AWS Terraform Base Linear Stagehand Postgrest Markdownify Browser Automation Email Sender AWS Documentation Kubernetes Asana Figma Proxmox Manager Brave Search Base Transloadit Magnitude Amazon Keyspaces MiniMax Media Studio OpenAPI Proxy Azure DevOps Shopify Mobile Next Email Sender chroma Dash Documentation Browser Raygun GitLab Step Functions Web Research Azure Magic UI Proxmox Manager Echo Workflowy React Development Guide CloudWatch Logs Chart Generator Code Mode Neo4j Browser Automation Software Planning Stripe PixVerse Snyk Security Slack Render Hyperbrowser Dice Roller Task Manager Postgrest Nova Canvas Transloadit Neon Database Google Maps Unreal Engine Cost Control Proxy AWS CDK Assistant React Development Guide Google Maps Google Drive Semgrep Browser Tools AWS CDK Assistant Webflow Finch Container Tools Unreal Engine Amazon Keyspaces Asana PixVerse Voice Assistant Sentry Parallel Search Graphlit Web Eval Agent Prometheus Query DALL-E Web Research Shopify Cost Control Proxy Sequential Thinking PostgreSQL Reader OpenAPI Dynamic Tools Code Interpreter Puppeteer Aurora Postgres MiniMax Media Studio Amazon Q Search Stagehand Webflow Slack Amazon MQ Context7 AWS Diagrams Azure Substack Writer Render Snyk Security Supermemory Redis Blender Sequential Thinking Playwright WatsonX Flows PostHog Task Manager Airtable Fireproof Browser Use Markdownify OpenAPI Dynamic Tools Riza EverArt Forge DALL-E Svelte Appium Browser Tools WolframAlpha WatsonX Flows Browserbase Exa Search Puppeteer Alibaba Cloud Ops Valkey Parallel Tasks Browserbase Postman API Tools Palo Alto Firewall Suite Meeting Intelligence Byterover Cipher Finch Container Tools Redis IP Geolocation Magnitude Bitcoin Explorer Supabase Unity Bridge CloudFormation Obsidian Meeting Intelligence Tavily Supermemory iTerm Dice Roller Amazon EKS Manager Code Mode Financial Data Knowledge Graph Memory Prometheus Query Hyperbrowser IP Geolocation LaunchDarkly Cloudflare AWS Support Lambda Bridge Fetch Obsidian Bitcoin Explorer Synthetic Data Stripe Cost Explorer Apple Native Tools Software Planning AWS Diagrams CloudWatch Logs Sentry Brave Search Atlassian OpenAPI Proxy Nova Canvas Fetch Neon Database Aurora MySQL Ableton Live Palo Alto Firewall Suite Apple Native Tools Atlassian Svelte Azure DevOps Auth0 Code Search Airtable Semgrep SNS/SQS Manager CloudFormation Code Search OpenOcean DEX Railway Neo4j Terraform Validator Fireproof AWS Documentation Chart Generator Google Calendar Mobile Next SQLite Apify Actors DocumentDB Echo AWS Knowledge Valkey Aurora DSQL Sleep Parallel Search Tavily Qdrant ElastiCache Memcached Context7 Railway Kubernetes Observer WhatsApp Web Eval Agent Auth0 Code Interpreter AWS Serverless iTerm Parallel Tasks Axiom Voice Assistant AWS Knowledge Base (Archived) Sleep Cline Community Byterover Cipher Axiom ElevenLabs Step Functions DynamoDB Mem0 Supabase Unity Bridge Magic UI Browser Use Bedrock Data Automation YouTube Subtitles Aurora DSQL Aurora MySQL Pinecone Assistant Exa Search RP1 Developer Neptune Query Solana Agent Kit Spotify AWS Serverless Needle Search MotherDuck Qdrant Kubernetes Observer SendGrid Perplexity Research Amazon Q Search Kagi Search AWS Terraform JetBrains IDE Lambda Bridge Appium Cline Community PostHog SQLite AWS Infrastructure Needle Search Cloudflare Raygun Azure Services (archived) Alibaba Cloud Ops eSignatures SNS/SQS Manager Document Converter Solana Agent Kit Discord eSignatures Perplexity Research Codegen MotherDuck Neptune Query Pinecone Assistant Ollama OpenOcean DEX chroma Cost Analysis Knowledge Graph Memory Database Toolbox Genkit Integration AWS Knowledge Base (Archived) ComfyUI AWS Support PlanetScale Substack Writer Aurora Postgres PlatformIO GitHub ElastiCache Memcached Bedrock Knowledge Base ElastiCache YouTube Subtitles Bedrock Knowledge Base Blender Workflowy Codegen GitLab WhatsApp Bedrock Data Automation RP1 Developer Cost Explorer Cost Analysis MATLAB Core PostgreSQL Reader Financial Data Ableton Live Kagi Search AWS Infrastructure AWS Knowledge JetBrains IDE Mem0 Postman API Tools ComfyUI Code Documentation Generator GitHub DocumentDB Amazon EKS Manager Synthetic Data Oxylabs Scraper Apify Actors Serper Search Riza Google Calendar Verodat Git Repo Research PayPal Git Repo Research Timestream InfluxDB Terraform Validator Core Server Google Drive Notion SendGrid PlatformIO PayPal Serper Search ElevenLabs LaunchDarkly Kubernetes Notion Dash Documentation Browser DynamoDB PlanetScale Timestream InfluxDB MATLAB Core Amazon MQ Code Documentation Generator ElastiCache Oxylabs Scraper Database Toolbox WolframAlpha Azure Services (archived) EverArt Forge Amazon Kendra Index Git Tools Amazon Kendra Index Figma FireCrawl Spotify Discord File System Playwright Document Converter Ollama Core Server Git Tools FireCrawl File System Verodat Graphlit Amazon Location Genkit Integration Time Amazon Location Time Linear Bedrock Knowledge Base MotherDuck Magnitude Blender Parallel Tasks Nova Canvas AWS CDK Assistant Substack Writer Code Mode SQLite GitLab Fireproof Cost Control Proxy Transloadit Fireproof Blender Parallel Tasks Proxmox Manager Shopify MiniMax Media Studio Solana Agent Kit Sequential Thinking Synthetic Data Base Amazon Kendra Index Bedrock Knowledge Base Neptune Query Time Step Functions Browserbase Azure DevOps Codegen AWS Support Aurora DSQL CloudFormation AWS Documentation Markdownify Terraform Validator Google Maps Azure Byterover Cipher chroma Figma Azure MATLAB Core DALL-E Browser Tools Markdownify DynamoDB PostgreSQL Reader Figma JetBrains IDE Aurora DSQL Amazon Location IP Geolocation Asana PlatformIO Byterover Cipher Lambda Bridge Cloudflare Hyperbrowser Knowledge Graph Memory Railway Browser Use Synthetic Data Notion OpenAPI Proxy SNS/SQS Manager Step Functions Snyk Security Mobile Next Substack Writer Amazon Keyspaces WatsonX Flows Kubernetes Observer Code Search Discord Code Documentation Generator AWS CDK Assistant OpenOcean DEX Knowledge Graph Memory PayPal RP1 Developer GitLab Unity Bridge Supermemory AWS Infrastructure Financial Data Supermemory Tavily Spotify Serper Search Context7 Serper Search Azure DevOps DocumentDB Mem0 Software Planning Timestream InfluxDB Code Interpreter Raygun OpenAPI Dynamic Tools AWS Serverless Finch Container Tools Web Research ComfyUI Qdrant FireCrawl Riza Magnitude Asana Bitcoin Explorer ElastiCache Memcached Bedrock Data Automation Slack ComfyUI Obsidian Unity Bridge LaunchDarkly Kagi Search Graphlit ElastiCache Memcached Scroll Preview β€” MCP servers can only be installed through the Cline extension ## Plugins for Cline Unlock new AI capabilities with a single click 1Browse MCP servers 2One-click install 3Extend Cline's Reach Supercharge Cline Each MCP server adds new capabilities to Cline MCP Servers Marketplace Installed Search MCPs... ### Airtable [domdomegg](https://github.com/domdomegg) 12842 Install Provides read and write access to Airtable databases, enabling schema inspection, record management, and table operations through comprehensive API integration. ### Google Calendar [pashpashpash](https://github.com/pashpashpash) 4976 Install Enables AI assistants to read, create, and manage Google Calendar events, including processing events from screenshots and coordinating schedules across multiple calendars. ### Supabase [alexander-zuev](https://github.com/alexander-zuev) 3203 Install Enables direct interaction with Supabase PostgreSQL databases, providing database management tools including schema exploration, SQL query validation, and secure read-only access. ## How Cline Can Use MCP Servers A seamless flow from request to completion, all from your IDE 1 ### πŸ‘¨β€πŸ’» Developer Request to Cline Hey Cline, implement Supabase user authentication. 