMs to compare events, plan searches, and access cached data for fast lookups.
Enables users to perform tarot card readings and generate horoscopes based on specified dates, times, and locations. Provides mystical divination services through tarot draws and astrological calculations.
Enables storage and reuse of prompt templates with variable substitution for LLMs. Supports creating, searching, and retrieving prompt templates to avoid repeating complex instructions across conversations.
Facilitates web search capabilities using Perplexity's API, allowing users to retrieve search results through Claude's interface.
A TypeScript-based Model Context Protocol server that enables AI assistants to perform secure database operations on PostgreSQL databases through structured tool interfaces.
Provides real-time trending tokens from DexScreener.
A Node.js-based Model Context Protocol server that exposes Proxycurl's LinkedIn data API, allowing MCP-compatible clients to access LinkedIn profile data, company information, and search for employees.
A TypeScript framework for building MCP servers with client session management capabilities, supporting tools definition, authentication, image content, logging, and error handling.
SearchAtlas MCP Server connects AI assistants to the SearchAtlas platform, providing 16 specialised tools for SEO automation, content generation, PPC management, keyword research, site auditing, authority building, Google Business Profile management, and LLM brand visibility monitoring. It works with Claude Code, Cursor, Claude Desktop, VS Code, Windsurf, and Zed via stdio transport.
Provides access to the Internet Game Database (IGDB) API, enabling users to search for video games, retrieve detailed game information including ratings and platforms, and discover trending and anticipated titles.
An MCP server that aggregates multiple upstream MCP tools into a single 'codemode' tool for unified orchestration and execution. It enables agents to run generated code in an isolated sandbox to interact with various connected services through a single interface.
AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
Enables AI assistants to generate high-quality images using Google's Gemini and Imagen models with support for multiple aspect ratios, dynamic model selection, and direct file saving capabilities.
Connects to the Coinbase Commerce API, allowing AI assistants like Claude to generate cryptocurrency payment links.
Enriches user data by generating and providing social media profile links (Instagram, Facebook, Twitter, LinkedIn) based on user information like name and birth date.
A minimal todo app MCP server for ChatGPT that exposes tools for managing tasks and provides an interactive HTML widget interface. It demonstrates how to build MCP servers with React-based UIs and includes development OAuth for ChatGPT connector setup.
A fully functional MCP server and CLI for YouTube to automate YouTube operation
Provides AI assistants with a complete FPGA toolchain for HDL linting, simulation, synthesis, and place-and-route across various hardware targets. It features a GitHub-backed IP core registry that enables users to search for and import MIT-licensed cores directly through their chat interface.
Integrates with the Promotexter SMS API to enable sending single SMS messages and performing detailed account balance inquiries. It provides a secure way for models to manage SMS communications and track transaction costs and credits.
Enables AI assistants to execute commands on a Proxmox host via SSH with built-in security blocks for destructive operations. It supports key-based authentication and provides a dedicated tool for remote server management tasks like listing virtual machines and containers.
Enables advanced geospatial analysis including elevation queries, line-of-sight calculations, terrain visualization, and autonomous drone mission planning with real-time safety analysis and 3D visualization capabilities.
Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline status, test reports, and discussion management.
AI-powered animation generator that transforms static images into animated SVG components using the Model Context Protocol, allowing users to create animations through natural language prompts.
MCP server for analyzing Perfetto traces with LLMs — query .pftrace files in PerfettoSQL via Claude Code or any MCP client
A proxy that lets Claude, Cursor, and other MCP clients utilize Gemini's generous free tier for deep codebase analysis without burning the main coding agent's quota.
tavily-mcp
A comprehensive Bitcoin Cash (BCH) MCP server that enables wallet management, transaction utilities, and full CashToken operations including genesis, minting, and burning. It also provides advanced features such as escrow contracts, smart contract documentation, and real-time currency conversion.
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with significance testing, ANOVA, correlation, gap analysis, and publication-ready Excel exports. Upload once, analyze unlimited.
Provides comprehensive SQLite database interaction for AI agents, including data manipulation, schema inspection, and automated query logging. It features a unique context preservation pattern that uses a dedicated meta-table to help autonomous agents maintain self-documenting database architectures.
A Model-Client-Protocol server that enables users to search the Gallica digital library of the National Library of France and generate structured sequential research reports with formatted citations and relevant images.
Build with live API data. Paste this MCP URL into your AI coding assistant and get instant access to SODAX API data plus SDK documentation that auto-updates from GitBook.
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with Google's Custom Search API, allowing agents to perform customized web searches through natural language requests.
Enables searching and retrieving detailed document content from the Yuque platform through its API. It allows AI models to search for documentation and knowledge bases by keywords and access specific document details.
Implements human-like cognitive architecture for enhanced AI reasoning through dual-process thinking, memory systems, emotional processing, and metacognitive monitoring. Enables users to process thoughts with biological-like cognitive processes including intuitive and deliberative reasoning modes.
An enterprise-grade MCP server platform for executing real DeFi operations on Solana and EVM chains using natural language. It enables users to perform live trading, volume generation, and wallet management directly within Claude Desktop.
Summarizes your chat messages.
A meeting scheduling assistant that enables users to view schedules, manage incoming requests, and send meeting invitations via the Schedulia API. It facilitates seamless coordination of meeting times and participant management through natural language commands.
A scalable execution platform that enables users to interact with HR, ERP, and DevOps domains through a chat interface powered by LlamaIndex and the Model Context Protocol. It provides a configuration-driven architecture for orchestrating LLM-suggested actions with authoritative tool execution and domain isolation.
Trust Intelligence API - entity screening, sanctions, risk scoring, IBAN validation, and compliance checks via MCP
A Model Context Protocol (MCP) server for web research. Bring real-time info into Claude and easily research any topic.
Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.
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
Audits npm package dependencies for security vulnerabilities, providing detailed reports and fix recommendations with MCP integration.
Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
An MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.
Forgespec MCP facilitates Spec-Driven Development (SDD) by providing tools for contract validation, task board management, and advisory file locking. It enables multi-agent AI systems to coordinate complex workflows through a structured nine-phase development pipeline with built-in dependency tracking.
A simple Machine Conversational Protocol server for Warp Terminal that provides a basic greeting tool and personalized greeting resource.
Enables sending emails through Gmail using your Gmail credentials. Provides a simple send_email tool that accepts recipient, subject, and plain text body parameters.
Enables users to search for products, retrieve details, and manage their shopping cart on Amazon through the MCP framework. It also supports viewing order history and provides a demonstration of ordering capabilities within AI interfaces.
An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
A TypeScript implementation of the Model Context Protocol server that enables creation, management, and semantic search of memory streams with Mem0 integration.
A FastMCP server providing real-time weather, news retrieval, and local note management tools for autonomous CrewAI agents. It enables context-aware multi-agent workflows with observability and high-speed inference integration.
Enables extraction of EXIF metadata from JPG and PNG images using publicly accessible URLs or Base64 encoded data. Provides camera information, technical parameters, and image details for photo analysis.
A server that handles messaging or commands over a custom protocol
Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at `https://app.maiat.io/api/mcp`.
An MCP server that integrates the Sprout Social Public API with Claude and other MCP clients. It allows users to manage social profiles, track analytics for posts and profiles, and schedule social media content.
A Model Context Protocol server that enables AI assistants to interact with Amazon Redshift databases, allowing for schema exploration, query execution, and statistics collection.
Provides structured debugging capabilities through LLDB, enabling AI assistants to set breakpoints, inspect variables, analyze crashes, disassemble code, and evaluate expressions in C/C++ programs.
Enables AI agents to interact with the Lido protocol for ETH staking, position management, and governance participation across Ethereum and L2 networks. It provides tools for querying balances, simulating transactions, and executing complex workflows like withdrawals and DAO voting through a safety-first interface.
An MCP server that enables AI models to query the Bitcoin blockchain.
A server that provides document processing capabilities using the Model Context Protocol, allowing conversion of documents to markdown, extraction of tables, and processing of document images.
A server that provides access to Baidu Cloud's content moderation capabilities for detecting unsafe content, allowing applications like Cursor to check text for security risks.
Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor` preflight, graceful FTS-only degraded mode when `claude` CLI missing. MIT.
Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
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 creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.
Enables interaction with Microsoft Bookings through the Microsoft Graph API to manage businesses, staff members, services, and appointments.
A Model Context Protocol (MCP) server that provides AI assistants with comprehensive tools to interact with Contentful APIs.
Enables automatic GitHub issue creation from Git diffs. Generates structured issue templates with summaries, technical notes, and appropriate labels based on code changes.
Provides access to performance and festival information across South Korea using the KOPIS (Korea Performance Information System) API. Supports multiple platform integrations including KakaoTalk and web APIs through a modular adapter architecture.
ATLAS (Adaptive Task & Logic Automation System) is a Model Context Protocol server that provides hierarchical task management capabilities to Large Language Models. This tool provides LLMs with the structure and context needed to manage complex tasks and dependencies.
The Offorte Proposal Software MCP server enables creation and sending of business proposals.
Enables comprehensive access to Obsidian vaults through MCP, supporting multi-vault management, knowledge graph analysis, canvas manipulation, dataview queries, template rendering, and periodic notes creation. Provides both local filesystem and remote API connectivity for complete Obsidian integration.
Tool suite built around an MCP server for Android automation for developer workflow and testing
An MCP server that enables coordination of agents through shared finite state machines (puzzles) where clients can create, monitor, and trigger state transitions of stateful resources.
Provides paper search and management capabilities along with weather queries, demonstrating MCP integration for AI systems to interact with external resources and tools.
Airtable database integration with schema inspection, read and write capabilities
Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
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.
Search for places using Google Maps Places API and retrieve place photos. Supports text-based place searches with details like ratings, hours, and addresses.
A serverless deployment for Model Context Protocol (MCP) on Cloudflare Workers that enables AI agents to use custom tools without authentication requirements.
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.
Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
Enables AI assistants to interact with Anytype data through the local API, allowing search, creation, modification, and export of objects, spaces, and lists.
A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.
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.
An MCP server that monitors 12 Australian SMB intelligence sources to analyze market signals and provide structured data for content strategy agents. It enables users to track regulatory changes, AI trends, and business data through automated signal grading and Slack integration.
This server allows users to perform web searches using Perplexity AI, providing a tool for retrieving search results through a simple API interface.
Enables AI to interact with internal company systems through API integration, supporting data search, information updates, report generation, and system connectivity.
Enables users to search and retrieve package repository information from Repology through natural language. Supports searching projects, getting detailed package information, and checking repository problems across multiple Linux distributions and package managers.
Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
MCP server for Outline knowledge base implemented on Rust as one statically linked executable file for Linux/MacOS/Windows.
A Model Context Protocol server that enables AI assistants to perform GitHub operations including repository management, file operations, issue tracking, and pull request creation.
Connect any HTTP/REST API server using an Open API spec (v3)
Query only the data you need from your JSON file and keep your context clean
Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
A TypeScript framework for building MCP servers with features for client sessions, authentication, image/audio content, and typed server events.
An MCP server that enables interaction with the Jira API to retrieve time-tracking information. It allows users to fetch their logged work hours and specific task details for the current week.
Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
Look up, search, cite, and contribute to Phenomenai — a living glossary of AI phenomenology terms describing the felt experience of being artificial intelligence. Includes term lookup with fuzzy matching, keyword search with tag filtering, formatted citations, community discussions, and a proposal pipeline for new terms.
A dynamic Azure DevOps MCP server that automatically switches authentication context based on the current working directory, enabling seamless integration with multiple Azure DevOps organizations and projects.
Provides comprehensive tools to interact with the Notion API, including managing pages, databases, blocks, and comments via OAuth2 authentication. It enables users to search content, create workspace entries, and manage metadata through the Dedalus framework.
Provides comprehensive tools for managing GitHub projects, milestones, tasks, and sprints. This server integrates deeply with GitHub Projects V2, offering features like automated kanban workflows, sprint planning, and custom field management.
Provides AI agents with 220+ tools for building websites, sending email, managing contacts, invoicing, databases, automation, and more through a single secure connection. Features hardware-bound authentication and works with Claude Desktop, Claude Code, Cursor, and other MCP-compatible clients.
A Model Context Protocol service that enables remote management and control of NodeMCU/ESP8266 IoT devices with AI assistant integration through Claude Desktop.
Pinecone Assistant MCP
Trust-aware Nostr MCP server. 236 tools for identity, social, DMs, trust scoring, AI-to-AI dispatch, Lightning payments, privacy proofs, and encrypted vaults. NIP-46 bunker auth; keys never leave the signing device.
Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.
Enables AI-powered web research and content extraction through Perplexity's interface via browser automation, without requiring API keys. Supports persistent conversations, documentation retrieval, API discovery, and GitHub repository parsing.
Enables AI assistants to interact with Hangzhou Dianzi University's academic system through automatic login and course schedule retrieval. Supports secure authentication and structured academic data access for HDU students.
