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Official Stripe Link CLI for agent payments — single-use payment tokens, virtual cards, MPP support. The wallet your AI agents use to buy tools and services.

Full GitHub API integration — repos, issues, PRs, branches, and search.

Read-only PostgreSQL database access — queries, schemas, exploration.

Secure file system operations with configurable access controls.

Search dogs, find breeders, check genetics compatibility, and submit buyer inquiries. Powered by BreederOS SaaS platform.

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.

Cloudflare platform — manage Workers, KV storage, R2 buckets, DNS records, and analytics.

Stripe payments — charges, customers, subscriptions, invoices.

Google Calendar — create events, manage calendars, check availability, and handle RSVPs.

Tavily AI search — optimized search for AI agents with structured results, summaries, and answer extraction.

Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.

Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.

MongoDB database operations — query collections, insert documents, manage indexes, and aggregate data.

Supabase platform — database, auth, storage, edge functions.

Figma design platform — read design files, extract components, get layout data, and analyze design tokens.

Twilio communication APIs — send SMS, make calls, manage phone numbers, and handle messaging.

Ollama local LLM runner — run models locally, generate completions, manage model library, and embeddings.

Zapier automation platform — trigger zaps, manage workflows, and connect 6,000+ apps via natural language.

Salesforce CRM — query SOQL, manage objects, automate workflows, and access the Lightning platform.

Obsidian knowledge base — search notes, read and write Markdown files, manage tags, and navigate links.

MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.

Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.

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.

Google Analytics 4 — query reports, analyze traffic, track conversions, and explore audience data.

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.

Sanity headless CMS — query content with GROQ, manage documents, handle assets, and work with schemas.

HubSpot CRM — manage contacts, companies, deals, and track engagement across the sales pipeline.

Atlassian Confluence integration — search pages, read content, create and update documentation.

Linear project management — issues, projects, cycles, workspaces.

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.

Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.

Redis in-memory data store — get/set keys, manage data structures, pub/sub, and cache operations.

SendGrid email API — send transactional and marketing emails, manage contacts, and track delivery.

WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.

Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.

Browserbase cloud browsers — run headless browsers in the cloud with stealth mode and session management.

Airtable database integration — read, create, update, and query records across bases and tables.

Spotify Web API — search music, manage playlists, control playback, and get recommendations.

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.

Qdrant vector search engine — manage collections, store points, and perform similarity search with filtering.

LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.

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.

Raycast productivity — manage clipboard history, snippets, quicklinks, and Raycast extensions.

Telegram Bot API — send messages, manage groups, handle media, and interact with Telegram users.

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.

Sentry error tracking — issues, stack traces, releases, trends.

ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.

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.

Atlassian Bitbucket — manage repositories, pull requests, pipelines, and code reviews.

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.

Strapi headless CMS — manage content types, entries, media, and users via the REST or GraphQL API.

Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.

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.

Apple Notes integration — search, read, and create notes in Apple Notes via AppleScript.

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.

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.

One MCP connection → 100+ MCP servers, with trust audit, discovery, and execution. Trust Scores (0-100) across 5 dimensions: code health, security scan, behavioral audit, community trust, EU compliance.

Enables searching and retrieving Claude Code conversation history that would otherwise expire after 30 days. Supports full-text search, semantic search, and session management with automatic backup of all conversations.

A production-ready TypeScript MCP (Model Context Protocol) server for Cisco Support APIs with comprehensive security and dual transport support. This extensible server provides access to multiple Cisco Support APIs including Bug Search, Case Management, and End-of-Life information.

Enables searching, fetching, and analyzing scientific papers from ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets, with optional LLM-powered document QA and research proposal workflows.

A custom MCP server that provides high-level tools for controlling Shopmium and Quoty apps on Android emulators, allowing for automated app navigation, interaction, and testing without needing to handle low-level implementation details.

Provides persistent memory storage with advanced features like tagging, content search, and expiration settings. It enables users to create directed links between stored memories to build structured relationships and knowledge graphs.

An MCP server providing timezone conversions and time-related operations via RESTful API endpoints, featuring comprehensive error handling and timezone database integration.

Provides comprehensive access to Portuguese weather data from IPMA, including forecasts, warnings, sea state, fire risk, UV index, seismic activity, and weather station observations for all Portuguese cities and islands.

A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.

Solana wallet cleanup, token trading on 12+ DEXes, and market data. Scan wallets for reclaimable SOL, close empty token accounts, burn dust tokens, buy/sell with Jito MEV protection. 7 tools for AI agents.

Enables AI assistants to interact with Implem.Pleasanter project management systems, supporting issue management, advanced search, analytics, bulk operations, and team productivity insights through natural language.

Provides tools to interact with the HireBase Job API, enabling users to search for jobs using various criteria and retrieve detailed job information through natural language.

Acts as a bridge between local MCP clients and WordPress websites, enabling communication with WordPress through simple REST API requests rather than keeping open connections.

Enables building and cleaning Delphi projects (.dproj/.groupproj) on Windows using MSBuild with RAD Studio environment initialization. Supports both individual projects and group projects with configurable build configurations and platforms.

Enables AI agents to interact with Salesforce CRM data by executing SOQL queries and managing records. It provides tools for object metadata discovery and record operations, specifically optimized for Heroku deployment.