2 ### πŸ“‘ Cline Accesses Notion Analyzing team discussions and requirements from recent meetings regarding auth updates 3 ### πŸ”Ž Cline Researches Docs using Perplexity Researching Supabase Auth docs and best practices for implementation 4 ### πŸ“‹ Cline Presents Plan to Developer Presenting implementation plan and getting user approval 5 ### πŸ› οΈ Cline Implements Feature Writing secure authentication flow with proper patterns 6 ### πŸ”€ Cline Manages Branching with GitHub Creating feature branch with detailed documentation 7 ### πŸ“’ Cline Updates Project in Linear Updating progress on Linear issue and notifying the team Preview MCP Servers Available in one click through Cline All⭐ PopularDeveloper-toolsSpeech-processingSecurityEcommerce-retailMonitoringLocation-servicesFinanceCommunicationCloud-platformsFile-systemsSearchImage-video-processingKnowledge-memoryBrowser-automationNote-takingQualityDatabasesOs-automationVirtualizationResearch-dataVersion-controlLicenseEntertainment-mediaCalendar-managementCloud-storageMarketingCustomer-support ### Submit Your Own Create and submit your own MCP server to the marketplace to extend Cline's capabilities. [Submit to Marketplace](https://github.com/cline/mcp-marketplace) [Server Development Guide](https://docs.cline.bot/mcp-servers/mcp-server-from-scratch) ### File System Provides comprehensive filesystem operations including reading, writing, moving files, directory management, and advanced file editing with pattern matching and formatting capabilities. [84,818](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) filesystemfile-managementdirectory-operations ### Context7 Provides up-to-date library documentation and code examples directly in LLM prompts, ensuring accurate and current programming assistance. [54,163](https://github.com/upstash/context7-mcp) documentationcode-examplesapi-reference ### Browser Tools A browser monitoring and interaction toolkit that enables AI tools to capture screenshots, analyze console logs, track network activity, perform audits, and interact with DOM elements via Chrome extension. [7,209](https://github.com/AgentDeskAI/browser-tools-mcp) chrome-extensiondebuggingweb-auditing ### Sequential Thinking A structured problem-solving tool that enables step-by-step analysis, thought revision, and branching logic for complex reasoning tasks. [84,809](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking) problem-solvingreasoninganalysis ### Git Tools Provides Git repository interaction and automation tools for reading, searching, and manipulating Git repositories through commands like status, diff, commit, branch management, and more. [84,425](https://github.com/modelcontextprotocol/servers/tree/main/src/git) gitversion-controlrepository-management ### Playwright Browser automation server that enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment using Playwright. [5,480](https://github.com/executeautomation/mcp-playwright) browser-automationweb-testingscreenshots ### Fetch Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown, with support for custom headers and content transformation. [740](https://github.com/zcaceres/fetch-mcp) web-fetchinghtmljson ### GitHub Provides comprehensive GitHub API integration for repository management, issues, pull requests, and code operations with authentication and enterprise support. [29,392](https://github.com/github/github-mcp-server) githubrepository-managementcode-collaboration ### Figma Provides AI assistants with access to Figma design data, enabling accurate code generation from design files by fetching and simplifying Figma API responses for optimal context. [14,574](https://github.com/GLips/Figma-Context-MCP) figmadesignui-development ### Puppeteer Provides browser automation capabilities using Puppeteer, enabling web page interaction, screenshots, and JavaScript execution in a real browser environment. [84,476](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) web-automationscreenshotsbrowser-control ### Brave Search Integrates Brave Search API to provide comprehensive web and local search capabilities with smart filtering, pagination, and automatic fallbacks. [935](https://github.com/brave/brave-search-mcp-server) search-enginelocal-searchweb-search ### Browser Use AI-driven browser automation server enabling natural language control of web browsers with features like page navigation, form filling, visual understanding, and session persistence. [927](https://github.com/Saik0s/mcp-browser-use) browser-automationweb-interactionvisual-analysis ### FireCrawl Advanced web scraping and crawling server with JavaScript rendering, batch processing, smart content filtering, and structured data extraction capabilities. [6,147](https://github.com/mendableai/firecrawl-mcp-server) web-scrapingcrawlingdata-extraction ### Time Provides time and timezone conversion capabilities using IANA timezone names, with automatic system timezone detection and support for current time queries. [84,727](https://github.com/modelcontextprotocol/servers/tree/main/src/time) timezonetime-conversiondatetime ### Perplexity Research Leverages Perplexity's Sonar Pro API to provide comprehensive research capabilities, including documentation search, API discovery, and code deprecation analysis with chain-of-thought reasoning. [38](https://github.com/pashpashpash/perplexity-mcp) researchdocumentationapi-discovery ### Atlassian Integrates with Atlassian Cloud products (Confluence and Jira) to enable searching, accessing, and managing pages, spaces, issues, and projects via their respective APIs. [17](https://github.com/pashpashpash/mcp-atlassian) atlassianconfluencejira ### AWS Documentation Access and search AWS documentation, fetch pages in markdown format, and get content recommendations for AWS documentation pages. [8,907](https://github.com/awslabs/mcp/tree/main/src/aws-documentation-mcp-server) awsdocumentationsearch ### Knowledge Graph Memory A persistent memory system using a local knowledge graph that enables AI assistants to remember information about users across conversations through entities, relations, and observations. [84,490](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) knowledge-graphpersistent-memoryentity-management ### Magic UI Create modern UI components instantly through natural language descriptions, with IDE integrations and access to a vast library of pre-built, customizable components. [4,810](https://github.com/21st-dev/magic-mcp) ui-generationcomponent-libraryide-integration ### Supabase Enables AI assistants to interact with Supabase projects, providing tools for database management, project configuration, migrations, and TypeScript type generation. [2,639](https://github.com/supabase-community/supabase-mcp) supabasepostgresqldatabase-management ### Blender Enables AI assistants to control Blender for 3D modeling, scene creation, and asset management through socket-based communication, with support for Poly Haven assets and Hyper3D Rodin models. [20,804](https://github.com/ahujasid/blender-mcp) 3d-modelingblenderasset-management ### SQLite Provides database interaction and business intelligence capabilities through SQLite, enabling SQL queries, data analysis, and automated business insight generation. [84,625](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) sqldata-analysisbusiness-intelligence ### PostgreSQL Reader Provides read-only access to PostgreSQL databases, allowing LLMs to inspect database schemas and execute read-only queries within protected transactions. [84,682](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) postgresqldatabase-queriesschema-inspection ### Supabase [819](https://github.com/alexander-zuev/supabase-mcp-server) postgresqlsupabasedatabase-management ### Tavily Enables real-time web search and data extraction capabilities through Tavily's API, providing AI assistants with filtered search results and intelligent content extraction from web pages. [1,843](https://github.com/tavily-ai/tavily-mcp) web-searchdata-extractionreal-time-information ### Sentry Retrieves and analyzes error reports, stacktraces, and debugging information from Sentry.io, enabling AI assistants to inspect and understand application issues. [84,620](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) error-trackingdebuggingstacktraces ### Markdownify Converts various file types and web content (PDFs, images, audio, Office documents, web pages) into standardized Markdown format for easy reading and sharing. [2,616](https://github.com/zcaceres/markdownify-mcp) file-conversionmarkdowndocument-processing ### GitLab Enables comprehensive GitLab project management including file operations, issue tracking, merge requests, and repository management through the GitLab API. [84,738](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) gitlabgitrepository-management ### Obsidian Enables reading and searching of Markdown notes directories (like Obsidian vaults), allowing AI assistants to access and query local knowledge bases. [1,373](https://github.com/smithery-ai/mcp-obsidian) markdownknowledge-basenotes ### Notion Enables AI assistants to interact with Notion workspaces through the official API, supporting page creation, comments, content retrieval, and search functionality. [4,272](https://github.com/makenotion/notion-mcp-server) notiondocumentationknowledge-base ### Google Drive Enables searching, listing, and reading files from Google Drive, with automatic export of Google Workspace files to common formats like Markdown, CSV, and PNG. [84,644](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) google-drivefile-managementdocument-storage ### Software Planning Interactive tool for breaking down software projects into manageable tasks, tracking implementation progress, and maintaining detailed development plans with complexity scoring and code examples. [393](https://github.com/NightTrek/Software-planning-mcp) project-planningtask-managementsoftware-development ### Browser Automation Provides browser automation capabilities using Playwright, enabling interaction with web pages through structured accessibility snapshots without requiring screenshots or visual models. [31,359](https://github.com/microsoft/playwright-mcp) web-automationaccessibilitybrowser-control ### Ollama Enables seamless integration with Ollama's local LLM capabilities, providing model management, chat completion, and custom model creation with OpenAI-compatible API. [74](https://github.com/NightTrek/Ollama-mcp) llmmodel-managementlocal-ai ### Azure A comprehensive server that provides access to 40+ Azure services, enabling AI agents to interact with Azure resources through natural language commands for cloud management, deployment, and monitoring. [3,076](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server) azurecloud-servicesinfrastructure-management ### Core Server Manages and coordinates MCP servers, providing automated installation, configuration management, and orchestration of AWS Labs servers with centralized logging and environment control. [8,871](https://github.com/awslabs/mcp/tree/main/src/core-mcp-server) server-managementconfigurationaws-integration ### chroma Open-source search and retrieval database for AI applications. [27,627](https://github.com/chroma-core/chroma) web-scrapingdata-extractionautomation ### AWS Knowledge Provides real-time access to comprehensive AWS documentation, including API references, best practices, regional availability information, and architectural guidance for cloud development. [8,900](https://github.com/awslabs/mcp/tree/main/src/aws-knowledge-mcp-server) awscloud-documentationapi-reference ### Web Research Enables comprehensive web research with Google search integration, webpage content extraction, session tracking, and screenshot capabilities for real-time information gathering. [26](https://github.com/pashpashpash/mcp-webresearch) web-researchgoogle-searchcontent-extraction ### AWS CDK Assistant Provides guidance on AWS CDK best practices, infrastructure patterns, and security compliance through CDK Nag integration and AWS Solutions Constructs. [8,903](https://github.com/awslabs/mcp/tree/main/src/cdk-mcp-server) aws-cdkinfrastructure-as-codesecurity-compliance ### Serper Search Provides Google search capabilities through Serper API, delivering rich search results including knowledge graphs, organic results, related questions, and customizable search parameters. [48](https://github.com/NightTrek/Serper-search-mcp) google-searchserper-apiweb-search ### AWS Diagrams Creates professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code and the Diagrams package DSL. [8,913](https://github.com/awslabs/mcp/tree/main/src/aws-diagram-mcp-server) diagramsaws-architecturevisualization ### Google Maps Provides comprehensive access to Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through the Google Maps API. [84,237](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) mapsgeocodingnavigation ### Redis Provides access to Redis key-value stores, enabling operations like setting, getting, deleting, and listing keys with optional expiration time support. [84,329](https://github.com/modelcontextprotocol/servers/tree/main/src/redis) rediskey-value-storecaching ### Supermemory Universal memory system that makes personal context and memories available across different LLMs, enabling seamless memory transfer without logins or paywalls. [1,682](https://github.com/supermemoryai/supermemory-mcp) memory-managementllm-integrationcontext-sharing ### Slack Enables AI assistants to interact with Slack workspaces, providing tools for messaging, channel management, reactions, user profiles, and thread management. [84,819](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) slackmessagingteam-collaboration ### Unity Bridge Enables bidirectional communication between Unity and LLMs, allowing programmatic control of Unity Editor features including asset management, scene control, and editor automation. [8,848](https://github.com/justinpbarnett/unity-mcp) unitygame-developmentasset-management ### Echo A simple testing utility that echoes back any message it receives, useful for validating MCP functionality and connections. [12](https://github.com/Garoth/echo-mcp) testingdebuggingvalidation ### Stagehand Provides AI-powered web automation capabilities using a real browser environment, enabling interaction with web pages, action performance, data extraction, and action observation. [3,298](https://github.com/browserbase/mcp-server-browserbase/tree/main/stagehand) web-automationbrowser-controldata-extraction ### Hyperbrowser Advanced web automation server providing tools for web scraping, structured data extraction, and browser automation with support for multiple AI agents including OpenAI's CUA and Claude's Computer