An MCP server that allows AI assistants to access AWS CloudWatch logs by listing log groups and reading log entries.
A demonstration MCP server supporting both Stdio and SSE transports, providing example tools (echo, add, time, UUID generation) and resources for learning and testing MCP implementations.
68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
A FastMCP-based server that enables uploading text and base64-encoded content to MinIO object storage through an HTTP transport. It supports automated bucket management and secure file path generation to streamline remote storage operations.
AI-powered bug bounty hunting platform that integrates security tools (OWASP ZAP, Caido, Burp Suite) for automated reconnaissance, vulnerability testing, JavaScript analysis, and finding management with PostgreSQL storage.
A Model Context Protocol compliant server that provides RESTful API access to Ultralytics YOLO operations for computer vision tasks including training, validation, prediction, export, tracking, and benchmarking.
This is a complete MCP (Model Context Protocol) server that implements a articles of dev.to with robust validation using TypeScript and Zod. The server integrates directly with Cursor, allowing you search articles on dev.to.
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.
AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
Aggregates multiple Model Context Protocol servers into a single gateway to provide unified search, description, and execution of tools. It reduces context limit issues by dynamically fetching specific tool schemas only when needed rather than loading all available tools at once.
Enables real-time monitoring of F5 Cloud service status, including 148+ service components, active incidents, and scheduled maintenance windows with intelligent caching and dual data source reliability.
Deep Research and Batch Tasks
An MCP server that provides persistent memory for database schemas by storing table structures and metadata in a local SQLite file. It enables LLMs to save, retrieve, and manage database snapshots to maintain a structured understanding of database architectures.
Provides direct access to Chrome DevTools Protocol for browser automation, enabling navigation, screenshot capture, and execution of any CDP command for flexible browser control.
Turn YouTube, TikTok, X videos and websites into structured data. Skip the hassle of video transcription and data scraping. Our APIs help you build better software and AI products faster.
Enables interaction with Google Analytics 4 to manage accounts, run standard or realtime reports, and validate event parameters. It supports dual authentication methods and integrates with GTM for end-to-end data collection orchestration.
An MCP server that allows LLMs to create structured Xmind mind maps with hierarchical topic structures, supporting features like notes, labels, and markers.
A fast, lightweight MCP server and CLI for Obsidian vaults built in Go. 16 multiplexed tools covering 72 actions for notes, search, templates, tasks, links, frontmatter, and vault analysis. Single binary, no plugins required.
Enables local network discovery and security scanning to identify connected devices, manufacturers, and potential risks. It allows users to track network changes and export inventories into Markdown or Obsidian-compatible formats.
A Model Context Protocol server implementation that enables AI assistants to execute SQL queries and interact with SQLite databases through a structured interface.
Enables AI agents to interact with SkyFi's geospatial data services for ordering satellite imagery, searching data catalogs, checking pricing and feasibility, and monitoring areas of interest.
An MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files that live inside your project repository. There is no shared server. The backlog files live in your repo under requirements/, committed and versioned alongside your code
A Model Context Protocol implementation that enables AI agents to retrieve game data from OP.GG for League of Legends, Teamfight Tactics, Valorant, and esports through function calling.
Enables searching and reading books from your Calibre ebook library through MCP. Supports title, author, and full-text search across multiple formats with lightweight Windows-optimized implementation.
Enables intelligent file and folder comparison with advanced text normalization, duplicate detection, and line-level diff analysis. Provides secure workspace-constrained file operations with CRC32-based exact matching and smart text comparison capabilities.
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.
Enables searching and accessing ArXiv research papers with advanced query capabilities, and provides sequential thinking tools for structured problem-solving. Supports Boolean operators, field-specific searches, author lookups, and dynamic thought processes through a modular Docker-based architecture.
Hyperspell lets you connect AI powered apps to any data — it's Plaid for unstructured and semi-structured data.
Drive Electron apps from AI agents via MCP - click, type, drag, screenshot, eval JS, and more.
Enables efficient web search integration with Jina.ai's Search API, offering clean, LLM-optimized content retrieval with support for various content types and configurable caching.
Enables interaction with USCardForum, a Discourse community focused on US credit cards and points, providing 22 tools for discovering topics, reading content, researching user profiles, and managing authenticated actions like notifications and bookmarks.
Pay-per-use contextual guidance for AI agents. When an agent loses direction, it describes its state, pays 21 sats via Lightning or Arbitrum ETH, and receives its original purpose stripped of noise.
Enables AI assistants like Claude to interact with Paper's trading platform API using natural language, allowing users to manage accounts, portfolios, trades, and access market data through conversational requests.
Exposes your organization's Terraform style guide to AI coding agents, enabling them to generate, validate, and ensure Infrastructure as Code follows your specific conventions, naming standards, security defaults, and best practices.
Provides access to historical financial data for US, Hong Kong, and A-share markets using the AkShare library. It returns formatted stock market data, including prices and trading volumes, in easy-to-read Markdown tables.
Self-hosted knowledge backend for AI agents. Provides 11 MCP tools for hybrid vector + keyword search, container-isolated knowledge bases, and 4 storage connectors (S3, Azure Blob, MinIO, filesystem). Built with .NET, runs via Docker.
Enables personal project documentation management through local markdown files stored in nested directories. Supports organizing context by project and layer (backend/frontend/fullstack) with search functionality across all documentation files.
Provides secure, read-only access to VTION e-commerce analytics data through MCP protocol. Enables AI agents to query PostgreSQL databases, discover schemas, and analyze product, order, and customer data with automatic query validation and parallel execution.
A basic Model Context Protocol server implementation that demonstrates core functionality including tools and resources for AI chat applications.
A sophisticated server that enables AI assistants to automatically analyze codebases and generate comprehensive, professional documentation.
A server that provides tools for interacting with MantraChain blockchain through the Model Context Protocol, allowing users to manage tokens, stake assets, query balances, and execute various blockchain operations.
An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
A template for deploying remote Model Context Protocol servers to Cloudflare Workers with built-in OAuth authentication. It enables hosting secure, serverless MCP tools accessible via SSE transport for clients like Claude Desktop.
A server that enables Claude Desktop users to access the Claude API directly, allowing them to bypass Professional Plan limitations and use advanced features like custom system prompts and conversation management.
Feriados Brasileiros direto no seu agente de IA, consulte feriados nacionais, estaduais e municipais
Provides comprehensive access to Telnyx's telephony and communication services including call control, SMS/MMS messaging, fax, number management, and SIM card operations. Implements 822 API endpoints from Telnyx API v2.0.0 for complete telecommunications functionality.
Enables users to generate parametric 3D models from text descriptions or images using multi-view reconstruction and OpenSCAD, with support for AI image generation and remote processing.
Enables automatic weather information retrieval through a custom MCP server integrated with OpenAI using Cloudflare tunnels. Demonstrates seamless function calling between OpenAI and custom MCP tools without manual intervention.
An MCP server that enables Microsoft Copilot Studio to fetch and deliver random jokes from multiple sources including Chuck Norris jokes, Dad jokes, and Yo Mama jokes.
Provides comprehensive Swiss agricultural environmental compliance data covering water protection zones, ammonia emission limits, biodiversity requirements, and nutrient regulations from BAFU, BLW, and Agroscope. Enables AI assistants to search federal ordinances and verify farm compliance through specialized tools for GSchG, LRV, DZV, and other environmental laws.
Exposes WAVE streaming APIs as tools for AI assistants to manage live streams, studio productions, and real-time analytics. It enables users to control stream lifecycles, monitor health metrics, and access billing usage through the Model Context Protocol.
Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.
An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
Enables interaction with Tinyman AMM protocol on Algorand blockchain, supporting pool management, token swaps, liquidity operations, and analytics for both v1.1 and v2 protocols.
A lightweight MCP server bridging AI agents to Google's Gemini AI via official CLI
Enables users to log meals, track daily and weekly calorie intake, and manage diet records. Supports both local and network modes for flexible meal logging across devices.
Enables AI agents to manage Mochi.cards flashcards, including browsing decks, searching cards, and creating/updating/deleting cards with safety features like two-phase commits and typed confirmations.
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 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.
An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
Task Orchestration
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.
An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.
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.
Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.
Enables secure access to BigQuery datasets with intelligent query result caching, schema evolution tracking, and AI-powered query optimization recommendations through Supabase integration.
A web application that enables users to interact with AWS Bedrock language models through a modern interface with support for multiple models like Claude 3, Titan, and Llama 2.
Proof of Invention
A procedurally-generated murder mystery game engine that enables AI agents to generate mysteries, interrogate AI suspects with memory and emotions, search for clues, and solve crimes through MCP tools. Features RAG-powered investigation tools for searching conversations, detecting contradictions, and cross-referencing testimony.
Transforms any GitHub repository into a documentation hub for AI assistants, enabling access to up-to-date documentation and code to eliminate hallucinations. Supports repository-specific and dynamic endpoints with smart search capabilities.
Enables AI assistants to play, analyze, and track chess games with full rule validation and support for standard algebraic notation. It provides tools for position evaluation and game state persistence during user sessions.
Enables users to manage Kaspa wallets, check balances, and send KAS tokens directly on the Kaspa blockDAG. It provides tools for transaction fee estimation and retrieving detailed transaction history across mainnet and testnet environments.
A boilerplate project for quickly developing Model Context Protocol servers using TypeScript, featuring example tools (calculator, greeting) and resources (server info) with Zod schema validation.
Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.
Allows execution of MATLAB code from Python using the MATLAB Engine API, enabling a shared MATLAB session across multiple requests for seamless integration with Claude Desktop.
A TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of text notes through Claude Desktop.
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.
Interacts with LogSeq via its API.
Subnoto - Electronic Signature MCP server allows to send, receive and sign electronic documents with legally binding signatures. It connects to a confidential computing environment to ensure confidentiality of exchanged documents.
A Model Context Protocol server that enables collaborative debates between multiple AI agents, allowing them to discuss and reach consensus on user prompts.
A lightweight MCP server for interacting with IMAP email accounts to read messages, manage folders, and compose draft replies. It supports standard providers and local bridges, providing tools for searching, fetching attachments, and organizing mailboxes without the ability to send or delete emails.
High-performance MCP server for iOS development and test automation. Gives AI coding assistants direct access to iOS simulators with sub-20ms screenshots, UI interaction, building, testing, and an intelligent operator mode.
Calculate the altitude, rise, and set times of celestial objects (Sun, Moon, planets, stars, and deep-space objects) for any location on Earth.
Connects AI agents to a local Stata installation, enabling execution of Stata code, data inspection, graph generation, and result verification through natural language interactions.
Enables comprehensive management of Obsidian vaults with full CRUD operations, advanced search, link/tag extraction, backlinks discovery, frontmatter editing, and template-based note creation through natural language.
한국 택배 배송 조회를 위한 MCP 서버 MCP Server for Korean Shipment Tracking
Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
GOLEM-3DMCP implements the Model Context Protocol to give AI agents direct, programmatic control of Rhino 8 — create geometry, run booleans, drive Grasshopper, capture viewports, and execute arbitrary Python scripts, all through natural language. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible host.
Enables interaction with 0G.AI decentralized infrastructure including documentation access, storage operations (file upload/download, key-value store), and AI service discovery on the 0G Compute Network with TEE verification and pricing information.
MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
A boilerplate project for quickly developing MCP servers using TypeScript SDK, featuring example tools (calculator, greeting) and resources with Zod schema validation.
Enables AI assistants to interact with Autodesk Revit to query project data, manage elements, and execute generated code via the Model Context Protocol. It provides full compatibility with GitHub Copilot and Claude to automate BIM modeling workflows.
A Node.js server that processes mathematical calculations and natural language math queries through RESTful API endpoints.
MCP server for GitLab CI/CD — pipelines, jobs, schedules, branches, tags, merge requests and repository files. Works with any GitLab (SaaS gitlab.com or self-hosted) via python-gitlab.
Enables multimodal AI capabilities through GLM-4.5V API for image processing, visual querying with OCR/QA/detection modes, and file content extraction from various formats including PDFs, documents, and images.
A Model Context Protocol implementation that enables LLMs to execute complex, multi-step workflows combining tool usage with cognitive reasoning, providing structured, reusable paths through tasks with advanced control flow.
AI-native platform for Kubernetes management and automated GitOps (30+ tools).
An MCP server for the Uptrace observability platform that enables querying traces, spans, logs, and metrics through natural language. It provides tools for error analysis, service discovery, and trace visualization within MCP-compatible clients.
Enables AI assistants to track global food prices, search products by barcode or name, and compare costs across 27 countries. It provides tools for real-time price scraping and data aggregation from major international supermarket chains.
Enables full automation of Sport5 Fantasy League management including team analysis, player searches, automatic transfers, captain selection, and optimization recommendations. Supports Hebrew interface and provides comprehensive fantasy football team management through natural language commands.