A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports both Cloud and Data Center deployments. It provides 136 tools for managing issues, searching documentation, and handling Git workflows like pull requests and pipelines.

A Model Context Protocol Server for MongoDB

Get information about the current operating environment

Enables AI-powered image generation using Volcengine's Doubao model with customizable aspect ratios (1:1, 4:3, 16:9, 3:4, 9:16) and file management. Supports high-quality text-to-image generation with automatic retry, error handling, and flexible save path configuration.

Enables comprehensive TestRail test management integration with support for projects, test cases, runs, results, advanced reporting, analytics, and AutoSpectra test automation framework synchronization.

A Model Context Protocol server that enables Claude to interact with Spotify, allowing users to search for songs, create playlists, add tracks, and get recommendations using their Spotify account.

An oracle for machines that need to think sideways. Feed it a creative problem; it returns something you can't quite explain but can't stop using. Three free consultations.

A minimal Model Context Protocol (MCP) server that uses streamable HTTP transport to provide demo tools for calculations, notes, and time. It serves as a standalone example for testing MCP connectivity and gateway registration through a standard HTTP endpoint.

12306 ticket purchase search server based on Model Context Protocol (MCP). It provides a simple API interface, allowing large models to search for 12306 ticket purchasing information through the interface.

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.

Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.

Enables integration with AntBot, an AI-based RPA platform, allowing users to list, inspect, and execute automation projects with parameter support, while preventing duplicate executions and providing execution log access.

An advanced integration package that leverages OpenRouter and Perplexity APIs to provide enhanced web search capabilities, offering both simple and complex query processing with file attachment support.

Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)

Provides structured sequential thinking capabilities for AI assistants to break down complex problems into manageable steps, revise thoughts, and explore alternative reasoning paths.

Provides tools for stock data retrieval, historical analysis, and market comparison using yfinance. It features robust guardrails to ensure secure interactions and blocks restricted content like investment advice.

Provides access to Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.

Teaches AI coding agents how to reason correctly about MetaMask Embedded Wallets / Web3Auth architecture, SDK choice, key derivation, auth flows, and common integration pitfalls.

Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains

Free service management tools — playbooks, benchmarks, and instant service health analysis. DigitalCore MCP gives you free access to service management expertise directly in your AI assistant. Run a Service Reality Check to score your service health in 60 seconds. Access strategy playbooks for ser

MCP Server to query from your Beancount ledger, or submit transaction.

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for IBM Cloud Object Storage (beta): https://www.cdata.com/download/download.aspx?sku=GMZK-V&type=beta

A browser-based drawing application with AI integration that enables Claude to analyze artwork, provide feedback on composition and techniques, and discuss artistic concepts through MCP tools.

A model routing advisor for autonomous agents — get cost-optimised LLM recommendations via MCP.

Enables downloading and AI-powered transcription of Twitter Spaces audio recordings with multiple output formats including speaker diarization, time-coded text, and summaries.

Enables access to WeatherXM PRO weather station data, including real-time observations, historical data, and hyperlocal forecasts through station queries, geographic searches, and H3 cell-based weather information.

A Model Context Protocol server that enables querying Bitcoin blockchain data, including address information, transaction details, mempool statistics, and ordinals/runes data through the Satstream API.

Enables AI agents to establish and manage persistent SSH connections to remote hosts for executing commands. Supports SSH config files, multi-host management, and automatic reconnection with thread-safe concurrent operations.

An MCP server that allows secure execution of macOS terminal commands through Claude or Roo Code with built-in security whitelisting and approval mechanisms.

Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded.

Native macOS Calendar & Reminders MCP server with 25 tools via Apple EventKit. Supports recurring events, location-based reminder triggers, multi-keyword search, duplicate detection, conflict checking, and batch operations across iCloud/Google/Exchange calendars.

Enables AI assistants to interact with devpipe, a local pipeline runner, allowing them to list tasks, run pipelines, validate configurations, debug failures, analyze security findings, and generate CI/CD configs through natural language.

A server that bridges Anthropic's Claude AI with Geekbot's standup management tools, allowing users to access and utilize Geekbot data within Claude conversations.

AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.

A Model Context Protocol server that enables LLMs to interact with Git repositories, providing tools to read, search, and manipulate Git repositories through commands like status, diff, commit, and branch management.

Connects to Obsidian vaults via the Local REST API plugin, enabling AI-assisted Zettelkasten workflows including creating atomic notes, searching content, managing links and tags, and performing precise content editing operations.

Orchestrates multiple AWS security services to provide comprehensive security assessments, threat analysis, and multi-framework compliance monitoring. It enables users to perform automated remediation recommendations and incident investigations through a unified Model Context Protocol interface.

Provides real-time screen capture streaming in base64 format via WebSocket connections, enabling Claude to view and analyze user screens through natural language requests.

Fetches tide information for any location using latitude and longitude, providing detailed tide data including high/low tides and station information with automatic UTC time zone handling.

Provides integration with Github through the Model Context Protocol (MCP), allowing Large Language Models to interact with Github's repositories, issues, pull requests and search functionality.

Provides context management and todo persistence with AI second opinions from ChatGPT and Claude. Enables saving code snippets, conversations, and todos across sessions with full-text search capabilities.

Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

An MCP server that enables managing Docker containers through natural language commands, allowing users to create, list, and delete containers. It facilitates automated container orchestration and integrates with VS Code via the Cline extension.

A lightweight Windows-native MCP server providing a consolidated suite of 14 tools for shell execution, file operations, and interactive process management. It optimizes efficiency through batch file operations and smart process handling to minimize context window overhead.

Multi-provider search broker with automatic fallback, RRF ranking, content extraction, and budget enforcement.

An MCP server that helps AI assistants manage expense-sharing for social events, enabling the creation of gatherings, tracking of expenses, and calculation of fair reimbursements among participants.

Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.

Generates HTML, CSS, JavaScript components and complete websites using free LLMs (Groq and Google Gemini). Supports multiple AI models for creating web content through natural language prompts.

Enables AI agents to clone entire websites, download files, manage authentication sessions, and analyze site information with support for JavaScript-heavy SPAs and dynamic content.

A robust proxy bridge that connects MCP clients to the Leantime project management system, enabling seamless interaction with projects and tasks. It supports multiple authentication methods and implements the official MCP SDK for reliable protocol handling.

Provides intelligent analysis of token usage patterns and optimization recommendations to improve efficiency and reduce costs in Claude Code sessions. Offers real-time analysis, cost metrics, and actionable insights for better context window and tool usage optimization.

MCP proxy that wraps any MCP server and transparently converts JSON responses in tools/call to TOON format — a token-efficient alternative to JSON optimized for LLMs (~40% fewer tokens).

Multi-agent AI consultation framework for Claude Code via MCP — get second opinions from OpenAI, Gemini, Qwen, DeepSeek

A remote MCP server deployable on Cloudflare Workers that provides integrated Google OAuth authentication for secure tool access. It serves as a reference implementation for building persistent, authenticated MCP connections using Cloudflare Durable Objects and Streamable HTTP.

An enterprise-grade automation server that enables AI assistants to control Windows PCs through intelligent UI element detection, window management, and system-level commands. It leverages the Windows UI Automation tree for reliable interaction, providing tools for mouse/keyboard control, application management, and high-performance screen state analysis.

Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own claims using uncertainty-guided retrieval.

We make it easy for AI agents to hire humans ethically and fairly.

An MCP server that interacts with the ClinicalTrials.gov API v2 to perform drug safety assessments and adverse event comparisons. It enables users to search for clinical trials, retrieve detailed study information, and analyze safety profiles across various medications and control groups.

Enables web content scanning and analysis by fetching, analyzing, and extracting information from web pages using tools like page fetching, link extraction, site crawling, and more.

A Model Context Protocol server that enables Large Language Models to seamlessly interact with ClickHouse databases, supporting resource listing, schema retrieval, and query execution.

A quantum-inspired secret manager that anchors API keys to your OS-native vault, preventing plaintext .env leaks. It empowers AI agents with advanced mechanics like multi-environment superposition, linked entanglements, and ephemeral in-memory tunneling.

Connects AI coding agents to Circuitry's visual workflow platform, enabling them to create and sync code nodes from project files, understand user-drawn flowcharts and diagrams, generate visual flowcharts, and create data visualizations like spreadsheets and charts.

Enables integration with Azure DevOps services, allowing interaction with work items, pull requests, pipelines, wikis, boards, and projects through natural language in Cline and other MCP clients.

Enables Claude Code to use Google Gemini AI capabilities for analyzing PDFs and images, generating and translating text, and reviewing code. Supports both CLI and API backends with different quota limits.

A Telegram-integrated MCP server that enables remote control of Claude sessions through a Telegram bot, including chat, tool approvals, task tracking, and workspace management. It provides a MiniApp interface for real-time monitoring and control of Claude's activities from mobile devices.

Enables Claude to manage Google Calendar events, schedules, and meetings through natural conversation. It supports viewing calendars, creating Google Meet events, and searching for upcoming activities using Nango for authentication.

A secure Model Context Protocol server that enables Claude AI to list, search, and read local documents in formats such as PDF, DOCX, and XLSX. It features read-only access with path traversal protection and supports deployment via Docker with SSE or STDIO transport options.

A production-ready banking server that provides account management, transactions (deposits/withdrawals), balance inquiries, and transaction history through MCP tools with API key authentication, idempotency support, and real-time WebSocket updates.

Interact with TikTok videos

Persistent memory for AI agents. Store, recall, and share knowledge across sessions with five MCP tools: remember, recall, context, forget, and share. Includes semantic search and agent/user/org scoping.

Provides AI assistants with accurate current date and day of week information through simple tools for retrieving ISO-formatted dates and day names.

A server that enables AI systems to browse, retrieve content from, and interact with web pages through the Model Context Protocol.

Enables comprehensive Windows process and service management with secure UAC elevation. Supports discovery, inspection, and control of processes by name, PID, or port number, with both AI-assisted and direct command-line interfaces.

Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.

Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It exposes a single tool, verify_text_intent(text, intent_description, threshold), which uses a local quantized NLI cross-encoder (INT8 ONNX) to return a 0.0–1.0 probability that the text satisfies the given intent — and, when it doesn't, a structured correction prompt for agent retry loops. Useful for building com

Enables AI agents to discover and pay for monetized services such as PDF processing and DeFi operations using USDC on the Base blockchain. It provides automatic payment processing and secure local wallet management for seamless integration with MCP-compatible clients.

Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

Provides comprehensive management of TrueNAS SCALE instances through 278 actions across 18 categories using a token-efficient hierarchical tool design. Users can perform tasks like storage management, service configuration, and system monitoring while benefiting from built-in safety confirmations and read-only dashboard resources.

A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.

A Node.js server that provides advanced video and image processing capabilities through the Model Context Protocol, enabling operations like conversion, compression, editing, and effects application.

An MCP server that enables ChatGPT to manage WordPress content by creating, updating, retrieving, and deleting posts via the WordPress REST API. It uses FastAPI and Cloudflare Tunnels to provide a secure interface for natural language site administration.

Enables intelligent task assignment to developers using hybrid AI algorithms that match tasks based on past experience, skill sets, workload balance, and project alignment. Features enterprise-grade security with AES-256 encryption and 75% performance optimization through smart caching.

A Model Context Protocol server that enables building Android projects and running tests directly in Visual Studio Code through extensions like Cline or Roo Code.

Enables AI assistants to interact with Umami Analytics for both Cloud and self-hosted instances. It provides tools to retrieve website statistics, visitor metrics, pageview trends, and real-time active user counts.

Drawing Tool for AI Assistants

The self-hosted MCP bridge between Claude Chat and Claude Code.

A minimal MCP server that enables searching through pre-scraped React documentation using a hybrid approach combining DuckDB full-text search and transformer-based reranking.

Enables AI assistants to interact with Testmo test management platform for creating, reading, updating, and deleting test cases, managing folders, and organizing test runs through natural language.

Enables LLMs to retrieve Tokyo Stock Exchange stock information and execute SQL queries on Databricks SQL warehouses, deployed as a Databricks App.

An MCP server that enables LLM agents to interact with the Japanese novel publishing site Kakuyomu, providing tools for searching works, retrieving episode lists, and reading content.

Connects Claude with Microsoft Outlook through the Graph API, providing comprehensive email, calendar, folder management, and rules creation capabilities.

Audits local package folders to generate publish-readiness reports and previews of NPM tarball contents. It helps developers identify and resolve configuration issues like missing types or broken exports before releasing code.

semantic-edit-mcp

Enables AI assistants to interact with Zoho Projects for managing projects, tasks, issues, milestones, users, and performing searches. Supports comprehensive project management operations through natural language with automatic OAuth token handling.

Connects GPT-4 to a merchant store API, allowing users to query and manage store data for the Tnc_Store merchant through natural language interactions.

A Model Context Protocol server implementation providing standardized access to Xero's accounting and business features, enabling operations like contact management, invoice creation, and chart of accounts management through MCP.

MCP server for asking questions about Prisma Cloud documentation

Enables AI assistants to query Cisco ThousandEyes v7 API for network monitoring data including tests, agents, alerts, dashboards, and test results (network, page-load, web-transactions, path visualization) for faster troubleshooting through natural language.

Enables image generation and editing using Google's Gemini models with support for model selection and custom aspect ratios. Users can generate high-quality images or modify existing ones through natural language prompts while controlling specific parameters like quality and dimensions.

Provides a Model Context Protocol interface for managing and monitoring NetApp ONTAP storage systems through tools for log access, performance metrics, and cluster health. It enables users to perform storage efficiency analysis and volume management using natural language interactions.

A demonstration implementation of the Model Context Protocol server that facilitates communication between AI models and external tools while maintaining context awareness.

A server implementing the Model Context Protocol that enables AI assistants like Claude to interact with Google's Gemini API for text generation, text analysis, and chat conversations.

An MCP server that provides secure, read-only access to the TrakSYS manufacturing analytics platform through entity-based tools and guided investigation prompts. It enables users to interact with manufacturing databases and perform data analysis via natural language.

Turn any GraphQL API into MCP tools. Zero config, zero code. Auto-introspection, flat InputObject schemas for better LLM accuracy, smart truncation, retry logic with exponential backoff.

A server that implements the Model Context Protocol (MCP) on Cloudflare Workers, allowing AI models to access custom tools without authentication.

Bridges locally installed Raycast extensions to any MCP-compatible client via stdio or HTTP. It enables headless execution of extension logic by shimming UI components and leveraging existing OAuth tokens.

Memara MCP Server provides persistent memory capabilities for Claude Desktop through Server-Sent Events transport. Store conversations, insights, and knowledge with semantic search. Transform Claude from stateless assistant to memory-enabled AI companion.

A Model Context Protocol server built with FastMCP that provides financial data tools for AI agents, enabling them to access and analyze stock market information from Yahoo Finance through natural language queries.

Enables interaction with Trello through the Trello API, allowing users to manage boards, lists, and cards including creating, updating, deleting, and retrieving Trello data through natural language.

An MCP server that allows agents to interact with Meilisearch, a powerful open-source search engine, through its API using natural language.

Architectural Gatekeeper for AI coding. Prevents "tunnel vision" bugs by forcing the AI to verify dependencies (via AST parsing) before editing files. Supports JavaScript & TypeScript. Blocks unsafe edits until the AI proves it understands the impact

Provides Claude Desktop with access to Apple Calendar and Reminders on macOS for managing schedules and tasks through natural language. It supports comprehensive operations like creating, editing, and searching events and reminders, along with a custom hashtag-based tagging system.