Use. [759](https://github.com/hyperbrowserai/mcp) web-scrapingbrowser-automationdata-extraction ### Google Calendar [19](https://github.com/pashpashpash/google-calendar-mcp) google-calendarschedulingevent-management ### Postman API Tools Enables AI assistants to manage Postman workspaces, collections, environments, and API testing through natural language interactions, with support for code generation and API automation workflows. [225](https://github.com/postmanlabs/postman-mcp-server) api-managementtestingcode-generation ### Task Manager A queue-based task management system that enables planning, execution, and tracking of tasks with support for task lists, execution plans, and completion feedback. [32](https://github.com/pashpashpash/mcp-taskmanager) task-managementqueue-systemworkflow ### Web Eval Agent Autonomous web testing and debugging agent that executes and validates web applications directly in your code editor, with network traffic monitoring and console error detection. [1,239](https://github.com/Operative-Sh/web-eval-agent) web-testingdebuggingautomation ### WhatsApp Enables searching personal WhatsApp messages, managing contacts, and sending messages to individuals or groups through WhatsApp Web's multidevice API with local message storage. [5,565](https://github.com/lharries/whatsapp-mcp) messagingchat-historycontacts ### Apple Native Tools Comprehensive suite of macOS native tools enabling AI assistants to interact with Messages, Notes, Contacts, Email, Reminders, Calendar, Maps, and web search functionality. [3,073](https://github.com/Dhravya/apple-mcp) macosautomationproductivity ### Sleep Provides timing control with configurable delays between operations, useful for rate limiting, API call spacing, and testing eventually consistent systems. [20](https://github.com/Garoth/sleep-mcp) timingrate-limitingdelays ### Browserbase Cloud browser automation server enabling LLMs to interact with web pages, take screenshots, extract data, and execute JavaScript using Browserbase and Puppeteer. [3,299](https://github.com/browserbase/mcp-server-browserbase) web-automationpuppeteerscreenshot-capture ### iTerm Provides direct access to iTerm terminal sessions, enabling command execution, REPL interaction, and terminal output inspection with efficient token usage and control character support. [17](https://github.com/pashpashpash/iterm-mcp) terminalitermcommand-execution ### Cost Explorer Analyzes AWS costs and usage data through the Cost Explorer API, providing natural language querying of spending patterns, cost breakdowns, and usage trends across services and regions. [8,885](https://github.com/awslabs/mcp/tree/main/src/cost-explorer-mcp-server) awscost-analysiscloud-billing ### Cline Community Streamlines Cline issue reporting with automatic system information collection, preview functionality, and direct submission via GitHub CLI integration. [23](https://github.com/cline/cline-community) github-integrationissue-trackingbug-reporting ### ContextStream A universal memory and semantic search system for AI coding assistants that provides persistent context, decision tracking, and codebase understanding across different AI tools and sessions. [32](https://github.com/contextstream/mcp-server) ai-memorysemantic-searchcode-intelligence ### YouTube Subtitles Downloads and extracts YouTube video subtitles using yt-dlp, enabling AI assistants to analyze and summarize video content through subtitle text. [515](https://github.com/anaisbetts/mcp-youtube) youtubesubtitlesvideo-analysis ### Bedrock Knowledge Base Enables natural language querying of Amazon Bedrock Knowledge Bases with features for discovery, filtering, and result reranking. [8,809](https://github.com/awslabs/mcp/tree/main/src/bedrock-kb-retrieval-mcp-server) aws-bedrockknowledge-basesearch ### Cloudflare Manages Cloudflare resources including Workers, KV stores, R2 storage, D1 databases, and analytics through natural language interactions. [3,653](https://github.com/cloudflare/mcp-server-cloudflare) cloudflareserverlessedge-computing ### Byterover Cipher Byterover Cipher is an opensource memory layer specifically designed for coding agents. Compatible with Cursor, Windsurf, Claude Code, Cline, Claude Desktop, Gemini CLI, AWS's Kiro, VS Code, Roo Code, Trae, Amp Code and Warp through MCP. [4,670](https://github.com/campfirein/cipher) memory-management ### Exa Search Enables AI assistants to perform real-time web searches using Exa's AI Search API, providing structured results with titles, URLs, and content snippets. [4,326](https://github.com/exa-labs/exa-mcp-server) web-searchexa-apireal-time-data ### DALL-E Generate, edit, and create variations of images using OpenAI's DALL-E 2 and DALL-E 3 APIs, with support for customizable parameters and local image saving. [9](https://github.com/Garoth/dalle-mcp) image-generationdall-eai-art ### Kubernetes Connects to and manages Kubernetes clusters, enabling pod, service, and deployment operations through kubectl integration. [1,381](https://github.com/Flux159/mcp-server-kubernetes) kubernetescontainerscluster-management ### Code Search A lightweight semantic code search MCP server powered by CocoIndex, providing efficient codebase understanding and searching capabilities with multi-language support and flexible embedding options. [1,441](https://github.com/cocoindex-io/cocoindex-code) code-searchsemantic-searchcodebase-indexing ### WolframAlpha Provides access to WolframAlpha's LLM API for answering complex mathematical, scientific, and general knowledge questions with structured responses. [54](https://github.com/Garoth/wolframalpha-llm-mcp) mathematicsscientific-computingknowledge-base ### Stripe Enables AI agents to interact with Stripe APIs, supporting operations like customer management, payment processing, product creation, and invoice handling through function calling. [1,509](https://github.com/stripe/agent-toolkit) paymentsbillinginvoicing ### Qdrant A semantic memory layer enabling storage and retrieval of vector-based memories using the Qdrant vector search engine, with support for both cloud and local deployments. [1,365](https://github.com/qdrant/mcp-server-qdrant) vector-searchsemantic-memoryembeddings ### Codegen Enables parsing codebases and executing codemods through standardized model inference, supporting various LLM providers via integration with the Codegen SDK. [521](https://github.com/codegen-sh/codegen-sdk/tree/develop/codegen-examples/examples/codegen-mcp-server) code-generationcodemodcode-parsing ### Chart Generator Creates various types of charts and visualizations using AntV, supporting 15+ chart types including line, bar, pie, radar, network graphs, and more with customizable deployment options. [4,003](https://github.com/antvis/mcp-server-chart) data-visualizationchartsgraphs ### Neo4j Enables natural language interactions with Neo4j graph databases, supporting Cypher query generation and knowledge graph memory management for LLMs. [940](https://github.com/neo4j-contrib/mcp-neo4j) graph-databasecypherknowledge-graph ### AWS Terraform Provides Terraform best practices, security compliance scanning with Checkov, and AWS infrastructure management tools with focus on security and AWS Well-Architected guidance. [8,918](https://github.com/awslabs/mcp/tree/main/src/terraform-mcp-server) terraformawsinfrastructure-as-code ### Linear Facilitates project management with the Linear API, enabling issue tracking, project organization, and team management through comprehensive tools for creating, updating, and