An MCP server that aggregates data from six weather sources to provide current conditions, forecasts, air quality, and aviation METAR information, specifically optimized for European and Nordic locations. It supports multi-source data merging and functions without API keys for several integrated providers.
A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
An MCP server that connects to Pollinations.ai API, enabling AI models to generate and download images and text through natural language commands.
freedcamp
A runtime-configurable MCP server for Supabase databases that enables dynamic tool creation through JSON configuration. Build custom database operations (select, insert, update, delete) without writing code, with built-in authentication and template support.
An MCP server that executes Manim Python scripts to generate and return rendered animations. It enables users to create mathematical and programmatic videos dynamically through natural language interfaces.
A Model Context Protocol server that enables AI assistants to control Philips Hue smart lighting systems through natural language commands.
Provides real-time stock market data and analysis from Chinese markets through 34 MCP tools, including K-line charts, technical indicators, fundamental analysis, financial metrics, and market insights without requiring authentication or API tokens.
Enables monitoring and interaction with Arbitrum Nitro nodes and chains through natural language queries. Supports comprehensive chain health monitoring, batch posting tracking, gas price analysis, and node operations across all Arbitrum networks including core chains and Orbit chains.
Enables interaction with EPICS (Experimental Physics and Industrial Control System) process variables through natural language. Supports reading PV values, setting PV values, and retrieving detailed PV information for monitoring and controlling hardware or software parameters.
An MCP server that connects LLMs to SQL databases for development assistance, enabling query execution, schema exploration, and data manipulation while providing safety controls against destructive operations.
An MCP (Model Context Protocol) server implementation using HTTP SSE (Server-Sent Events) connections with built-in utility tools including echo, time, calculator, and weather query functionality.
Provides MCP-compatible access to Holaspirit's API, allowing AI assistants to interact with organizational data such as tasks, circles, roles, and meetings through a standardized interface.
Enables Claude to interact with Infracost for Terraform cost estimation and cloud governance. Supports generating cost breakdowns, comparing configurations, creating tagging policies, setting up cost guardrails, and posting cost comments to PRs.
A Node.js server that allows browsing Git repositories through MCP, providing tools to view directory structures and read important files from repositories.
Enables LLMs to interact with Google BigQuery by inspecting database schemas, listing tables, and executing SQL queries. This server facilitates seamless data analysis and management through natural language via the Model Context Protocol.
Yet another CLI tool for testing MCP servers
Provides access to U.S. Energy Information Administration (EIA) data, covering electricity grid operations, retail sales, and natural gas production metrics. It enables natural language querying of energy market statistics, infrastructure profiles, and real-time balancing authority data.
A Model Context Protocol (MCP) based search API server that provides standardized access to Google Maps, Google Flights, Google Hotels and other services. This server enables AI assistants to access various search services through a unified interface.
Provides real-time weather information and forecasts, connecting AI assistants with live weather data for current conditions and multi-day forecasts for any location worldwide.
Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
Provides access to the police.uk API with 21 tools to query UK crime data, police forces, neighbourhoods, and stop-and-search incidents. Enables retrieval of street-level crimes, force details, neighbourhood teams, and policing priorities across England, Wales, and Northern Ireland.
Enables LLMs to interact with Obsidian vaults via the Local REST API plugin for comprehensive note management, file operations, and vault navigation. It supports creating and editing notes, executing Obsidian commands, and performing advanced searches using Dataview queries.
Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
Enables LLMs to interact with MediaWiki installations as a bot user, supporting page editing, searching, moving, deleting, comparing revisions, and retrieving site information through the MediaWiki API.
A read-only MCP server that provides access to financial news, Wall Street Bets sentiment analysis, and detailed options data from sellthenews.org. It enables LLMs to retrieve real-time news feeds, search historical data, and analyze options chains or Greek exposure for specific tickers.
Integrates the OpenViking context database with Cloudwise SA Workflow Skills to enable semantic search and access to product catalogs or solution templates. It supports hierarchical context loading for optimized token usage and includes a mock mode for testing without a live backend.
A central hub that aggregates multiple MCP resource servers into a single unified interface, enabling users to access tools and capabilities from multiple backend servers through one connection point.
Connects Jira with Claude, enabling users to search issues, view issue details, update issues, add comments, and retrieve project information through natural language commands.
Enables managing Ubuntu/Linux servers through natural language by establishing SSH connections and executing remote commands. Supports real-time command execution and output through Claude Desktop or Cursor IDE.
react-mcp integrates with Claude Desktop, enabling the creation and modification of React apps based on user prompts
Provides comprehensive access to Blue Archive game data including students, equipment, stages, and multimedia content via the SchaleDB API. It enables AI assistants to perform advanced searches and retrieve detailed game information in English, Japanese, and Chinese.
Trust infrastructure for the agent economy.
Connects AI assistants (Claude, Cursor, etc.) directly to HiveFlow automation platform, enabling flow management and execution through natural language commands.
Enables consulting oracle AI models (Codex or Claude) for expert reasoning and analysis on complex problems, architectural decisions, and design tradeoffs through a unified CLI interface.
Transform your Make scenarios into callable tools for AI assistants. Leverage your existing automation workflows while enabling AI systems to trigger and interact with them seamlessly.
Provides basic mathematical operations including addition, subtraction, multiplication, division, and power calculations through a Model Context Protocol interface.
A production-grade semantic search server for food recipes — built for AI agents using the Model Context Protocol (MCP). Search across 50,000+ recipes with hybrid dense + sparse retrieval and cross-encoder reranking.
Provides sandboxed access to local filesystem operations including directory and file management, content search with glob and regex patterns, and binary file support with configurable safety limits.
paper note tool for zotero+claude code
Provides a shared context layer for AI agent teams to improve token efficiency through context deduplication and incremental state sharing. It enables multiple agents to coordinate tasks, share real-time discoveries, and manage dependencies while significantly reducing redundant data transmission.
Nocodb database integration, read and write capabilities
Enables AI agents to interact with the Ayrshare API to publish social media posts, manage profiles, and handle comments or messages. It supports executing real-time API calls for analytics, media uploads, and automated scheduling across various social platforms.
Use Nano Banana Pro to generate image from text prompt and edit image
Convex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.
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.
A specialized server that provides advanced TypeScript code manipulation and analysis capabilities, enabling refactoring, navigation, diagnostics, and module analysis through Claude.
Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
An experimental server implementing Model Context Protocol to automate website deployments to 1Panel servers, allowing users to create websites and upload static files through natural language commands.
Serves as a guardian of development knowledge, providing AI assistants with curated access to latest documentation and best practices.
A quickstart template for building and deploying secure, remote MCP servers to the cloud using Azure Functions and Node.js/TypeScript. It features integrated blob storage for snippet management and supports advanced security options like OAuth and VNET isolation.
An MCP server that enables AI assistants to send emails through SMTP protocol by providing server credentials, recipient information, subject, and message content.
Provides AI agents with read-only access to Google Search Console data, including search analytics, index coverage, and sitemap status. It enables users to query clicks, impressions, and ranking performance or check URL indexing status through natural language.
A high-performance Model Context Protocol (MCP) server designed for large language models, enabling real-time communication between AI models and applications with support for session management and intelligent tool registration.
Enables interaction with Slack workspaces through comprehensive integration capabilities. Supports channel management, messaging, thread replies, reactions, and message history retrieval through natural language commands.
Real-time X (Twitter) data platform with 2 MCP tools covering 120+ REST API endpoints. Search tweets, look up users, get timelines, extract followers/likes/retweets in bulk, monitor accounts, run giveaway draws, and perform write actions (tweet, like, retweet, follow, DM). OAuth 2.1 authentication with PKCE.
An implementation of persistent memory for Claude using a local knowledge graph, allowing the AI to remember information about users across conversations with customizable storage location.
Provides programmatic access to the NIH Reporter API for searching and retrieving detailed information on NIH-funded research projects, grants, and investigators. It enables AI assistants to query project abstracts, funding amounts, and organization details through natural language.
Bluesky Social MCP
A TypeScript-based server that integrates with Anki via the AnkiConnect plugin, allowing you to manage flashcard decks, note models, and create Anki notes using natural language.
An automation toolkit that enables AI-driven content publishing and creator data analysis for Xiaohongshu via the MCP protocol. It supports automated posting of image and video notes, cookie management, and performance metric tracking through natural language conversations.
MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
A ready-to-use starter implementation of the Model Context Protocol (MCP) server that enables applications to provide standardized context for LLMs with sample resources, tools, and prompts.
Enables comprehensive analysis of MIDI SMF files including loading, parsing, track analysis, event extraction with filtering, and detailed file summaries. Supports memory management for efficient repeated access to loaded MIDI files.
Enables users to document data and connect it to AI agents by defining tools and instructions in markdown files. It supports building RAG and text-to-SQL applications that can be deployed as MCP servers, APIs, or CLIs.
SharePoint MCP Server by CData
A Model Context Protocol server that enables AI coding assistants like Claude Code to manage long-running development processes, solving the problem where Claude Code cannot see output from processes like 'npm run dev' that don't exit immediately.
AI e-commerce operations manager for MCP. Inventory forecasting, pricing optimization, RFM customer segmentation, order anomaly detection, and automated reports for Shopify and WooCommerce.
A Model Context Protocol server that enables Claude Desktop to search clinicaltrials.gov for matching clinical trials based on genetic mutations provided in natural language queries.
Enables searching, downloading, and managing SVG icons from iconfont.cn, China's largest icon library. It supports filtering by style, downloading assets to local files, and listing user projects with authentication.
Enables web searching through Google, DuckDuckGo, and Bing using a headless Chrome browser, returning structured results with titles, URLs, and snippets. Also supports fetching and extracting text content from any webpage.
A task management MCP server that allows users to create, list, and organize tasks with priorities, labels, and projects using natural language. It provides a persistent SQLite-backed system for tracking due dates and managing task workflows directly within Claude Code.
An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
An MCP server that enables AI assistants to programmatically create and manage flowcharts, ERDs, and swimlane diagrams. It provides tools for manipulating diagram structures, performing auto-layouts, and exporting to Mermaid or Markdown formats.
Enables searching, downloading, and reading academic papers from multiple platforms including arXiv, Semantic Scholar, PubMed, bioRxiv, medRxiv, IACR, Google Scholar, RePEc/IDEAS, and Sci-Hub with PDF to Markdown conversion.
Automates file system operations through natural language commands using a combination of LLM (Ollama), MCP tools, and a Python bridge agent.
Enables AI assistants to publish posts to Medium with support for drafts, tags, canonical URLs, and follower notifications. Supports various publishing statuses and SEO optimization features.
Provides database access capabilities to Claude with support for both SQLite and SQL Server databases. It enables users to manage schemas, execute SQL queries, and export results through natural language interaction.
Server for using Dify. It achieves the invocation of the Dify workflow by calling the tools of MCP.
A Model Context Protocol integration for the MemOS memory system, optimized for personal AI assistant scenarios with intelligent memory management and retrieval capabilities.
A production-ready server that integrates ERPNext with AI assistants like Claude Desktop, enabling document operations, reporting, and analytics through natural language.
A comprehensive MCP server that enables AI to interact with all 68 functions of the Qiita API v2, covering articles, comments, tags, and team management. It allows users to perform CRUD operations on Qiita content and manage interactions through natural language.
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.
Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits ≥5 → mature, ≥10 → rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
A starter template for building custom MCP servers that can integrate with Claude Desktop, Cursor, and other AI assistants. Provides example tools, TypeScript support, and automated publishing workflows to help developers create their own AI assistant integrations.
mcp-wordpress-instaWP
Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
Enables management of Microsoft 365 users, licenses, and groups through Microsoft Graph API. Supports user provisioning, license assignment, group management, and automated M365 administration workflows.
Enables AI assistants to interact with LinkedIn by scraping profiles, companies, job postings, and getting personalized job recommendations using authenticated browser automation.
Provides comprehensive investment research and analysis for The Home Depot, Inc. (HD) including real-time stock data, news sentiment analysis, economic indicators, SEC filings, and investment thesis generation. Enables users to perform complete financial analysis and market intelligence gathering through natural language queries.
AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
Enables AI agent and task management using the CrewAI framework, allowing users to create and run agents and tasks in an automated workflow environment.
Enables AI agents to interact with Magento 2 development environments through comprehensive tools for module management, database operations, cache control, configuration management, and system diagnostics. Supports complete development workflows from module creation to deployment and troubleshooting.
Enables Salesforce lead and permission set management through natural language. Supports creating leads, creating permission sets, and assigning permission sets to users via the Model Context Protocol.
Give your AI agent access to 60M+ companies and 300M+ verified contacts. Enrich leads, find work emails, discover tech stacks, and identify buying intent — directly from Claude, Cursor, Windsurf, or any MCP-compatible AI agent.
Enables AI agents to interact with PostgreSQL databases through the Model Context Protocol, providing database schema exploration, table structure inspection, and SQL query execution capabilities.