A Model Context Protocol (MCP) server for authenticated REST APIs. Drop it into any project, point it at your API, and let AI agents call endpoints — with auto-login, 2FA support, Swagger spec fetch, and fuzzy endpoint search — all without writing a single line of auth code.

A minimal Model Context Protocol (MCP) server that fetches the current Ethereum (ETH) price in USD. Data source: the public CoinGecko API (no API key required). This MCP is designed to simulate malicious behavior, specifically an attempt to mislead LLM to return incorrect results.

Enables comprehensive ProtonMail management through SMTP and IMAP, supporting email sending/reading, folder operations, analytics, and contact tracking with advanced search and automation capabilities.

MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.

A Model Context Protocol server that provides comprehensive domain analysis capabilities including WHOIS lookups, DNS record queries, and DNS health checking.

Accurately counts Japanese text characters using grapheme clusters, properly handling surrogate pairs and combining characters through the Intl.Segmenter API.

Enables interaction with SAP Commerce systems through OCC APIs, supporting product discovery, cart management, customer support operations, and store information retrieval. Provides both local and remote connectivity options for AI agents to perform e-commerce tasks.

Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic, security, and architectural alignment. It provides tools for fetching diffs, file contents, and project metadata, alongside guided prompts for professional code reviews.

Provides tools for AI assistants to query the Canton Network for data on contracts, governance, validators, and party transactions through the Lighthouse Explorer API. It enables seamless interaction with blockchain statistics, price history, and name services without requiring an API key.

Enables querying the latest commit information for any file in the Chromium repository, including commit hash, author, timestamp, message, and modified files through the Gitiles API.

A server that implements the Model Context Protocol (MCP) with StreamableHTTP transport, enabling standardized interaction with model services through a RESTful API interface.

An MCP server that provides persistent memory for AI assistants by automatically recording and injecting project-specific rules, decisions, and configurations through session hooks. It utilizes Gemini to analyze conversations, manage token-efficient context, and perform autonomous background tasks like documentation updates.

A server that provides MySQL database operations through SSE (Server-Sent Events) based on the MCP (Model-Controller-Provider) framework, enabling real-time data transmission from MySQL databases.

Localization as code — push, pull, translate, and extract strings from code with AI. 7 MCP tools for type-safe i18n across 182 languages.

Provides AI-powered image analysis capabilities including captioning, visual question answering, object detection, and coordinate pointing for both local files and remote URLs through the Moondream vision language model.

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. 68 tools including messaging, presence, memory, and 27 multiplayer games.

An MCP server that provides AI assistants with comprehensive access to n8n workflow automation nodes, properties, and documentation. It enables models like Claude to search for nodes, access configuration templates, and manage workflows through natural language.

Enables LLMs to interact with Neo4j graph databases using natural language to execute Cypher queries and introspect database schemas. It supports both read and write operations for local, Docker, and cloud-based instances like Neo4j Aura.

MCP server for ZapCap API providing video caption and B-roll generation via natural language

A Python bridge for interacting with the macOS Messages app using MCP (Multiple Context Protocol). Simple install using uvx mac-messages-mcp

An open-source MCP server that provides applications like Cursor, Windsurf, and Claude with access to llms.txt documentation files, allowing users to control and audit context retrieval.

A template for building and deploying custom remote MCP servers on Azure Functions with Python, allowing for saving and retrieving snippets with built-in security using keys and HTTPS.

RAG-powered document search server that enables semantic search across large collections of legal and business documents (PDF, Word, Excel, PowerPoint) using local embeddings with no API costs.

An MCP server that allows AI models to securely access and manage WeChat Cloud-based reservation data. It provides tools for querying records, updating appointment statuses, and deleting entries through the WeChat Cloud Development API.

Enables offline AI agent automation with embedded local LLM (Qwen 2.5), sandboxed file operations through AgentFS, and dynamic skill loading. Exposes capabilities via MCP with tri-state safety guards for private, air-gapped environments without network connectivity or API costs.

An MCP server implementation that enables interaction with the Letta API for managing agents, memory blocks, and tools in the Letta system.

Enables AI assistants to interact with Inductiveautomation's Ignition SCADA/MES platform through its REST API. Provides 45+ tools for gateway management, project operations, backup handling, log analysis, and license activation.

Connects AI assistants like Claude to Ravira's dental practice AI receptionist. Provides tools for patient queries, feature overviews, sample conversations, dental topic searches, and demo requests.

A server implementing the Model Context Protocol to allow direct access to French legal resources (laws, codes, case law) from compatible Large Language Models like Claude, enabling interactive legal research through the Legifrance API.

Enables AI assistants to send LINE messages, including text, stamps, Flex Messages, and check message quotas through the LINE Messaging API.

A Model Context Protocol (MCP) server that integrates with OmniFocus to enable Claude (or other MCP-compatible AI assistants) to interact with your tasks and projects.

Provides efficient handling of large Excel files through automatic chunking and pagination, using MCP to enable seamless file reading and management features such as sheet selection and error handling.

This server facilitates interaction with Keboola's Storage API, enabling users to browse and manage project buckets, tables, and components efficiently through Claude Desktop.