managing work items. [129](https://github.com/cline/linear-mcp) project-managementissue-trackingteam-collaboration ### Graphlit Create a personalized knowledge base from tools like Linear, GitHub, Jira, and Discord, and empower AI Agents to retrieve associated content with built-in reranking for enhanced relevance. [374](https://github.com/graphlit/graphlit-mcp-server) content-managementdata-ingestiondocument-processing ### Postgrest Enables database operations on PostgreSQL through PostgREST, supporting SQL-to-REST conversion and direct API requests for querying and modifying data. [2,635](https://github.com/supabase-community/mcp-supabase/tree/HEAD/packages/mcp-server-postgrest) postgresqlpostgrestdatabase-api ### Email Sender Sends emails directly through Resend's API, enabling AI assistants to compose and send emails without manual copying and pasting. [504](https://github.com/ykhli/mcp-send-email) emailresend-apimessaging ### ElevenLabs Enables AI assistants to interact with ElevenLabs' Text-to-Speech and audio processing APIs, supporting voice cloning, speech generation, transcription, and audio manipulation. [1,320](https://github.com/elevenlabs/elevenlabs-mcp) text-to-speechvoice-cloningaudio-processing ### Proxmox Manager A server for managing Proxmox hypervisors, providing tools to control nodes, VMs, containers, storage, and execute console commands in virtual machines. [249](https://github.com/canvrno/ProxmoxMCP) proxmoxvirtualizationvm-management ### Cost Analysis Analyzes AWS service costs and generates cost reports with natural language querying capabilities and visualization tools for cost optimization. [8,876](https://github.com/awslabs/mcp/tree/main/src/cost-analysis-mcp-server) aws-costscost-optimizationcloud-pricing ### Code Documentation Generator Automatically analyzes repository structure and generates comprehensive documentation for code projects using repomix, supporting multiple document types and project analysis. [8,897](https://github.com/awslabs/mcp/tree/main/src/code-doc-gen-mcp-server) documentationcode-analysisproject-structure ### Code Interpreter Adds secure code execution capabilities to Claude Desktop using E2B Sandbox, supporting both JavaScript and Python environments. [394](https://github.com/e2b-dev/mcp-server) code-executionsandboxjavascript ### Spotify Enables interaction with Spotify's music catalog, including search, artist information, playlist management, and audiobook access through the Spotify Web API. [6](https://github.com/pashpashpash/mcp-spotify) musicspotify-apiplaylist-management ### CloudWatch Logs Enables analysis of AWS CloudWatch logs through log group discovery and Log Insights queries, supporting anomaly detection and pattern analysis across accounts. [8,859](https://github.com/awslabs/mcp/tree/main/src/cloudwatch-logs-mcp-server) awslog-analysiscloud-monitoring ### Shopify Integrates with Shopify's GraphQL Admin API to manage store data, including products, customers, orders, collections, discounts, and webhooks. [35](https://github.com/pashpashpash/shopify-mcp-server) shopifyecommercestore-management ### Mobile Next Platform-agnostic mobile automation server for iOS and Android that enables AI assistants to interact with mobile apps through accessibility snapshots and coordinate-based interactions on simulators and physical devices. [4,709](https://github.com/mobile-next/mobile-mcp) mobile-automationios-androidapp-testing ### Neon Database Enables natural language interaction with Neon PostgreSQL databases, supporting project management, schema migrations, SQL queries, and database operations through the Neon API. [590](https://github.com/neondatabase/mcp-server-neon) postgresqldatabase-managementmigrations ### React Development Guide Provides comprehensive documentation and tools for modern React application development with AWS integrations, including setup guides, authentication, routing, and troubleshooting. [8,899](https://github.com/awslabs/mcp/tree/main/src/frontend-mcp-server) reactaws-integrationweb-development ### Code Mode A TypeScript-based code execution library that enables AI agents to execute complex tool workflows through code instead of individual tool calls, offering improved efficiency and performance. [1,436](https://github.com/universal-tool-calling-protocol/code-mode) code-executiontool-integrationtypescript ### Discord Provides comprehensive Discord server management capabilities including message handling, channel management, role administration, and webhook integration. [9](https://github.com/pashpashpash/mcp-discord) discordchatserver-management ### JetBrains IDE Proxies requests between AI assistants and JetBrains IDEs, enabling direct interaction with the IDE's built-in webserver for development tasks. [948](https://github.com/JetBrains/mcp-jetbrains) ide-integrationjetbrainsdevelopment ### Airtable [440](https://github.com/domdomegg/airtable-mcp-server) airtabledatabase-managementrecords ### MiniMax Media Studio Provides powerful media generation capabilities including text-to-speech, voice cloning, video generation, and image creation through MiniMax's API suite. [1,445](https://github.com/MiniMax-AI/MiniMax-MCP) text-to-speechvideo-generationimage-generation ### Nova Canvas Generates AI images using Amazon Nova Canvas, supporting text prompts and color palettes with customizable dimensions, quality options, and multi-image generation. [8,896](https://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-server) image-generationai-artaws ### Aurora MySQL Enables natural language to SQL query conversion and execution for Aurora MySQL databases through AWS RDS Data API, with configurable read-only mode and secure credential management. [8,910](https://github.com/awslabs/mcp/tree/main/src/mysql-mcp-server) auroramysqlaws ### ComfyUI Enables AI agents to generate and iteratively refine images, audio, and video through natural conversation using a local ComfyUI instance, with support for custom workflows and asset management. [295](https://github.com/joenorton/comfyui-mcp-server) image-generationaudio-generationvideo-generation ### Base Enables blockchain interactions with Base and Coinbase APIs, providing tools for wallet management, fund transfers, smart contract deployment, and testnet operations. [345](https://github.com/base/base-mcp) blockchaincoinbaseweb3 ### Mem0 Integrates with Mem0's Memory API to enable long-term memory capabilities for AI assistants, allowing storage, retrieval, updating, and deletion of memories with semantic search functionality. [646](https://github.com/mem0ai/mem0-mcp) memory-storagesemantic-searchdata-management ### Design to Code Converts Figma designs and screenshots into production-ready React, Svelte, or Vue components with built-in accessibility features and semantic HTML. [2,040](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/main/plugins/mcp/design-to-code) design-conversioncode-generationaccessibility ### Solana Agent Kit Provides tools for interacting with the Solana blockchain, enabling operations like token management, NFT minting, trading, and wallet interactions through a standardized interface. [157](https://github.com/sendaifun/solana-mcp) blockchainsolanacryptocurrency ### Magnitude Users will leave if your app keeps breaking - Magnitude enables effortless end-to-end testing with visual AI agents that find bugs by navigating your app like real users. [32](https://github.com/magnitudedev/magnitude/tree/main/packages/magnitude-mcp) testingautomationquality-assurance ### PlanetScale Enables AI tools to interact with PlanetScale databases, providing capabilities for managing organizations, databases, branches, and executing SQL queries with proper authentication. [651](https://github.com/planetscale/cli) mysqldatabase-managementsql ### Azure DevOps Enables interaction with Azure DevOps services through MCP, providing tools for managing projects, work items, repositories, wikis, pipelines, and test plans. [1,624](https://github.com/microsoft/azure-devops-mcp) azure-devopsproject-managementci-cd ### OpenAPI Proxy Creates a proxy server that converts any OpenAPI v3.1 compliant API into Claude-compatible tools, enabling natural language interaction with APIs including file upload support. [888](https://github.com/snaggle-ai/openapi-mcp-server) openapiapi-integrationproxy ### Amazon Q Search Enables ISVs to search enterprise customer data through Amazon Q Business's SearchRelevantContent API with secure authentication and cross-account capabilities. [8,917](https://github.com/awslabs/mcp/tree/main/src/amazon-qindex-mcp-server) amazon-qenterprise-searchoauth ### API Debugger Analyzes API failures by examining OpenAPI specifications and HTTP logs, providing root cause analysis and generating reproducible test commands for quick issue resolution. [2,044](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/main/plugins/mcp/conversational-api-debugger) api-debuggingopenapihttp-logs ### Database Toolbox A server for securely connecting AI assistants to databases with features like connection pooling, authentication, and observability support. [14,786](https://github.com/googleapis/genai-toolbox) database-managementsecurityconnection-pooling ### Ableton Live Controls Ableton Live through socket-based communication, enabling AI-assisted music production with features like track creation, MIDI manipulation, instrument selection, and session control. [2,453](https://github.com/ahujasid/ableton-mcp) music-productionmidiaudio-editing ### Git Repo Research Enables semantic search and exploration of Git repositories using FAISS and Amazon Bedrock, allowing natural language querying of code without local cloning. [8,845](https://github.com/awslabs/mcp/tree/main/src/git-repo-research-mcp-server) semantic-searchgitrepository-analysis ### Semgrep Scans code for security vulnerabilities using Semgrep's semantic analysis engine, supporting multiple languages and over 5,000 security rules. [14,923](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp/) static-analysiscode-scanningvulnerability-detection ### AWS Serverless Provides AI-powered tools for building, deploying, and managing serverless applications on AWS, including SAM deployment, web application hosting, observability, and serverless architecture guidance. [8,844](https://github.com/awslabs/mcp/tree/main/src/aws-serverless-mcp-server) awsserverlesslambda ### Unreal Engine Control Unreal Engine through natural language, enabling AI assistants to manage actors, develop blueprints, manipulate node graphs, and control the editor interface. [9](https://github.com/jl-codes/unreal-5-mcp) game-developmentunreal-engineblueprints ### PlatformIO Board-agnostic embedded development server supporting 1000+ development boards across 30+ platforms, enabling firmware building, uploading, and library management through PlatformIO's ecosystem. [20](https://github.com/jl-codes/platformio-mcp) embedded-systemsfirmwareiot ### n8n Node Manager Provides AI assistants with comprehensive access to n8n node documentation, properties, and workflow automation capabilities through an MCP server interface [18,669](https://github.com/czlonkowski/n8n-mcp) workflow-automationnode-documentationn8n ### Document Converter Converts files between 200+ formats including documents, images, spreadsheets, and presentations using ConvertAPI, with comprehensive parameter controls and OpenAPI validation. [2](https://github.com/ConvertAPI/convertapi-mcp) file-conversiondocument-processingformat-transformation ### AWS Infrastructure Tools for creating and troubleshooting AWS infrastructure as code, including CloudFormation template validation, compliance checking, deployment troubleshooting, and CDK documentation search with best practices. [8,895](https://github.com/awslabs/mcp/tree/main/src/aws-iac-mcp-server) awsinfrastructure-as-codecloudformation ### CloudFormation Enables natural language management of AWS resources through Cloud Control API and IaC Generator, supporting creation, modification, and templating of over 1,100 AWS services. [8,900](https://github.com/awslabs/mcp/tree/main/src/cfn-mcp-server) awsinfrastructure-as-codecloud-control ### Webflow Enables AI agents to interact with Webflow's APIs for managing sites, pages, and CMS content through features like publishing, content updates, and collection management. [122](https://github.com/webflow/mcp-server) webflowcmsweb-development ### Auth0 Allows AI assistants to manage Auth0 resources through natural language, including applications, resource servers, actions, forms, and logs management via the Auth0 Management API. [101](https://github.com/auth0/auth0-mcp-server) authenticationauthorizationidentity-management ### Apify Actors Enables AI assistants to interact with Apify's web scraping and automation actors, providing access to tools for data extraction, web searching, social media analysis, and more. [1,161](https://github.com/apify/actors-mcp-server) web-scrapingdata-extractionautomation ### Snyk Security Scans code, dependencies, and infrastructure configurations for security vulnerabilities and license issues, providing real-time security feedback during development [77](https://github.com/snyk/snyk-ls) vulnerability-scanningsecurity-testingdependency-analysis ### Genkit Integration Enables bi-directional integration with Model Context Protocol, allowing applications to both consume MCP tools/prompts as a client and expose Genkit tools/prompts as an MCP server. [5,837](https://github.com/firebase/genkit/tree/HEAD/js/plugins/mcp) mcp-integrationclient-servertools-prompts ### Amazon EKS Manager Manages Amazon EKS clusters and Kubernetes resources through natural language interactions, providing tools for cluster creation, application deployment, resource management, monitoring, and troubleshooting. [8,806](https://github.com/awslabs/mcp/tree/main/src/eks-mcp-server) kubernetesawscontainerization ### Workflowy Enables AI assistants to interact with Workflowy lists, providing tools for searching, creating, updating, and managing nodes with completion status tracking. [27](https://github.com/danield137/mcp-workflowy) workflowytask-managementnote-organization ### Svelte Official Svelte MCP server providing embeddings support and integration capabilities for Svelte applications, with features for development inspection and database management. [235](https://github.com/sveltejs/mcp) svelteweb-frameworkembeddings ### DynamoDB Comprehensive suite of tools for managing AWS DynamoDB resources, including table operations, item management, querying, backups, TTL settings, and resource policies. [8,917](https://github.com/awslabs/mcp/tree/main/src/dynamodb-mcp-server) awsdynamodbnosql ### Asana Enables AI assistants to interact with Asana workspaces, providing comprehensive task and project management capabilities including creation, search, updates, and status tracking. [5](https://github.com/pashpashpash/mcp-server-asana) project-managementtask-trackingteam-collaboration ### PayPal Enables integration with PayPal