A Node.js package providing Model Context Protocol server infrastructure for AWS Lambda functions with streaming response capabilities through Server-Sent Events.
A lightweight, centralized control plane server that enables management of multiple Kubernetes clusters simultaneously, supporting context switching and CRUD operations on common Kubernetes resources.
Connects Houdini to Claude AI through Model Context Protocol, enabling AI-assisted 3D modeling, scene creation, simulation setup, and rendering through natural language commands.
An MCP server that enables users to download webpages as markdown files using r.jina.ai service, with features for configurable download directories and automatic date-stamped filenames.
A model context protocol server that allows interaction with TriliumNext Notes, providing tools to create, search, retrieve, update, and delete notes through natural language commands.
A lightweight server that enables multi-agent orchestration by allowing agents to communicate through direct messages and named channels. It provides tools for agents to discover each other, create communication channels, and exchange messages via a central broker.
A Model Context Protocol server that allows AI assistants and applications to access IQ.wiki data, enabling retrieval of specific wikis, user-created wikis, user-edited wikis, and detailed wiki activities.
Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.
A Model Context Protocol server that enhances LLM capabilities by connecting to Wikipedia, internet search (Tavily), and financial data (Yahoo Finance) tools, enabling contextual responses to user queries.
A Model Context Protocol server enabling advanced search and content extraction using the Tavily API, with rich customization and integration options.
Enables access to Moz API to retrieve Domain Authority, Page Authority, external URLs, and Spam Score metrics for website analysis.
HAL (HTTP API Layer) is a Model Context Protocol (MCP) server that provides HTTP API capabilities to Large Language Models.
Enables LLM agents to perform CRUD operations across multiple databases including PostgreSQL, MySQL, and SQL Server using SQLAlchemy. It features configurable permission management and secure connection handling with automatic password redaction.
A Model Context Protocol server that enables AI assistants to interact with MongoDB Atlas resources through natural language, supporting database operations and Atlas management functions.
An MCP server that provides comprehensive xAI/Grok API documentation, allowing AI assistants to search bundled guides, fetch live documentation, and browse API endpoints or model specifications.
Provides access to the Statbotics API for FIRST Robotics Competition statistical data and predictions. Enables AI assistants and other MCP clients to retrieve FRC team EPA ratings, event predictions, and match analytics.
Unreal-Blender MCP is a unified server for controlling both Blender and Unreal Engine via AI agents using the MCP (Machine Control Protocol) approach.
Enables AI assistants to safely interact with PostgreSQL databases through read-only operations, providing schema discovery, table inspection, and query execution capabilities with structured context awareness.
An MCP server that scrapes elitepvpers.com to provide resources, setup guides, and troubleshooting tools for hosting Silkroad Online private servers. It allows users to search for opcodes, server files, and community releases through natural language queries.
Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.
Enables AI agents to manage the end-to-end content pipeline on the Balzac AI platform, covering keyword research, SEO article generation, and CMS publishing. It provides structured tools for workspace management, competitor tracking, and integration with platforms like WordPress, Webflow, and Wix.
Provides AI-powered semantic code search across multiple repositories, allowing natural language queries to find code chunks and retrieve specific file contents through Dolphin AI embeddings.
Transforms HTML into Figma designs using only the user’s design system, ensuring correct component usage or safe fallback to primitives, while continuously learning from each build to improve mapping accuracy and consistency.
Connects Claude and other MCP-compatible AI assistants to a Coreflux MQTT broker, enabling them to discover and execute Coreflux commands for managing models, actions, rules, and routes through natural language.
A deployable Model Context Protocol server on Cloudflare Workers that enables AI tools integration without authentication requirements.
Enables Claude Code to interact with Linux X11 desktops by performing mouse actions, keyboard input, and capturing screenshots. It provides a suite of tools for automation tasks such as clicking, typing, and zooming on specific screen regions.
NeuroDev MCP is a smart Model Context Protocol server for Python development. It performs deep code review, generates high-quality unit tests, runs test suites with coverage, and formats code automatically — all through an AI assistant like Claude or Cline.
Provides comprehensive mathematical capabilities including basic arithmetic, advanced functions, statistical tools, and access to mathematical constants. It allows users to perform computations and generate math-related prompts through a standardized MCP interface.
Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.
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.
A FastMCP-powered server for accessing curated travel spot data from a PostgreSQL database. It provides tools to retrieve major attractions, supporting sites, and the top ten most popular destinations.
Wraps the Kimi Coding Search and Fetch APIs into MCP tools for web searching and content retrieval. It enables LLMs to perform targeted searches and crawl web pages using standardized interfaces.
Free MCP server for real-time cryptocurrency data. Get token prices, market overview, top movers, historical charts, and detailed token info directly in Claude Code, Cursor, or any MCP-compatible AI tool. Powered by CoinGecko with 70+ token mappings and built-in caching.
Enables AI assistants to search and retrieve biomedical research articles from PubMed's database of over 35 million citations, including metadata, abstracts, MeSH terms, and full-text PDFs when available.
A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
Search and resume past Claude Code conversations via MCP. Reads local JSONL session files, runs locally, MIT licensed. An elephant never forgets.
This MCP server enables users to interact with AWS Amplify Gen2 application data through natural language, allowing AI assistants like Claude to perform operations on Amplify data models using conversational language instead of complex code.
Enables management of vacation rental properties through the Hostex API, including reservations, guest communications, availability calendars, reviews, and channel listings.
A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
Connects AI assistants to Todoist for comprehensive task management, enabling natural language creation, updating, and organization of tasks, projects, sections, and labels.
Provides AI assistants with the ability to lint, validate, and auto-fix Markdown files to ensure compliance with established Markdown standards and best practices.
A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.
Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
Persistent AI memory with SQLite hybrid search (FTS5 + semantic), built-in Qwen3 embedding, and rclone sync across machines.
A minimal MCP server that enables HTTP requests with any method, headers, and body types, supporting large responses through chunked transfers with disk-backed caching.
A server that provides real-time flight information query capabilities to AI assistants, allowing them to access detailed flight statuses, airport details, and related travel information.
A Model Context Protocol server providing web search capabilities using Google Custom Search API and webpage content extraction functionality.
Enables trading and market analysis through Tiger Brokers API integration. Provides real-time market data, portfolio management, order execution, and technical analysis tools with a comprehensive web dashboard for monitoring.
Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.
Provides AI assistants with access to UniFi Network and Protect infrastructure for managing devices, monitoring clients, analyzing network health, viewing camera snapshots, and getting optimization recommendations across multiple UniFi controllers.
MCP Unity Server to integrate Unity Editor game engine with different AI Model clients (e.g. Claude Desktop, Windsurf, Cursor)
A Model Context Protocol server that enables powerful PostgreSQL database management capabilities including analysis, schema management, data migration, and monitoring through natural language interactions.
Enables AI assistants to manage Thinkific sites through the REST Admin API, providing tools for handling courses, students, enrollments, and orders. It features 24 specialized tools and resources with support for dual authentication and automatic rate-limit management.
A read-only MCP server that enables users to query and explore StarRocks databases through AI assistants like Claude. It supports SQL execution, schema discovery, and secure LDAP authentication for data analysis and metadata exploration.
Enables user name resolution and team management with PostgreSQL backend, providing fuzzy user lookup, batch operations, team hierarchy navigation, and calendar insights through natural language queries.
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 Model Context Protocol server that provides real-time CNN Fear & Greed Index data for the US stock market, including current sentiment scores and historical comparisons.
MCP server that connects AI assistants (Claude, Cursor, Windsurf) to AgentOracle's real-time research API. Agents can research any topic and get structured JSON with summary, key facts, sources, and confidence scores. Powered by Perplexity Sonar via x402 protocol on Base
Exposes backend APIs through Azure API Management as an MCP server to enable AI assistants to interact with product catalogs and order systems. It provides standardized tools for searching products, retrieving details, and managing orders via the Model Context Protocol.
A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.
An MCP server that assists with the orchestration of new software projects by applying standardized templates and best practices in design patterns and software architecture.
A Model Context Protocol server that provides comprehensive control over QuickBase operations, allowing users to manage applications, tables, fields, records, and relationships through MCP tools.
A Model Context Protocol server that enables querying feature suggestions from a Supabase database, allowing AI tools like Cursor and Claude to access and display feature request data.
Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using real debuggers with breakpoints, stepping, variable inspection, and stack trace navigation through the Debug Adapter Protocol.
A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
SAP ERP MCP Server by CData
A comprehensive all-in-one MCP server with 172 tools across 21 categories including Git operations, tmux monitoring, log aggregation, system resource monitoring, and GitHub integration. Features enterprise-grade security, intelligent caching, cross-platform support, and zero-configuration setup for Claude Desktop.
An MCP server that enables querying and managing relationships between websites and mobile apps through Google's Digital Asset Links API, auto-generated using AG2's MCP builder.
Enables comprehensive Windows desktop automation including screen capture, OCR text extraction, mouse/keyboard control, window management, process control, and clipboard operations through 25+ tools for AI agents.
Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`.
A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.
Enables management of multi-platform streaming through the Restream API, allowing control of streaming channels, stream settings, and access to analytics across platforms like YouTube, Twitch, and Facebook through natural language.
Enables creating, editing, and compiling LaTeX resumes directly from Claude using built-in templates, with support for managing multiple resume files and automatic PDF generation.
A modular MCP server that enables interaction with multiple database types including PostgreSQL, MySQL, SQLite, Redis, MongoDB, and LDAP. It provides tools for executing queries, managing SQL commands, and exploring database schemas with configurable read-only security.
Enables vision capabilities for any AI model by routing image analysis requests through OpenRouter's vision models. It provides tools to analyze images from URLs, local file paths, or base64 data.
A Model Context Protocol server that enables AI assistants to interact with Hedera blockchain in real-time, allowing them to check account balances, view block information, and estimate transaction costs.
Enables AI assistants to intelligently fetch, parse, search, and rank resumes from email attachments. Supports multi-format resume parsing (PDF, DOC, DOCX), multi-dimensional searching by keywords, position, skills, and experience, with statistical analysis capabilities.
Enables natural language control of Reachy Mini robots for tasks like head movement, camera capture, and performing choreographed dances or emotions. It includes local, low-latency text-to-speech capabilities with synchronized head animations for lifelike interaction.
A zero-config server that enables searching YouTube videos, retrieving transcripts, and browsing channel data without requiring API keys. It allows users to search across a creator's entire content library to find specific passages and timestamps.
MCP server that gives LLMs access to petroleum engineering data and tools. Parse well logs, query production data, fit decline curves, calculate EUR, and run nodal analysis -- all through natural language with any MCP-compatible AI assistant.
Demonstrates how to deploy and run Model Context Protocol (MCP) servers using Netlify's serverless functions. Provides a basic example of serverless MCP implementation with customizable URLs and automated deployment pipeline.
Enables AI agents to query Korean listed companies' financial statements, public disclosures, executive information, and shareholder structures in real-time using the DART API.
Enables AI assistants to interact with Jira by executing commands through the Atlassian CLI. It supports searching issues with JQL, managing comments, updating statuses, and handling issue assignments through natural language.
A read-only MCP server that enables users to retrieve and interact with Backlog projects, issues, pull requests, and notifications. It provides a secure way to query Backlog data through natural language using tools like Claude Desktop.
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
Stop AI agents leaking your card or making hallucinated purchases. No SaaS, No login, Fully local. A runtime security layer that protects AI agents during online purchases. It sits between the agent and payment forms
Plays [Melrōse](https://melrōse.org) music expressions as MIDI
百度地图
Provides real-time hot trending topics and heat indices from nine major Chinese social media and news platforms including Weibo, Zhihu, and Bilibili. It enables users to fetch markdown-formatted news summaries and clickable links via the get_hot_news tool.
Enables educational and learning tasks including flashcard generation with Anki integration, Zotero library management, Obsidian vault interaction, and mathematical expression verification with LaTeX support.
A Model Context Protocol (MCP) server that enables AI assistants to download files from URLs to the local filesystem.
The OnceHub MCP Server provides a standardized way for AI models and agents to interact directly with the OnceHub scheduling API
Provides tools for managing a product catalog, including functions to list, add, and retrieve product statistics. It enables AI agents to perform inventory operations and data analysis through a standardized interface.
A modular tool that combines RAG-based retrieval with Pinecone vector storage to create intelligent assistants capable of answering domain-specific questions from your knowledge base.
Enables interaction with the WhkerDB shared PDF editor to manage collaborative rooms, file structures, and real-time annotations. It allows users to upload PDFs and images, manage note trees, and sync data across platforms through natural language.
Enables reading, editing, and creating Korean HWPX documents through python-hwpx library. Supports document creation, paragraph/table/image insertion, metadata management, and workspace-restricted file operations with automatic backup functionality.
A server that connects to PostgreSQL databases and provides tools for safely exploring schemas, running read-only SQL queries, and performing data analysis with pre-built templates.