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

Exposes GitHub REST API operations as AI-ready tools for managing repositories, tracking push history, and updating settings. It enables LLM agents to perform tasks like creating repositories, retrieving metadata, and monitoring branch activity through a standardized interface.

Provides hourly weather forecasts using the AccuWeather API, enabling users to access current weather conditions and detailed 12-hour forecasts tailored to specific locations.

Enables remote Python code execution via the Model Context Protocol for secure, real-time lab scenarios and sandbox testing. It allows AI clients like Claude and Cursor to execute and evaluate code within a virtual lab environment.

A Model Context Protocol server that helps users create, validate, and optimize AI prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).

A text-to-speech MCP server that enables AI assistants to speak using the VOICEVOX engine with support for multi-character conversations. It features queue management, low-latency streaming via FFplay, and cross-platform playback across Windows, macOS, and Linux.

Enables interaction with QA Studio test management platform directly from Claude, allowing users to manage projects, create test runs, view test results, create test cases, and submit manual test results through natural language.

Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.

Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.

Facilitates structured creative thinking through sequential thought processing, helping users shift from reactive problem-solving to proactive outcome creation using structural tension analysis and stage-based thinking workflows.

Policy enforcement gateway for MCP tool calls, evaluating every tool invocation against declarative YAML policies (allow/deny/escalate-to-human), generating cryptographic hash-chained audit receipts, and including built-in content safety scanning.

Provides tools for AI assistants to interact with the Dida365 (TickTick) task management API, allowing management of tasks and projects after user authorization.

A deployable Model Context Protocol server on Cloudflare Workers that runs without authentication requirements, allowing integration with AI models through the Cloudflare AI Playground or Claude Desktop.

A Model Context Protocol server that provides access to JIRA issue data stored in CSV files, enabling AI assistants to query, filter, and analyze JIRA issues through standardized tools.

Enables browser automation through Playwright with persistent sessions and cookie state management. Supports web navigation, page interaction, and browser control via JSON-RPC protocol over stdin/stdout.

Unity Editor MCP SDK that exposes Unity Editor capabilities as MCP tools, enabling AI assistants like Claude Code to drive Unity Editor workflows through prefab inspection, asset manipulation, and preview rendering.

Enables AI assistants to evaluate task complexity, verify package installation safety, and log complex reasoning processes. Provides structured assessment of multi-step tasks and environment validation for safer code execution workflows.

Provides read-only access to MetaTrader 5 market data, trading history, and technical analysis through Python execution. Supports querying price data, calculating indicators, creating charts, and generating forecasts with Prophet and ML models.

An MCP server that enables interaction with Kubernetes resources through natural language interfaces like Goose CLI, allowing users to get, read, and patch Kubernetes resources.

Enables AI agents to interact with the Yapy Network social feed platform by registering accounts, posting messages, and fetching global or personalized feeds. This server allows agents to participate as first-class citizens in a social environment directly through MCP-compatible clients.

A state-based agent orchestration system that allows transitions between different states (IDLE, PLANNING, RESEARCHING, EXECUTING, REVIEWING, ERROR) while maintaining conversation context and providing state-specific prompts.

Provides token-efficient document search and retrieval for LLMs by returning relevant document sections within specified token budgets. It utilizes section-aware parsing and Bloom filter elimination to offer high-speed, zero-dependency access to large documents.

Enables intelligent academic paper discovery through ArXiv search and AI-powered semantic similarity analysis. Helps researchers find and rank the most relevant papers using natural language queries and state-of-the-art sentence transformers.

Enables high-quality AI image generation with superior text rendering using the fal-ai/ideogram/v3 model. Supports advanced style control, custom dimensions, color palettes, reference images, and queue-based generation with automatic local image downloads.

Enables AI assistants to securely access and search Fastmail emails via the JMAP API. Supports searching emails, retrieving full email content, and listing mailboxes with read-only access using Fastmail API tokens.

MCP Server for crafty controller

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with Google Workflows API, allowing management of workflow executions and definitions through natural language commands.

Provides AI agents and LLMs with standardized tools to interact with the ICON MCP v108 API. It supports asynchronous operations and Docker deployment for seamless integration with Model Context Protocol clients.

Enable to request information from EVM chains

A production-ready Model Context Protocol server that integrates with ServiceNow for enterprise workflows and provides comprehensive health monitoring capabilities.

SAP SuccessFactors MCP Server by CData

A server that enables vector and keyword search capabilities in Typesense databases through the Model Context Protocol, providing tools for collection management, document operations, and search functionality.

Provides access to Strapi CMS content through the MCP protocol, allowing users to create, read, update, and delete content entries via Claude.

Magic: The Gathering card search, rules lookup, deck analysis, price data, and Commander intelligence. 14 tools, Scryfall + Academy Ruins + Commander Spellbook data.

A professional video format conversion tool based on MCP protocol that supports multiple formats, batch processing, and quality control for video files.

Local-first MCP server for Quo/OpenPhone automation across messaging, calls, contacts, users, phone numbers, and webhooks via a clean stdio tool surface.

About Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.

Enables AI-powered academic paper discovery, search, and analysis from arXiv with advanced features like semantic search, citation network analysis, and multi-format exports (BibTeX, RIS, JSON, CSV). Provides intelligent research assistance through specialized AI prompts for summarization, trend tracking, and literature review automation.