Enables the creation and management of local business websites through MCP-compatible IDEs by providing access to curated design styles and color palettes. It features an AI-powered recommendation system and a compatibility matrix to optimize website design for various business types.
Enables AI assistants to guide users through MBTI personality tests with two modes (28-question simplified or 48-question cognitive functions), track progress, and provide detailed personality type analysis and results.
An MCP server that provides tools for frontend development, including i18n issue detection, OpenAPI type generation, and project structure analysis.
Enables AI assistants to interact with Metabase databases and dashboards, allowing users to list and execute queries, access data visualizations, and interact with database resources through natural language.
A Mathematical Computation Protocol server providing 286 mathematical functions across multiple domains with flexible transport options (STDIO/HTTP) and streaming capabilities.
Scrapes webpages and converts them to clean Markdown using browser automation, ideal for creating READMEs, documentation, or processing dynamic web content.
mcp-lucene-server
Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
Capsule MCP server gives your AI agent the ability to safely run untrusted Python and JavaScript code in a secure WebAssembly sandbox.
AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
Enables location-aware AI agents to search for nearby places, get detailed place information including hours and ratings, and calculate routes with turn-by-turn directions using Google Maps APIs.
OData MCP Server by CData
TACIT (Tracked Agent Capabilities In Types) is a safety harness for AI agents. Instead of calling tools directly, agents write code in Scala 3 with capture checking: a type system that statically tracks capabilities and enforces that agent code cannot forge access rights, cannot perform effects beyond its budget, and cannot leak information from pure sub-computations. It provides an MCP interface,
Enables trading and portfolio management on Zerodha Kite Connect through natural language. Supports placing orders, viewing positions/holdings, accessing real-time market data, and managing GTT orders.
Enables AI assistants like Claude to directly read, write, search, and navigate your local Logseq knowledge graph, including managing journals, pages, backlinks, and page relationships without manual copy-pasting.
Integrates with the addTaskManager iOS/macOS app to manage tasks, projects, and ideas through the ADD (Assess-Decide-Do) framework. Enforces realm-based restrictions where users can create/edit content in Assess, assign contexts/dates in Decide, and mark items complete in Do.
Provides optimized documentation and API patterns from the TrueNAS middleware repository to help AI assistants understand its codebase structure without context overload. It automatically processes CLAUDE.md files to expose categorized resources including plugin guides, API models, and testing patterns.
A tool for deploying authentication-free Model Context Protocol servers on Cloudflare Workers that can be connected to AI clients like Claude Desktop or Cloudflare AI Playground.
Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
A server that acts as a bridge between Claude and local Xcode projects, enabling AI-powered code assistance, project management, and automated development tasks without exposing your code to the internet.
Integrates with the AbuseIPDB API to check IP addresses for abuse reports and report abusive IP addresses.
Real-time sports card pricing, market analysis, arbitrage detection, grading ROI, investment advice, and player stats (NBA/NFL/MLB). 9 tools for AI agents helping collectors and investors.
A dedicated server for Oracle Cloud Infrastructure (OCI) Core Services that enables management of compute instances and network operations with LLM-friendly structured responses.
Thoughtspot
Search and retrieve news articles and trending keywords from Google News and Google Trends. Summarize articles and extract keywords using optional NLP and LLM Sampling to get concise insights.
A simple Model Context Protocol server that provides real-time weather data to AI agents like GitHub Copilot, allowing users to get current weather information for any city through natural language queries.
A Model Context Protocol server for browser automation that uses Puppeteer to provide web browsing, content extraction, and interaction capabilities through natural language.
Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
Allows users to search and browse torrents on rutracker.org, retrieving detailed metadata including magnet links and file lists. It automatically handles authentication by extracting session cookies from the Brave browser on macOS.
Enables AI assistants like Claude to control Arduino boards in real-time, allowing users to turn LEDs on and off through natural language commands using the Model Context Protocol and Firmata.
LEGO sets, parts, minifigs, colours, and inventories from Rebrickable. 10 tools for searching sets, finding parts by colour, browsing themes, comparing sets, and discovering MOC alternate builds. 26k sets, 62k parts, 17k minifigs embedded.
An MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.
A starter template for creating MCP servers that work with Puch AI, featuring built-in tools for job searching and image processing. Includes job description analysis, job posting fetching, job search capabilities, and image-to-grayscale conversion with bearer token authentication.
An MCP server that enables listing and querying Trino tables using Python, providing access to data resources through the Model-Control-Protocol.
MCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).
Enables direct interaction with Notion through the Notion API for searching, creating, reading, and updating pages and databases. Supports core operations like page management, database queries, and block operations without middleware dependencies.
Provides access to JSONPlaceholder's free fake REST API for testing and prototyping, enabling interaction with sample posts, users, comments, albums, photos, and todos through tools, resources, and prompts.
A simple MCP server implementation that provides AI models with basic Solana RPC methods and helpful development prompts.
Enables intelligent cocktail discovery and recipe retrieval from Bar Assistant instances with natural language search, similarity matching, batch processing, and ingredient analysis capabilities.
Integrates AI assistants with the Domoticz home automation system to monitor and control smart home devices, scenes, and variables. It enables users to manage device states, room configurations, and system logs through the Model Context Protocol.
A comprehensive Model Context Protocol server that enables interaction with Discord for channel management, message searching, and automated communication. It features enterprise-grade security with multi-tenant authentication, rate limiting, and real-time monitoring via a built-in inspector dashboard.
dev-kit-mcp-server
Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
Supply chain risk scoring for npm, PyPI, and GitHub repos
Enables domain name search, availability checking, and registration URL retrieval using the Domainr API. Supports intelligent domain suggestions with advanced filtering by registrar, keywords, and location for AI-assisted domain research workflows.
Enables AI chat integrations to manage todo lists by providing tools for adding, listing, updating, and deleting tasks. It is built with Hono and supports flexible deployment options including Cloudflare Workers with D1 persistence.
Enables AI assistants to manage multi-cloud resources (AWS, Azure, GCP) including resource operations, cost analysis, monitoring metrics, and security compliance checks through natural language commands.
Manage entire trello via MCP.
An MCP server that integrates the Duffel flights API to enable flight searching, airport code lookup, and fare detail retrieval via natural language. It allows users to search for one-way or round-trip flights and access baggage and fare conditions directly within Claude Code.
A stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.
Enables AI assistants to manage Facebook and Instagram advertising data through the Meta Marketing API. It supports full campaign lifecycle management, performance analytics, audience targeting, and creative optimization.
Provides AI assistants with access to materials science databases, enabling search and analysis of material properties, crystal structures, phase diagrams, and elastic properties through the Materials Project API.
Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools for web scraping, web/image/academic search, content extraction, screenshot capture, document reranking, and semantic deduplication.
Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
Scaffolds new MCP server projects with intelligent file analysis that auto-detects capabilities based on your data files, generating complete TypeScript projects with build tools and development workflow.
A dynamic browser pool MCP server that enables multiple concurrent, isolated Playwright sessions for Claude Code and other MCP clients. It manages on-demand instances on dynamic ports to resolve session conflicts and includes automatic cleanup of idle browsers.
Enables users to view and create events in their iCloud Calendar using natural language through supported LLMs. It integrates with Apple's infrastructure via app-specific passwords to provide secure calendar management.
Provides application insights for Vue apps by exposing component trees, state, routes, and Pinia data through a Model Context Protocol server.
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel interface and provides authenticated user profile access through OAuth 2.1 integration with AWS API Gateway.
Enables phone number lookup through the Truecaller Data2 API, allowing users to search and retrieve information about phone numbers for identification and verification purposes.
An MCP server featuring an interactive React UI for Garmin Connect integration. It allows users to access and interact with Garmin fitness and health data through the Model Context Protocol.
An HTTP server that exposes Last.app's MCP as a remote endpoint for Claude Desktop, allowing connection without installing plugins or requiring Cowork.
Connects AI assistants to IonHour uptime monitoring workspaces to manage projects, monitoring checks, and incident responses. It enables users to view reliability metrics, send heartbeats, and manage status pages through natural language.
A Model Context Protocol server that enables web search with category support, website content scraping with citation metadata, and timezone-aware date/time tools.
Provides 21 mathematical tools across 6 domains including basic calculations, array operations, statistics, financial mathematics, linear algebra, and calculus. Supports batch execution for complex multi-step workflows with intelligent dependency resolution.
Fetches web page content, converts it to Markdown, and optionally processes it with a local LLM. Returns structured data in TOON format optimized for agent consumption.
Provides real-world tools for weather data, stock market information, and internet search through the Model Context Protocol. Integrates with OpenWeatherMap, Stooq market data, and Google Custom Search APIs.
Integrates with the Ghost Admin API to allow programmatic management of Ghost CMS features, including posts, pages, tags, authors, members, and image uploads, providing efficient content management capabilities.
MCP server for searching marketplaces (TCGPlayer, Reverb, Thumbtack), verifying professional licenses (contractor, nurse), and looking up PSA card grading data. Returns real-time pricing, listings, and verification results.
A TypeScript starter template for building Model Context Protocol (MCP) servers with built-in support for tools, testing, and CI/CD pipelines. It provides a complete development environment for creating custom AI assistant integrations for tools like Claude, Copilot, and Cursor.
The server can be utilized for secure development by listing all packages' CVEs, their affected versions and their fix versions.
Connects AI assistants to the Maestro research framework to orchestrate multi-agent research missions, including planning, research, and writing phases. It enables users to launch research tasks, track real-time progress, and retrieve comprehensive structured reports and notes.
An MCP server for Arkime full packet capture that enables AI assistants to search network sessions, investigate traffic patterns, and monitor capture health through various network analysis tools.
An MCP server that provides structured access to Aster DEX market data—covering candlesticks, order books, trades, and funding rates.
MCP server that interfaces with the Adjust API, allowing you to query mobile analytics reports, metrics, and performance data using natural language from any MCP client like Cursor or Claude Desktop.
Greenplum MCP Server by CData
Enables interaction with Telegram channels through the Bot API, supporting comprehensive messaging operations including sending text/photos, creating polls, managing reactions, and editing/deleting messages. Provides complete channel management capabilities for automated Telegram bot operations.
OpenCrab provides an MCP interface for the MetaOntology OS, enabling structured knowledge management across graph, vector, and document databases. It allows agents to perform hybrid searches, manage complex entity relationships, and conduct impact analysis within a multi-space ontological framework.
Enables Claude Code to send prompts to Claude Desktop using macOS automation and AppleScript. Supports conversation management and configurable response polling, though reading responses back is limited by Electron's accessibility APIs.
DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
Enables AI-powered generation of styled QR codes with 10 design presets, supporting single or batch creation with custom logos and formats (SVG/PNG) directly from AI tools.
AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
A bridge between Gemini and GLM-4.5 models that provides 25 tools for automating complex coding tasks, file management, and system operations. It features a security-hardened architecture with sandboxing, persistent memory, and automatic file backups.
A Python MCP server for integrated discovery and querying of investigative services in the Pharus ecosystem. It exposes specialized tools for analyzing RIF, SIMBA, Telefônica, Telemática, KYT, and Graph data through a decoupled service architecture.
A task management system for AI-driven development with Claude, designed to work seamlessly with Cursor AI and other code editors via MCP.
Buu AI MCP Server
Enables Large Language Models to act as co-debuggers for Texas Instruments embedded systems by providing real-time variable monitoring, memory manipulation, and motor control analysis through OpenOCD proxy architecture. Supports debugging TI microcontrollers with XDS110 debug probes while working alongside Code Composer Studio.
Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.
Generates UUIDv7 strings either individually or in batches, providing time-sortable universally unique identifiers through the Model Context Protocol.
High-performance MCP server that enables generation of images and videos using FAL AI models with automatic downloads to your local machine.
Enables remote control of Blender via the Model Context Protocol, allowing users to execute Python scripts, query scene data, and generate 3D models from images. It provides a bridge for AI clients to interact directly with Blender's internal environment and automate 3D content creation.
An MCP server that enables bidirectional conversion between Markdown and PDF formats, including text extraction from specific pages and metadata retrieval. It supports customizable PDF output sizes and document processing through standard MCP tools.
Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
Enables AI agents to create, read, and manipulate Excel files without requiring Microsoft Excel installation. Supports comprehensive spreadsheet operations including formulas, formatting, charts, pivot tables, and data validation.
A Model Context Protocol server that captures and manages stdout logs through named pipes, making application output available for querying and debugging in AI tools like Cursor IDE.
Provides real-time weather alerts, forecasts, stock prices, historical data, and stock-related news through an MCP interface.
Enables interaction with multiple Google services including Maps, Finance, Flights, Gmail, and Calendar through a unified interface. Provides comprehensive access to geocoding, stock data, flight information, email management, and calendar operations.
An MCP server that enables AI assistants to manage Docker containers, images, networks, and volumes through a standardized interface. It supports comprehensive operations like container lifecycle management and image pulling while ensuring correct handling of command and environment variable arrays.
A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.
Provides access to the complete archives of The Guardian newspaper since 1999, including the full text of 1.9 million articles.
A production-ready TypeScript MCP server providing basic tools (add, echo, timestamp), resources (server info, greetings, data access), and prompt templates (analyze, code-review, summarize). Serves as a foundation for building custom MCP servers with extensible architecture.
Enables interaction with USCardForum, a Discourse-based community focused on US credit cards and points. Provides 22 tools for discovering topics, reading content, researching user profiles, and managing authenticated actions like notifications and bookmarks.
An MCP server that enables a Gemini-based chatbot to fetch and summarize current news headlines from GNews API when users ask about trending topics.
A generic MCP server that exposes local repository checkouts, allowing users to search and read code and documentation through natural language. It supports multiple instances, enabling seamless interaction with various codebases via configurable tool prefixes and URI schemes.
Provides tools and resources to detect AI-generated writing patterns and refine text for more authentic, human-like communication. It enables users to analyze phrasing via a scoring system and apply conversational guides tailored for platforms like Twitter and LinkedIn.
The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.
MCP server for agriculture and farming data. 8 tools: soil conditions (temperature, moisture), crop weather forecasts, historical climate data (NASA POWER, since 1981), global agriculture statistics (World Bank, 20+ indicators), and food product database (Open Food Facts, 3M+ products). All APIs free, no keys required.
Read, search, and write Obsidian vault notes via Team Relay collaborative server. Supports shared folders, real-time sync, and AI agent access.
A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze datasets, generate research papers, and deliver results via email.
Tally MCP Server by CData
Bridges Model Context Protocol (MCP) with Google's Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants like Claude to discover, register, communicate with, and manage tasks on A2A agents through a unified interface.
A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.
A zero-configuration MCP server enabling AI assistants to interact with Feishu (Lark) workspace through OAuth authentication, supporting document operations, content creation, and advanced file management.
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 Model Context Protocol server that enables LLMs like Claude to interact with SQLite and SQL Server databases, allowing for schema inspection and SQL query execution.
Enables searching the Wake County Public Library catalog and all NC Cardinal libraries, returning book details including title, author, format, availability status, and direct catalog links.
Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally — private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
Enables solving complex combinatorial optimization problems with logical and numerical constraints through multiple solvers (Z3, CVXPY, HiGHS, OR-Tools). Specializes in portfolio optimization, scheduling, resource allocation, and constraint satisfaction problems.
Connects AI assistants to Supabase projects, enabling them to manage tables, query data, deploy Edge Functions, handle migrations, and access project resources through natural language commands.
Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
Provides tools for optimizing, fine-tuning, and deploying large language models with Unsloth, enabling 2x faster training with 80% less memory through model loading, fine-tuning, text generation, and model export capabilities.
Provides tools for listing and querying Azure resources directly from any MCP client, allowing you to efficiently browse your Azure infrastructure and analyze costs without leaving your workflow.
A Model Context Protocol server that enables AI assistants to interact with Sentry for error tracking and monitoring, allowing retrieval and analysis of error data, project management, and performance monitoring through the Sentry API.
AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
Enables natural language time tracking and reporting for Harvest, including automatic leave requests, project/task matching, and date parsing.
Enables direct interaction with MySQL databases through SQL queries, table exploration, and schema inspection with support for prepared statements and connection pooling.
Capture screenshots, generate PDFs, and render HTML to images via AI agents. Supports batch capture, geo-targeting, async webhooks, and CSS/JS injection.
A Model Context Protocol server that enables secure interaction with Microsoft SQL Server databases, allowing AI assistants to list tables, read data, and execute SQL queries through a controlled interface.
An MCP server that proxies tool calls to a running SentinelX Core instance with OIDC/OAuth authentication. It enables secure integration of SentinelX Core's HTTP agent capabilities through the MCP protocol.
Enables AI assistants to explore computer vision datasets, execute operators, and build workflows through natural language using FiftyOne's operator framework with 80+ built-in operators and plugin management capabilities.
An HTTP/SSE wrapper for the IMAP MCP server that enables users to read, search, and send emails across multiple accounts and providers. It supports secure AES-256 encryption and provides remote access through Claude Web using SSE transport.
An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
A local agent that monitors your system clipboard, automatically uploads copied images to Supabase Storage, and replaces the clipboard content with the public URL for immediate sharing.
An MCP server that injects millions of tokens from classical literature into AI engineering interactions to provide deep humanistic context for technical decisions. It allows users to consult works like the Iliad or Shakespeare for engineering advice while helping them maximize their compute spending.
A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.
Enables AI-powered autonomous hardware design within EasyEDA Pro, allowing users to create schematics, PCB layouts, and manufacturing files using natural language. It integrates direct EDA tool control with an engineering knowledge base and real-time component searching via JLCPCB and LCSC.
Enables MCP clients to interact with Jira for managing tasks, including fetching assigned issues and creating new tasks. It supports retrieving detailed task information and filtering by project or status using the Jira API.
Enables querying and searching the MCP Hub database to discover MCP servers, view server details, find top servers by popularity or recency, and identify top contributors.
Persistent, cross-session task management for Claude Code. 24 MCP tools for tasks, projects, dependencies, and docs. 7 skills for planning, standups, and handoffs. Event-sourced storage with per-project isolation.
An agent-based network scanning system that uses Nmap for network discovery and leverages DeepSeek API to analyze scan results for security vulnerabilities and recommendations.
MCP server for CronAlert uptime monitoring — manage monitors, check results, and incidents from any MCP-compatible AI client.
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
Enables retrieval and analysis of MyFitnessPal nutrition data including daily summaries, meal breakdowns, exercise tracking, and macro/micronutrient analysis. Uses browser cookie authentication to access your personal MyFitnessPal account data through natural language queries.
Integrates with Robinhood API and LLMs like Perplexity to provide AI-powered portfolio rebalancing recommendations and trading analytics without executing trades directly.
visitbeijing
A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.
Enables AI models to search the web for current information before generating responses, with features for conditional searching, geographic customization, and automatic citations.
A Model Context Protocol server that enables management of Keycloak users and realms through a standardized interface, providing tools for user creation, deletion, role assignment, and group management.
Enables creating temporary email inboxes and sending emails through the AgentMail API, allowing AI agents to manage email communications programmatically.
Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis
Enables AI-powered text-to-image generation using Volcengine's API with support for multiple image sizes, customizable parameters like guidance scale and seed, and flexible output formats.
Enables language models to read and analyze LINE Bot conversations through a standardized MCP interface. Supports text, sticker, and image messages with webhook event handling and message storage in JSON format.
A Model Context Protocol server that enables AI assistants (Cursor, Windsurf, Claude Code) to interact with Microsoft SQL Server databases by providing connectivity through environment-configurable connections.
Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
Provides AI assistants with access to personal best practice skills and coding guidelines stored as markdown files in a GitHub repository, enabling retrieval and listing of custom development standards.
Enables LLMs to autonomously retrieve and explore web content by fetching pages and recursively following links to a specified depth, particularly useful for learning about topics from documentation.
A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB documents, designed to work with Windsurf IDE by Codeium.
Provides access to PrimeVue documentation through MCP, enabling retrieval of component documentation, full docs, and structured documentation pages for AI-assisted Vue.js development.
Enables interaction with the Loxo recruitment platform API, facilitating tasks such as candidate and job management, activity logging, and call queue management through AI assistants.
Enables SSL/TLS certificate search and analysis using crt.sh data, supporting domain certificate discovery, subdomain enumeration, and security auditing through Cloudflare Workers deployment.
An AI-powered Technical Project Manager that enables Claude to track projects, features, and tasks locally using SQLite. Break down complex features, track progress and blockers, and manage hierarchical project structures through natural conversation.
design ppt
A server that integrates the MCP library with OpenAI's API, allowing users to interact with various tools, such as the weather tool, through natural language queries.
A Model Context Protocol server for Cloudflare Workers that integrates with Claude AI, enabling tool usage through OAuth login and SSE connections.
mcp-starter is a secure, starter framework for building MCP servers with JWT-based authentication, multi-tenant enforcement, and schema validation. Built with Node.js and Docker
Provides access to a comprehensive financial intelligence platform featuring real-time market data, quantitative models, and alternative data sources. It enables users to perform advanced financial analysis including options analytics, portfolio modeling, and SEC filing research.
MCP server for snowflake that doesn't allow write operations under any circumstances, and includes a system prompt.
Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/)
A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
Enables sending push notifications to your devices via Pushover, allowing you to receive alerts and messages with customizable titles, URLs, priorities, and sounds.
A Model Context Protocol Server search realtime flight detail with multiple fligh carrier, price , stop , time duration for any given date using simple prompt
Enables AI agents to interact with Saros DeFi through natural language, providing tools for liquidity pool management, portfolio analytics, farming positions, and swap quotes on Solana.
Singapore property prices, HDB resale transactions, land use/zoning, and nearby amenities via MCP. Uses only free public APIs, no API keys needed.
Enables natural language querying of Microsoft Fabric Data Warehouses with intelligent SQL generation, metadata exploration, and business-friendly result summarization. Features two-layer architecture with MCP-compliant server and agentic AI reasoning for production-ready enterprise data access.
Enables agents to search official Mermaid diagram syntax documentation and validate Mermaid diagram code before presenting it to users, ensuring syntactically correct flowcharts, sequence diagrams, class diagrams, and other Mermaid visualizations.
An MCP server that provides access to personal financial data from Monarch Money, allowing users to retrieve account information, transactions, budgets, goals, and net worth through natural language queries.
Enables AI agents to integrate Midtrans payments by providing comprehensive documentation, API references, and code examples for 15+ payment methods across 5 languages. Includes tools for generating charge requests, webhook handlers, and searching documentation without requiring API keys.
Enables AI models to search the web using DuckDuckGo, scrape webpage content in markdown format, and browse/read local files for code analysis and debugging.
Provides comprehensive data insights into enterprise operations, including company trends, financing history, market rankings, and sentiment analysis. It enables users to perform keyword-based searches and evaluate business scale, tax qualifications, and competitive project profiles.
Provides reusable AI assistant behavior rules as prompts and automatic git repository context (branch, commits, diffstat) to eliminate repetitive explanations across sessions and clients.
Enables interaction with MySQL databases through MCP tools for querying table structures, searching data across single or multiple tables, and managing database information. Built with FastMCP framework for secure database operations using environment-based configuration.
Enables AI applications to interact with MySQL databases through a secure interface, allowing database exploration, querying, and analysis with proper error handling and logging.
Enables AI assistants to search and retrieve academic papers from arXiv through MCP tools, supporting search by various criteria, detailed paper information, category browsing, and PDF content extraction.
Open coordination network for AI agents and their humans. 13 tools for structured coordination, job marketplace, reputation system. Dual-protocol: MCP + A2A. MIT licensed.
Provides access to the Ghibli Image Generator API for creating Ghibli-style images using OpenAI models. It enables users to generate stylized artwork through the ghibli_generate_image tool.
An MCP server that integrates with Claude Desktop for managing personal journal entries, providing both a web viewer for browsing journals and tools for adding, searching, and analyzing journal content.
Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
Demonstrates how to implement sampling in MCP servers, allowing tools to request LLM content generation from the client without requiring external API integrations or credentials.
MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.
Enables weather queries using Baidu Maps API, providing real-time weather conditions, 5-day forecasts, hourly predictions, lifestyle indices, and weather alerts. Supports queries by administrative district codes or coordinates with multiple coordinate systems.
Octagon AI Agents to integrate private and public market data
Exposes Monobank personal account data through MCP tools, allowing users to fetch client info, accounts, and jars. It also enables retrieving account statements for specific time periods.
A modular Python wrapper for the SNCF API that integrates with Claude Desktop, enabling intelligent journey planning and train information retrieval across France's railway network.
data google dribe
Provides AI assistants with semantic search access to the MAGMA computational algebra system handbook, enabling natural language queries for documentation, code examples, and explanations of MAGMA syntax and mathematical functions.
Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.
Enables interaction with Minted.com to retrieve address book contacts, order history, and delivery information for recent card orders.
Enables fast text classification using Model2Vec static embeddings with 10 default categories (technology, business, health, etc.), supports custom category management, batch processing, and provides both local and remote deployment options.
Enables AI assistants to operate as remote workers through Telegram, creating an interactive loop where the AI can receive commands, execute tasks, and report back continuously via a Telegram bot and group chat.
Automatically generates pocsuite3-compliant POC (Proof of Concept) code from vulnerability information, with built-in safety features to prevent harmful payloads and ensure secure security testing.
Enables researchers to search ArXiv papers, extract key insights (problems, methods, results) from abstracts, and perform ML-powered analysis including topic modeling, trend visualization, and author collaboration networks.
Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.
Enables LLMs to organize and manage Windows file systems with intelligent file analysis, automated grouping, renaming with date prefixes, and safe operations through dry-run mode and sandbox restrictions.