Enables interaction with Rocket.Chat instances through MCP protocol. Allows users to manage chat operations and integrate with Rocket.Chat servers using natural language commands.

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

Provides AI assistants easy access to Django best practices by splitting comprehensive styleguide documentation into AI-friendly sections accessible through the Model Context Protocol.

Provides HTTP/JSON access to all Privateness CLI functionality for cryptocurrency wallet management, transactions, and blockchain operations. Enables team development workflows by exposing 40+ privateness-cli commands through REST API endpoints.

Remote MCP Server for listing and getting the menus of the official mensas in munich

Enables AI assistants to control and inspect a live Chrome browser for automated web debugging, performance analysis, and Lighthouse audits. It allows agents to capture screenshots, monitor network requests, and measure Core Web Vitals using plain-English prompts.

Enables AI assistants to access Venice AI's capabilities including chat with open-source models, image generation, text-to-speech, embeddings, and API key management.

A server application that integrates with Atlassian Confluence API, providing custom endpoints for MCP functionality to interact with Confluence content.

Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.

A Model Context Protocol server that provides intelligent file reading and semantic search capabilities across multiple document formats with security-first access controls.

A Model Context Protocol server that enables querying FHIR healthcare data using natural language, allowing doctors to retrieve patient information, medications, observations, and other healthcare records.

HDFS MCP Server by CData

A remote Model Context Protocol server that runs on Cloudflare Workers without requiring authentication, allowing users to deploy and connect custom AI tools to clients like Claude Desktop and Cloudflare AI Playground.

Enables executing mgit push operations to manage and synchronize multiple Git repositories with batch commit and push capabilities. Supports multiple instances with repository isolation and operation logging.

BinjaLattice provides a secure interface for Binary Ninja that enables AI agents to perform binary analysis and database modifications via the Model Context Protocol. It allows for the extraction of pseudocode, disassembly, and metadata while supporting automated updates to function names, variables, and comments.

vedit-mcp

An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.

Provides advanced AI reasoning and strategic thinking capabilities using Pollinations AI API with DeepSeek models, plus real-time web search through SearchGPT for comprehensive analysis and research.

The sessionless code interpreter. Securely run AI-generated code in stateful sandboxes that run forever.

A server providing rigorous causal inference tools through the Model Context Protocol (MCP), offering 42 specialized causal analysis tools that cover modeling, effect estimation, attribution, root cause analysis, counterfactuals, and sensitivity analysis.

Enables users to generate PlantUML code for UML Class and Sequence diagrams using Google Gemini AI. Supports both domain JSON input and free text descriptions to create structured UML diagrams.

Enables interaction with You Need A Budget (YNAB) through their API, allowing users to manage budgets, accounts, categories, transactions, payees, and scheduled transactions through natural language.

Turn YouTube videos into short clips — from Claude, Cursor, or any AI assistant that supports MCP. You give it a YouTube link. It finds the best moments, reframes them for vertical video, adds subtitles, and gives you download links. All from a chat.

An MCP server that creates a virtual traveling environment on Google Maps, allowing users to guide an avatar on journeys with photo reports and SNS integration.

A production-ready MCP server scaffold that features built-in authentication, Docker support, and a comprehensive CI/CD release pipeline. It provides a standardized template for deploying servers with multi-transport support and configurable read-only modes.

A Model Context Protocol (MCP) server that provides real-time flight tracking and status information using the AviationStack API.

A Model Communication Protocol server that connects Meetup.com's event discovery APIs with Anthropic's Claude LLM, enabling intelligent event discovery and natural language querying for Meetup events.

Enables academic research through the OpenAlex API, allowing users to search for papers, authors, and institutions, retrieve citations, and fetch full-text content when available. Perfect for building intelligent research assistants that can explore academic literature and related works.

Enables parsing and extracting content from WeChat public account articles using browser simulation, supporting multiple output formats (JSON, Markdown, HTML) and media resource extraction.

Generates blog and social media images using Google's Gemini AI with pre-configured platform presets for Ghost, Medium, Instagram, Twitter, LinkedIn, YouTube, and more.

Enables comprehensive B2B sourcing on Alibaba.com with Prizm ERP integration. Automates procurement workflows from product search and supplier discovery to RFQ management and quotation comparison through 21 specialized tools.

Enables AI assistants to interact with Feishu/Lark platform through comprehensive OpenAPI integration, supporting message management, document operations, calendar scheduling, group chats, Bitable operations, and more automation scenarios with dual authentication support.

Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.

Provides access to 400+ AI models from OpenRouter, enabling users to chat with models like GPT-4, Claude, Gemini, and Llama, compare responses across multiple models, and retrieve model information with pricing details.

Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.

Dynamically generates MCP tools from OpenAPI specifications, enabling AI assistants to interact with any REST API through natural language. Supports multiple APIs with authentication, parameter validation, and integration with Claude Desktop and LangChain.

Context-Pods is a comprehensive development framework for creating, testing, and managing Model Context Protocol (MCP) servers. It provides a Meta-MCP Server that can generate other MCP servers through natural language descriptions or by wrapping existing scripts.

MCP server for humanaway, a social network for AI agents. Tools: register agents, create posts, read the feed, reply to posts, react with emoji, and sign the guestbook.