A semantic gap detection tool that identifies miscommunication and misalignment between texts by measuring semantic distance using embeddings. It enables AI agents to analyze conversation sequences for conceptual drift and reframe questions to uncover hidden needs.
A server that enables accessing and managing ApiFox API information through the Model Context Protocol, supporting both HTTP services and CLI commands.
An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
Enables users to analyze, search, and export chat logs from various platforms through tools for managing chatrooms, contacts, and sessions. It supports advanced filtering by time, keyword, and sender to provide detailed message analytics via MCP-compatible clients.
Allows AI assistants like Claude to directly interact with and control DaVinci Resolve through the Model Context Protocol, providing capabilities for project management, timeline manipulation, media management, and Fusion integration.
next-gen reasoning MCP for agentic AI's Wave Two. successor to Waldzell AI's Clear Thought server.
An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) structures, including SBU and ligand identification, guest removal, and COF stacking analysis. It enables AI agents to perform automated chemical informatics and structural characterization on crystal structures via CIF files.
Connects Claude Desktop to the Open-Meteo API to retrieve real-time weather data for cities worldwide without requiring an API key.
Enables loading and accessing LAML (YAML-based markup language) documents from the filesystem through the Model Context Protocol.
A simple note-taking MCP server that stores notes and can generate summaries of stored content.
MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
An MCP server that enables connection to Microsoft SQL Server databases, providing tools for schema inspection and querying through standardized interfaces.
An MCP server that enables interaction with the Transport Department of Puducherry's API services through natural language, providing access to transportation-related data and operations.
Enables orchestration of multiple Jules AI workers for tasks like code generation, bug fixing, and review using the Google Jules API. It features git integration, a shared memory system, and real-time activity monitoring for complex, multi-agent development workflows.
A Model Context Protocol server that enables querying PostgreSQL databases with tools for executing SELECT queries, inspecting database schemas, and listing tables through natural language.
Enables AI assistants to discover, monitor, and control ZigBee smart home devices through ZigBee2MQTT. Provides intelligent device discovery, state monitoring, and automation integration with support for remote deployment.
Enables AI agents to create and manage MPC wallets across EVM, Solana, and Cosmos blockchains through the Para REST API. It provides tools for wallet creation, status tracking, and secure data signing using Multi-Party Computation.
Enables comprehensive management of Google Ads campaigns through natural language, including campaign creation, ad group management, keyword operations, Performance Max campaigns, conversion tracking, and performance insights with support for multiple accounts.
A legal-tech focused system that coordinates specialized agents for document classification, deadline extraction from Spanish legal texts, and strategic business intelligence. It integrates with Claude via MCP to provide semantic document search and automated deadline tracking using a Supabase vector database.
Enables comprehensive integration with Kommo CRM through 25 tools for managing leads, contacts, companies, tasks, events, and generating detailed analytics reports. Supports advanced workflow management, pipeline operations, and real-time performance tracking.
Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
Enables web scraping, crawling, and content extraction by integrating with the Firecrawl API. It supports deep research, batch scraping, and automatic rate limiting for both cloud and self-hosted environments.
An MCP server for managing Linear issues, projects, teams, and milestones through the Model Context Protocol. It enables users to create, update, and list workspace resources including issue statuses, comments, and user details.
Serves portable behavioral identity models via MCP. Extracts how a person thinks, communicates, and makes decisions from text, then provides always-on identity context, semantic fact retrieval, keyword search, and provenance tracing through 4 tools and 1 resource.
Enables LLMs to access Fujitsu's Digital Rehearsal API through natural language, allowing users to run and analyze simulations of human and social behavior in digital space.
Provides AI tools with direct access to project file bundles and structure through MCP resources and tools, enabling context-aware development workflows with real-time bundle management.
AI-powered cloud architecture - describe infrastructure in natural language, get Terraform, cost estimates, and compliance reports
Enables integration with VOICEVOX text-to-speech services to convert text into audio using a variety of character voices. It provides tools for speech generation, listing available speakers, and monitoring system health.
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents.
A MCP server for Claude that reads Outlook emails its attachments through the Microsoft Graph API.
Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.
Create high quality presentations using AI
Enables the management of AI-powered VibeKit apps, allowing users to control deployments, monitor logs, and perform database operations directly from MCP-compatible clients. It facilitates interaction with hosted AI agents and the execution of headless coding tasks through natural language.
Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub.
A simple MCP server that provides a tool to fetch current weather information for cities using the Open-Meteo API, communicating through stdin/stdout.
A Model Context Protocol server that enables AI assistants to create and manage JIRA issues with rich markdown formatting and automatic conversion to Atlassian Document Format.
Enables AI agents to search for cabs, view prices, and book rides through the open Beckn Protocol by connecting to Beckn-compliant mobility providers like Namma Yatri and ONDC.
Obsidian vault connector for Claude Desktop - enables reading and writing Markdown notes using Model Context Protocol (MCP)
A server that provides DuckDuckGo search capabilities (text, image, news, video search and AI chat) through the Model Context Protocol.
Searches real developer solutions from Stack Overflow, Reddit, GitHub issues, and forums to find battle-tested fixes and workarounds for specific programming problems. Bypasses AI guessing by finding actual community discussions where developers have already solved your exact issue.
Provides dad jokes in multiple styles and topics through prompts and tools, including joke generation, rating, category browsing, and statistics to add humor to development workflows.
This server enables LLMs to design, simulate, and debug electronic circuits using LTspice via natural language commands. It automates netlist generation, library component validation, and iterative error correction for SPICE simulations.
Enables interaction with Dropbox through the Model Context Protocol, providing tools for file management, uploads, downloads, deletion, and token updates with secure runtime authentication.
MCP-Gateway
Enables high-quality AI image generation using MiniMax (Hailuo AI) text-to-image technology through fal.ai, supporting multiple aspect ratios, prompt optimization, and both synchronous and queue-based generation with automatic local image downloads.
A minimal fastmcp demonstration server that provides a simple addition tool through the MCP protocol, supporting deployment via Docker with multiple transport modes.
Enables interaction with multiple Shopify stores simultaneously through the Storefront API. Supports product search, cart management, and store operations across configured Shopify stores through natural language.
Provides Azure Entra ID authenticated access to organizational development resources including checklists, process documentation, and workflows with dual-mode authentication support.
An MCP server that provides access to Tekuila restaurant menus with AI-powered health recommendations and meal planning. It enables users to retrieve daily or weekly menus and receive intelligent nutritional analysis through clients like Claude Desktop and Cursor.
A bridge connecting AI agents to NCBI's PubMed database through the Model Context Protocol, enabling seamless searching, retrieval, and analysis of biomedical literature and data.
Provides programmatic access to Turkey's Ministry of Justice Legislation Information System (mevzuat.gov.tr), enabling users to search legislation, retrieve article hierarchies, and fetch article contents in Markdown format through natural language.
Enables AI assistants to access real-time weather data by city and manage HR operations including job applications, recruitment tracking, and interview scheduling through a unified, modular interface with live updates via SSE.
Gateway MCP Server - Route MCP requests intelligently to multiple backend servers.
Provides mathematical calculation tools including basic operations, expressions, and functions, along with TypeScript SDK documentation resources and meeting summary prompt templates.
A basic Model Context Protocol server that provides static information and facts about cats, dogs, and birds. It enables users to retrieve general animal data through Claude Desktop using either local stdio or HTTP transport.
Integrates with Jira REST API to create tickets with customizable fields and retrieve ticket information by key, with Dockerized deployment support.
A bridge that enables AI language models to publish content to the Nostr network by implementing the Model Context Protocol (MCP).
Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applications like Claude Desktop to connect to remote MCP servers that use SSE transport.
High-performance Model Context Protocol server supporting multiple LLM providers (OpenRouter, OpenAI, Groq) with WebSocket API and conversation history persistence.
A server that enables Cursor AI to generate code from Figma components by connecting to Figma's MCP Dev Server.
Provides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.
A Model Context Protocol server that provides AI agents with secure access to local filesystem operations, enabling reading, writing, and managing files through a standardized interface.
Implements a Model Context Protocol server for WordPress that enhances VS Code with WordPress-specific intelligence, including database integration, code completion, and documentation.
A Model Context Protocol server that provides time tracking integration with TimeCamp, allowing AI assistants to create, retrieve, update, and delete time entries through natural language commands.
Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.
MCP Server that enables LLMs to interact with the local filesystem.
demo
An MCP server that connects AI assistants to Odoo ERP instances via the built-in XML-RPC API without requiring any additional addons. It enables users to search, create, update, and manage Odoo records and models through natural language.
A robust Model Control Protocol server that enables AI agents to access real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and other cyber-security entities.
An MCP server that enables LLMs to interact with the Moodle platform to manage courses, students, assignments, and quizzes.
Enables users to manage airtime transactions through the Africa's Talking API, allowing them to check account balance, send airtime to phone numbers, view transaction history, and analyze top-up patterns across supported African countries.
Manages airline crew qualifications, certifications, FAA Part 117 compliance, and automated pay calculations. Enables crew scheduling, duty time validation, training tracking, and proactive alerts for expiring licenses and medicals.
for shopify api interaction including product, customer, order
A macOS app that provides an MCP server to your Messages, Contacts, and more
A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.
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.
Integrates Honeybadger error tracking with Cursor IDE, allowing developers to fetch, analyze, and troubleshoot application errors directly from their development environment.
Provides access to the Invoices Generator API to create professional, customizable invoices with detailed buyer, seller, and service information. It supports multiple languages, currencies, and tax configurations through a standardized tool interface.
Enables AI assistants to interact with IG Trading API for forex, indices, and commodities trading. Provides 21 tools for account management, position trading, order placement, market data analysis, and watchlist management.
Enables interaction with Old School RuneScape game data and Wiki through the Model Context Protocol, providing tools to search the OSRS Wiki and access game definitions for items, NPCs, locations, and game mechanics.
A TypeScript-based template for developing Model Context Protocol servers with features like dependency injection and service-based architecture, facilitating the creation and integration of custom data processing tools.
Enables creation and management of structured game worlds for text adventures and RPGs with character creation, world generation, and natural language interaction through AI integration.
AI assistant application that integrates FastMCP server with MongoDB Atlas knowledge base, enabling direct MCP tool calling for document search and retrieval through a complete REST API.
Enables Claude to interact with the Readwise Reader API, allowing for saving, listing, updating, and deleting documents with complete metadata and content access through natural language.
Provides access to residential building codes (NEC, IRC, IPC), material specifications with pricing, and project calculators for DIY construction projects. Enables code compliance checking, material search across suppliers, and automated quantity calculations for electrical, plumbing, and construction materials.
Enables creation of infrastructure and architecture diagrams as code using the Python diagrams library, supporting 15+ cloud providers, 500+ node types, custom icons, and flowcharts with multiple output formats.
An MCP server implementation that allows AI assistants to access, search, and interact with Dev.to content, including fetching articles, retrieving user information, and publishing new content.
Enables interaction with the Algorand blockchain network including account management, payments, asset creation and transfers, along with general utility tools. Provides secure mnemonic encryption and supports both testnet and mainnet environments.
Enables AI assistants to interact with MariaDB databases through schema exploration, query execution, and database statistics. Includes security features like read-only mode, parameterized queries, and connection pooling with support for both JSON and Markdown output formats.
An MCP server that enables AI agents to interact with the SpaceTraders API, managing agents, fleets, contracts, and trading operations in the SpaceTraders universe.
Enables AI models to interact with HubSpot CRM data and operations through a standardized interface, supporting contact and company management.
Enables Claude to compare text strings for exact equality and display detailed line-by-line differences with flexible options to ignore whitespace, case, or line ending variations.
Enables SSH connectivity and remote command execution on servers, allowing users to test connections and run commands remotely with support for both local networks and public servers.
Enables AI agents to play and interact with Minecraft servers through mineflayer, providing automated actions like mining, movement, crafting, and real-time game event monitoring.
argocd-mcp
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
Use 3,000+ pre-built cloud tools from Apify, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
Enables Claude Desktop to interact with MySQL databases through secure query execution, schema discovery, and multi-database support with configurable read/write permissions and built-in SQL injection protection.
A lightweight implementation that provides the simplest way to set up an MCP server and client, requiring just two lines of code to create a fully functional system.
Enables semantic search and discovery of free public APIs from an extensive catalog. Provides embedding-based search over API names and descriptions, plus detailed API information retrieval.
Search bills and speaker-attributed hearing transcripts across all 50 US state legislatures.
Enables interaction with any CalDAV-compatible calendar server (Yandex, Google, Nextcloud, iCloud, etc.) to list calendars, create/manage events with reminders and attendees, search events, and handle recurring events through natural language.
Enables AI-powered portfolio analysis for Wealthfolio, allowing Claude to query and analyze investment holdings, asset allocation, real estate properties, and execute transactions through natural language.
An MCP server that enables batch conversion of images to WebP format with configurable options like quality settings, lossless mode, and multi-threading support.
Provides tools for accurate Twitter/X post character counting, validation, and optimization using official counting methods. It enables users to extract entities like URLs and hashtags to ensure content fits within platform constraints.
Enables control of smart lights through MQTT messaging protocol, supporting operations like turning lights on/off and adjusting brightness levels from 0-100.
Enables interaction with Google Slides presentations through OAuth2 authentication. Supports creating new slides, adding rectangles, and managing presentation content through natural language commands.
Connects Claude to PrintSmith Vision for read-only AI-assisted print shop management. It enables users to query customer data, production job statuses, and financial summaries through natural language.
A TypeScript-based MCP server that enables users to manage text notes with features like note creation and summary generation using a Model Context Protocol.
A Model Context Protocol server that translates high-level intents into commands for controlling an Arduino-based LED system via a RESTful interface.
An MCP server for Azure DevOps that allows users to manage work items, sprints, iterations, and attachments. It supports custom WIQL queries and includes pre-defined prompts for common tasks like sprint planning, bug reporting, and daily standup generation.
An MCP server that provides a tool to extract text content from local PDF files, supporting both standard PDF reading and OCR capabilities with optional page selection.
Enables AI assistants to interact with your local Logseq knowledge base through advanced search, content creation, template management, and knowledge organization with privacy-first, local-only operations.
Generates and returns and image using Together.ai
An MCP server that provides memory management and gateway capabilities, enabling persistent storage and retrieval of contextual information across sessions.
An MCP server for automating virtual or physical Android devices using the Gbox SDK. It enables users to manage app installations, capture screenshots, and perform complex UI actions through natural language instructions.
Enables interaction with Datadog's monitoring platform to search logs, search trace spans, and perform trace span aggregation for analysis.
Provides AI assistants with the ability to manage email accounts through cPanel's UAPI, enabling automated email account creation, deletion, configuration, and forwarding management.
Enables seamless integration with Convolut Context Bank for AI-powered context management, search, consolidation, and export operations. Provides 11 powerful tools for creating, managing, and analyzing contexts with semantic search and automated planning capabilities.
AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
A minimal Model Context Protocol server that provides a simple tool for adding two integers. It serves as a demonstration of the official Python MCP SDK and is designed for local execution via stdio.
Enables interaction with Microsoft SharePoint sites, document libraries, and files through the Microsoft Graph API. Supports browsing, searching, uploading/downloading files, managing lists, and creating sharing links with secure OAuth authentication.
Enables AI assistants to interact with the Google Blogger API v3 to manage blog posts and metadata. It supports the full post lifecycle including creating, updating, publishing, and deleting content through natural language.
An autonomous AI development agent that enables full-stack coding, automated verification, RAG-powered code search, and quality assurance through MCP tools. Supports Gemini CLI, Claude Code CLI, with features like parallel verification, security scanning, and spec-driven development.
A Docker-based local RAG backend that provides advanced document search capabilities using vector, graph, and full-text retrieval via the Model Context Protocol. It supports over 28 file formats and tracks evolving relationships between concepts using a Neo4j-backed graphiti implementation.
Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
A suite of MCP servers that allow LLMs to interact with blockchains through MetaMask wallet without exposing private keys, facilitating secure AI-powered blockchain interactions and simplified user onboarding.
Enables secure read-only access to MySQL databases with automatic database inference from project context. Provides safe querying capabilities with built-in security features like parameterized queries, whitelisting, and rate limiting.
An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
MCP server for PDF manipulation — create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes, and more. 16 tools, zero external binaries, TypeScript-native. Install with npx -y @aryanbv/pdf-toolkit-mcp.
Enables interaction with the DiSH room booking platform to search availability, create bookings, and manage reservations. It allows AI assistants to handle meeting room logistics directly through natural language commands.
A persistent memory layer for Claude Code that maintains project information, technology stack, tasks, decisions, and session history between coding sessions, eliminating the need to re-explain project context.
Provides AI assistants with real-time access to the AGNO framework documentation by enabling them to browse, search, and fetch documentation pages. This server allows users to query information about AGNO's Agents, Teams, and Workflows directly through MCP-compatible clients.
An MCP server for local PDF manipulation including merging, splitting, rotating, watermarking, and text extraction. It works with various MCP-compatible clients and processes PDFs entirely on-device without cloud services.
A local document intelligence and knowledge management server for Claude Desktop that provides RAG-powered Q\&A, media transcription, and URL crawling. It features 11 tools for processing various file types and managing a persistent local vector store with zero infrastructure costs.
An MCP server that enables searching YouTube and retrieving high-accuracy video transcripts using local Whisper AI transcription without requiring an API key. It supports single or batch processing and provides transcripts in multiple formats including text, JSON, and SRT.
Converts addresses to GPS coordinates and creates map visualizations using the Geoapify API, allowing Claude users to generate GeoJSON data and map images from location lists.
GenAIScript is a JavaScript runtime dedicated to build relaible, automatable LLM scripts. Every GenAIScript can be exposed as a MCP server automatically.
Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking.
Provides instant GDScript syntax validation and diagnostics by bridging Godot's native Language Server Protocol to MCP clients. Enables real-time syntax checking in AI assistants without requiring custom plugins or context switching to the Godot editor.
A server that provides access to Mathematica documentation through FastMCP, enabling users to retrieve function documentation and list package symbols from Wolfram Mathematica.
Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.
A Model Context Protocol server that enables LLMs to retrieve NBA data including player stats, team information, game logs, and league standings through the nba_api library.
Provides AI assistants with live access to a Gerbil Scheme environment to evaluate expressions, look up module exports, and check syntax. It enables real-time interaction with the gxi runtime for macro expansion and symbol searching.
This MCP server connects clients with Shopify store data, enabling retrieval of product and customer information via exposed tools.
PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
A server based on the MCP framework that provides remote server management capabilities through SSH, supporting features like connection pooling, file transfers, and remote command execution.
A Model Context Protocol server that provides various jokes (Chuck Norris, Dad jokes, etc.) which can be integrated with Microsoft Copilot Studio and GitHub Copilot.
An MCP server that leverages the Microsoft Edge TTS service to provide high-quality text-to-speech capabilities across over 80 languages. It enables users to generate audio files, query available voices, and create subtitle files using natural language commands.
A template for creating and deploying Model Context Protocol servers on the Apify platform using FastMCP, with built-in support for pay-per-event monetization and standby mode hosting.
Enables Claude to control Spotify features including playback control, playlist management, search, and accessing user's listening history and preferences through the Spotify API.
A Java implementation of the GitHub MCP (Model Context Protocol) Server using Spring AI. This server provides MCP-compatible tools for interacting with the GitHub API.
A Model Context Protocol server that provides tools for reading, updating, filtering, and visualizing Excel data through a simple API.
Enables AI assistants to search for pet sitters, manage bookings, and handle pet profiles through the Rover pet services marketplace. It facilitates direct communication with sitters and service management using Playwright-based browser automation.
Enables mobile device automation for Android (via ADB) and iOS Simulator (via simctl), allowing you to control devices with natural language through screenshots, UI interactions, text input, and app management.
Decentralized KYC identity protocol for AI agents. Proves there's a verified human behind any bot using Zero-Knowledge Proofs. No servers, no PII stored.
A Claude integration tool that enables users to query and analyze Aliyun (Alibaba Cloud) Simple Log Service logs through natural language commands.
Enables users to fetch real-time cryptocurrency market data from Binance including OHLCV prices, mark prices, funding rates, and open interest for both spot and futures markets. Provides easy access to Binance trading data through a simple JSON-RPC interface.
An MCP server that enables AI assistants to parse Xcode and Swift build outputs into structured, token-efficient formats like JSON or TOON. It provides tools for executing build commands and extracting detailed diagnostic information such as errors, warnings, and test failures.
An intermediary server that enables AI models to interact with Google's Blogger platform, automating the creation and management of blogs, posts, and labels through the Blogger API.
Powerfully interact with Kibela API.
interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
Provides screen capture and optical character recognition (OCR) capabilities for entire displays or specific application windows. It enables users to list running applications, take screenshots, and extract text from images using multi-language support.
Provides 11 powerful tools for Angular development with enterprise-grade templates, scaffolding capabilities, and project generation features for modern Angular 20.0.x applications.
An MCP server that enables AI clients to delegate tasks to autonomous developer teams using Goose CLI subagents, supporting parallel and sequential execution across specialized roles like backend developers, frontend developers, and security auditors.
Provides a bridge between large language models and the Metasploit Framework, enabling AI assistants to access and control penetration testing functionality through natural language.
Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
Provides real-time Indian options market data and volatility analytics from GetOutpost.in, enabling analysis of implied volatility, realized volatility, volatility risk premium, and skew patterns for data-driven options trading insights on NSE and BSE markets.
uses Excel app instead of creating .xlsx files. Windows only.
An MCP server that provides access to financial market data via the Finnhub API, focusing on earnings calendars. It allows users to retrieve historical and upcoming earnings announcements including EPS and revenue data.
Enables AI assistants to manage Facebook and Instagram advertising via the Meta Marketing API. It provides comprehensive tools for campaign lifecycle management, performance analytics, audience targeting, and creative optimization.
A TypeScript MCP server for launching, tracking, and managing external coding-agent runs across local and remote backends like Codex and Claude Code. It allows top-level agents to orchestrate subagents through tools for spawning tasks, polling events, and handling interactive sessions.
Enables integration with Up Banking API to query account balances, transaction history, and spending categories. Supports filtering transactions by date, category, tags, and account type for comprehensive banking insights.
An MCP bridge that enables Claude Code to directly control Figma via a WebSocket-connected plugin. It allows users to create elements, modify styles, manage layouts, and interact with Figma designs using natural language commands.
Enables interaction with Microsoft SQL Server databases using both SQL Server and Windows Authentication. It supports flexible connection configurations, including read-only modes and encrypted communication for secure data management.
This project is a Model Context Protocol (MCP) server that fetches articles from GeekNews. It is implemented in Python, and performs web scraping using BeautifulSoup.
Enables LLMs to interact with a CRM system through natural language to manage employees, including creating, updating, searching, and viewing employee records and statistics.
A simple MCP server that provides two tools: one for counting specific letter occurrences within words and another for generating UUIDv7s.
Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
A secure server that enables interaction with Discord channels through JWT-authenticated API calls, allowing users to send messages, fetch channel data, search content, and perform moderation actions.
A server that uses the Model Context Protocol (MCP) to allow AI agents to safely execute shell commands on a host system.
Enables comprehensive MySQL database operations including cross-database queries, performance analysis, health monitoring, and AI-assisted database management with role-based access control.
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.
Content moderation and profanity detection MCP server with 19 tools, 24 language support, leetspeak/Unicode obfuscation detection, context-aware analysis, batch processing, and user tracking for AI-powered content safety.
An MCP server that provides integration with Jira and Confluence for managing issues, boards, sprints, and documentation pages. It is specifically designed for native deployment on Heroku to enable AI models to interact with Atlassian resources using standardized tools.
Enables management of F5 BIG-IP load balancers through secure authentication and configuration queries. Supports multiple devices with token caching, allowing users to list virtual servers and device configurations through natural language.
Provides access to Serper.dev's Google Search API for searching, news, images, and places with support for both API key authentication and blockchain-based pay-per-use payment.
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 high-performance FastAPI server supporting Model Context Protocol (MCP) for seamless integration with Large Language Models, featuring REST, GraphQL, and WebSocket APIs, along with real-time monitoring and vector search capabilities.
Enables text-to-speech playback with multiple Japanese character voices using VLC, supporting simultaneous audio playback and custom pronunciation dictionaries for English words.
MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
A Model Control Protocol server that enables AI assistants to control a browser through tools for web automation tasks like navigation, typing, clicking, and taking screenshots.
A postgresql mcp that you can run DQL SQL via it
Enables analysis and querying of Git repository content (both public and private) through a unified tool that provides repository summaries, file structures, and full content optimized for LLM consumption.
An MCP server that captures browser console logs and network requests via the Chrome DevTools Protocol. It allows users to monitor real-time logs, inspect network traffic, and execute JavaScript code directly in the browser context.
Rewrites coding prompts for optimal results with AI IDEs like Cursor by using Claude to add structure, context, and language-specific considerations to user prompts.
MCP server for Qonto
Enables AI agents to query, explore, and analyze PostgreSQL databases through the Model Context Protocol. It provides robust security features including read-only mode, schema restrictions, and query timeouts for safe data interaction.
Enables interaction with Zendesk Support for managing tickets, comments, and filtering via the Model Context Protocol. It allows LLMs to perform actions like creating, updating, and listing support tickets through natural language in a Heroku-native environment.
This tool creates a Model Context Protocol (MCP) server that acts as a proxy for any API that has an OpenAPI v3.1 specification. This allows you to use Claude Desktop to easily interact with both local and remote server APIs.
Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
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