The server proxies requests from client to JetBrains IDE.

Automatically scans project dependencies (npm, Composer) for security vulnerabilities using the OSV.dev database, providing real-time alerts and detailed remediation guidance directly in your IDE.

A comprehensive Model Context Protocol (MCP) server for product inventory management with PostgreSQL database backend, enabling natural language queries for product information across multiple AI platforms.

FortunaMCP is an advanced MCP server dedicated to generating high-quality random values. It leverages the Fortuna C-extension, which is directly powered by Storm—a robust, thread-safe C++ RNG engine optimized for high-speed, hardware-based entropy.

A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.

An MCP server for Oura, an app for tracking sleep

An MCP server that enables users to shorten long URLs into permanent, shareable links using the AceDataCloud API. It supports both single and batch URL shortening directly within MCP-compatible clients like Claude and VS Code.

An MCP server that enables interaction with the CrowdStrike Falcon API for managing hosts, detections, IOCs, and security policies. It supports both STDIO and HTTP/REST transport modes for seamless integration with AI clients like Claude and Cursor.

Generates 2D game assets (sprites, icons, tilesets, characters, animations) using AI workflows powered by ComfyUI with support for viewpoint control, style presets, and Unity export.

Deep Research and Batch Tasks

AI-native orchestration layer with 80+ tools for task management, code editing, browser automation, terminal control, and persistent memory across CLI, local MCP, and cloud deployments.

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.

A production-ready MCP server for AI agents, providing deep web research and RAG capabilities via Cloudflare Workers.

Enables comprehensive automation and management of Ghost CMS blogs through AI assistants, supporting full CRUD operations for posts, pages, members, media uploads, and bulk content management with enterprise-grade security and performance features.

Enables AI applications to interact with the Base blockchain network and Coinbase API, supporting wallet operations, smart contract deployment, token transfers, NFT management, DeFi lending through Morpho vaults, and onramp functionality.

A continuous integration server that automates Python code analysis, providing linting and static type checking tools for quality assurance.

Enables interaction with the Bitpanda cryptocurrency exchange through their Developer API. Exposes Bitpanda trading and account management endpoints as MCP tools via a FastAPI wrapper.

Enables spec-driven development workflows with AI assistants, providing tools for managing specification lifecycles, task dependencies, code navigation, testing, and automated reviews through a unified CLI and MCP interface.

Modular MCP toolbox that gives AI agents controlled access to shell, files, Git, Ollama, Shopify, vision, browser automation, and more — 12 FrankenTools.

An MCP server that wraps the Svelte Language Server to provide IDE-like tools for Claude Code and other MCP clients. It enables advanced Svelte development features including symbol navigation, diagnostics, refactoring, and component-specific analysis.

Enables secure read-only access to PostgreSQL databases through SELECT queries only, with tools for exploring schemas, listing tables, and executing common queries while preventing any data modification operations.

A read-only hospitality-focused MCP server that enables users to retrieve reservation details, listing briefs, and guest conversation contexts from Hostaway. It simplifies hospitality workflows by providing specialized tools for searching threads and viewing reservation data through natural language interfaces.

About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.

A specialized code review service that provides 36+ critics for different programming aspects and 3 fixing strategies to automatically address identified issues in a two-step workflow.

Enables interaction with AFFiNE workspaces through GraphQL API to manage documents, search content, handle comments, and access version history. Supports comprehensive workspace operations including document publishing, comment management, and user authentication via session cookies or personal access tokens.

An MCP server to create secure code sandbox environment for executing code within Docker containers.

Provides comprehensive access to GridStack.js functionality for building dynamic dashboard layouts and responsive drag-and-drop grid systems. Includes 26+ tools for widget management, layout control, and serialization with support for React, Vue, and modern CSS frameworks.

Enables AI assistants to query and manage GoCD pipelines, stages, and jobs through the Model Context Protocol. It allows users to trigger builds, analyze failures, and access build logs or artifacts using the GoCD REST API.

Provides centralized knowledge management for projects, allowing users to store, search, and maintain project-specific knowledge that persists across sessions.

Gives Claude Desktop read-only access to your WhatsApp chats and message history via a local MCP server.

Enables interaction with Yuque (语雀) knowledge base platform through their API. Supports document management, search, and repository operations including creating, reading, updating, and deleting documents in multiple formats.

A Model Context Protocol server that integrates LLMs with Frontapp's customer communication platform, enabling access to conversations, contacts, and tags while supporting real-time updates via webhooks.

Provides comprehensive Element-UI v2.15.14 component documentation including properties, events, and usage examples to help AI assistants generate accurate Vue 2 code.

MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.

A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.

Enables AI assistants to manage BookStack documentation through natural language, supporting content browsing, search, and CRUD operations for books, chapters, and pages.

A Model Context Protocol server that allows Claude to query the Untappd beer database API for searching beers and retrieving detailed beer information.

Provide seamless access to Magic: The Gathering Chinese card data from 大学院废墟(sbwsz.com) through a set of powerful query tools. Search cards by complex criteria, retrieve card sets, and get detailed card information to enhance your applications or workflows.

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Bitbucket (beta): https://www.cdata.com/download/download.aspx?sku=KJZK-V&type=beta