APIs for creating invoices, managing orders, and handling transactions through multiple agent frameworks and function calling. [185](https://github.com/paypal/agent-toolkit) paymentsinvoicingtransactions ### Parallel Search Enables web search capabilities within MCP-compatible LLM clients using the Parallel Search API, designed for everyday search tasks and queries. [16](https://github.com/parallel-web/search-mcp) web-searchapi-integrationsearch-engine ### Kagi Search Integrates Kagi's advanced search API to provide AI assistants with up-to-date web search capabilities and accurate information retrieval. [373](https://github.com/kagisearch/kagimcp) web-searchinformation-retrievalkagi-api ### Financial Data Provides comprehensive financial market data including stock prices, company information, financial statements, ESG scores, and market analytics through the FinancialData.Net API. [23](https://github.com/financialdatanet/fdnpy) market-datafinancial-analyticsstocks ### SendGrid Provides email marketing and contact management capabilities through SendGrid's Marketing API, enabling dynamic templates, contact list management, and bulk email sending. [26](https://github.com/Garoth/sendgrid-mcp) email-marketingcontact-managementtemplates ### Voice Assistant Create and manage AI-powered voice assistants and phone agents for making calls, scheduling appointments, and handling customer interactions using Vapi's API. [48](https://github.com/VapiAI/mcp-server) voice-assistanttelephonyappointment-scheduling ### Alibaba Cloud Ops Manages Alibaba Cloud resources including ECS, VPC, RDS, OSS and CloudMonitor, providing comprehensive cloud infrastructure management through API and OOS automation. [111](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) alibaba-cloudinfrastructure-managementcloud-automation ### Bedrock Data Automation Enables analysis of documents, images, videos, and audio files using Amazon Bedrock Data Automation projects, with support for project management and S3 integration. [8,844](https://github.com/awslabs/mcp/tree/main/src/aws-bedrock-data-automation-mcp-server) awsdata-analysiscontent-processing ### OpenAPI Dynamic Tools Creates MCP tools and resources dynamically from OpenAPI specifications, enabling LLMs to interact with APIs through intelligent route mapping and optimized prompts. [8,835](https://github.com/awslabs/mcp/tree/main/src/openapi-mcp-server) openapiapi-integrationdynamic-tools ### Render Manage and monitor Render cloud resources including web services, databases, static sites, and cron jobs. Provides tools for deployment management, log analysis, and performance metrics. [126](https://github.com/render-oss/render-mcp-server) cloud-deploymentweb-servicesmonitoring ### MotherDuck Enables database operations with MotherDuck and local DuckDB, providing tools for connection initialization, schema reading, and query execution. [474](https://github.com/motherduckdb/mcp-server-motherduck) duckdbmotherducksql ### EverArt Forge Advanced image generation server integrating EverArt's AI models for creating vector and raster images, supporting multiple formats and styles with flexible storage options. [10](https://github.com/nickbaumann98/everart-forge-mcp) image-generationvector-graphicsai-models ### PostHog Integrates with PostHog analytics platform for managing feature flags, tracking errors, and analyzing user behavior through natural language interactions. [143](https://github.com/posthog/mcp) analyticsfeature-flagserror-tracking ### Parallel Tasks Enables initiating deep research and task groups through Parallel's APIs, allowing for quick experiments and exploration of capabilities directly from LLM clients. [10](https://github.com/parallel-web/task-mcp) task-managementresearchapi-integration ### Dash Documentation Browser Enables searching and accessing documentation from the Dash macOS documentation browser, with features for listing docsets, searching content, loading documentation pages, and managing full-text search. [148](https://github.com/Kapeli/dash-mcp-server) documentationsearchmacos ### MATLAB Core Official MATLAB integration server enabling AI applications to execute MATLAB code, perform static analysis, run tests, and manage MATLAB sessions with comprehensive toolbox detection. [426](https://github.com/matlab/matlab-mcp-core-server) matlabscientific-computingcode-analysis ### Prometheus Query Enables querying and monitoring with AWS Managed Prometheus, supporting PromQL queries, metric listing, and server information retrieval with AWS SigV4 authentication. [8,898](https://github.com/awslabs/mcp/tree/main/src/prometheus-mcp-server) prometheusmetricsaws ### Oxylabs Scraper Advanced web scraping tool using Oxylabs Web Scraper API, supporting JavaScript rendering, HTML parsing, and content transformation with flexible parsing options. [94](https://github.com/oxylabs/oxylabs-mcp) web-scrapingcontent-extractionjavascript-rendering ### Project Health Auditor Analyzes repository code health by measuring complexity metrics, test coverage gaps, git churn patterns, and providing multi-dimensional insights into codebase quality. [2,013](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/main/plugins/mcp/project-health-auditor) code-analysistest-coveragegit-metrics ### Appium Mobile automation server for testing iOS and Android applications, featuring intelligent locator generation, cross-platform support, and automated test creation through natural language interactions. [326](https://github.com/appium/appium-mcp) mobile-testingautomationios ### Taskade Comprehensive workspace management platform offering 50+ tools for projects, tasks, AI agents, knowledge bases, templates, and automations, enabling seamless integration with AI assistants. [124](https://github.com/taskade/mcp) project-managementai-agentscollaboration ### Aurora Postgres Enables natural language interactions with Aurora Postgres databases through AWS RDS Data API, supporting SQL query generation and execution with configurable read/write permissions. [8,825](https://github.com/awslabs/mcp/tree/main/src/postgres-mcp-server) postgresauroraaws ### Amazon Kendra Index Enables RAG capabilities by integrating with Amazon Kendra indices, allowing AI assistants to query and retrieve context from enterprise documents and knowledge bases. [8,809](https://github.com/awslabs/mcp/tree/main/src/amazon-kendra-index-mcp-server) ragsearchaws ### LaunchDarkly Manage feature flags and AI configurations through LaunchDarkly's platform, enabling controlled rollouts, A/B testing, and feature targeting across environments. [20](https://github.com/launchdarkly/mcp-server) feature-flagscontinuous-deliveryai-config ### Railway Manages Railway cloud infrastructure through CLI integration, providing tools for project deployment, service management, environment configuration, and monitoring of Railway resources. [186](https://github.com/railwayapp/railway-mcp-server) deploymentinfrastructurecloud-management ### PixVerse Generate high-quality videos from text descriptions using PixVerse's video generation models, supporting customizable parameters like quality, duration, and aspect ratio. [43](https://github.com/PixVerseAI/PixVerse-MCP) video-generationtext-to-videoai-video ### AWS Support Enables programmatic management of AWS support cases, including creation, communication, and resolution, with automatic determination of issue types and severity levels. [8,910](https://github.com/awslabs/mcp/tree/main/src/aws-support-mcp-server) awssupport-casesticket-management ### Pinecone Assistant Enables retrieval of information from Pinecone Assistant with configurable result limits and API integration. [41](https://github.com/pinecone-io/assistant-mcp) vector-databaseinformation-retrievalpinecone ### ElastiCache Manages AWS ElastiCache resources including serverless caches, replication groups, and cache clusters with comprehensive monitoring and cost analysis capabilities. [8,883](https://github.com/awslabs/mcp/tree/main/src/elasticache-mcp-server) awscachingredis ### Substack Writer Connect to your Substack/Medium blogs, allowing Cline to become an expert writer tailored to your writing style. [28](https://github.com/jean-technologies/mcp-writer-substack) content-analysiswritingsemantic-search ### Dice Roller A server for rolling dice using standard dice notation, providing individual rolls, sums, and modifiers with timestamp tracking. [3](https://github.com/pashpashpash/mcp-dice) dice-rollingrandom-generationgaming ### IP Geolocation Provides IP intelligence services including geolocation, security checks, abuse contacts, ASN data, timezone conversion, astronomy calculations, and user-agent parsing through the ipgeolocation.io API. [4](https://github.com/IPGeolocation/ipgeolocation-io-mcp) ip-lookupgeolocationsecurity-intelligence ### SNS/SQS Manager Enables secure management of Amazon SNS topics and SQS queues, with resource tagging, access controls, and messaging capabilities for AWS messaging services. [8,907](https://github.com/awslabs/mcp/tree/main/src/amazon-sns-sqs-mcp-server) awsmessagingqueue-management ### DocumentDB Enables AI assistants to interact with AWS DocumentDB databases, providing tools for querying, managing collections, and analyzing schemas with optional read-only security mode. [8,875](https://github.com/awslabs/mcp/tree/main/src/documentdb-mcp-server) awsdocumentdbmongodb ### Riza Provides a secure code interpreter for executing LLM-generated code, with features for creating, saving, managing, and executing code tools in an isolated environment. [14](https://github.com/riza-io/riza-mcp) code-executionsandboxcode-interpreter ### Meeting Intelligence Self-hosted platform for automated real-time meeting transcription across Google Meet, Microsoft Teams, and Zoom, with bot automation, API access, and multilingual support. [1,922](https://github.com/Vexa-ai/vexa) transcriptionmeeting-automationreal-time ### Cost Control Proxy A local proxy server that provides cost tracking, smart routing, and budget controls for LLM API requests across multiple providers, with features like caching, anomaly detection, and usage analytics. [161](https://github.com/RelayPlane/proxy) cost-trackingapi-proxybudget-control ### Lambda Bridge Enables secure access to AWS Lambda functions as MCP tools, allowing AI models to interact with private resources, AWS services, and networks without direct access credentials. [8,903](https://github.com/awslabs/mcp/tree/main/src/lambda-tool-mcp-server) aws-lambdaserverlesssecurity ### Step Functions Enables AI models to execute and manage AWS Step Functions state machines as tools, supporting both Standard and Express workflows with input validation via EventBridge Schema Registry. [8,764](https://github.com/awslabs/mcp/tree/main/src/stepfunctions-tool-mcp-server) awsworkflowsautomation ### Kubernetes Observer Enables interaction with Kubernetes clusters through Metoro's observability platform, providing eBPF-based telemetry and monitoring capabilities via natural language queries. [49](https://github.com/metoro-io/metoro-mcp-server) kubernetesobservabilityebpf ### Fireproof A JSON document store server providing CRUD operations and field-based sorting queries, powered by Fireproof database for seamless integration with AI systems. [32](https://github.com/fireproof-storage/mcp-database-server) document-storejsoncrud ### Synthetic Data Generates, validates, and manages synthetic data with features for business-driven generation, safe pandas code execution, data validation, and integration with storage systems like S3. [8,654](https://github.com/awslabs/mcp/tree/main/src/syntheticdata-mcp-server) data-generationvalidationpandas ### Needle Search Enables document management and natural language search capabilities through the Needle platform, allowing users to organize, store, and retrieve documents using Claude's language model. [99](https://github.com/needle-ai/needle-mcp) document-managementsearchknowledge-base ### Finch Container Tools Build and push container images through Finch CLI, with support for ECR repositories and automated VM management for macOS and Windows. [8,815](https://github.com/awslabs/mcp/tree/main/src/finch-mcp-server) containersdockerecr ### MercadoLibre Connects to Latin America's largest e-commerce marketplace, enabling product search, item details retrieval, category browsing, trend tracking, and currency conversion across 18 countries. [0](https://github.com/dan1d/mercadolibre-mcp) marketplacelatin-americaproduct-search ### Axiom Query and analyze data using Axiom Processing Language (APL), enabling AI agents to interact with Axiom datasets through natural language. [61](https://github.com/axiomhq/mcp-server-axiom) data-querylog-analysisapl ### AWS Proxy A proxy and library for connecting AI applications to MCP servers on AWS, handling SigV4 authentication and enabling integration with popular AI frameworks like LangChain and LlamaIndex. [261](https://github.com/aws/mcp-proxy-for-aws) awsauthenticationproxy ### WatsonX Flows Enables integration with watsonx.ai Flows Engine, providing tools for Google Books and Wikipedia searches through a TypeScript-based MCP server implementation. [118](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript) watsonxflows-enginetool-integration ### Amazon Location Provides location-based services including place search, geocoding, route calculation, and nearby points of interest using Amazon Location Service. [8,737](https://github.com/awslabs/mcp/tree/main/src/aws-location-mcp-server) geocodingroute-planningplaces-search ### Aurora DSQL Enables natural language to SQL query conversion and execution against Aurora DSQL databases, with configurable read/write access and connection pooling. [8,898](https://github.com/awslabs/mcp/tree/main/src/aurora-dsql-mcp-server) aurorapostgresqlsql ### eSignatures Manages digital contract workflows including creation, sending, and template management for electronic signatures through the eSignatures platform. [35](https://github.com/esignaturescom/mcp-server-esignatures) digital-signaturescontractsdocument-management ### Terraform Validator Validates, secures, and estimates cloud costs for Terraform configurations, providing automated analysis and completion of infrastructure-as-code with built-in security checks and cost estimation. [1](https://github.com/binadox-public/binadox-terraform-mcp) terraforminfrastructure-as-codecloud-cost ### AWS Knowledge Base (Archived) Retrieves information from AWS Knowledge Base using Bedrock Agent Runtime, supporting RAG-based queries with customizable result counts. [83,738](https://github.com/modelcontextprotocol/servers/tree/main/src/aws-kb-retrieval-server) awsbedrockrag ### Neptune Query Query Amazon Neptune databases and analytics using openCypher and Gremlin, with support for schema retrieval and status checking. [8,715](https://github.com/awslabs/mcp/tree/main/src/amazon-neptune-mcp-server) graph-databaseaws-neptunecypher ### Palo Alto Firewall Suite Comprehensive suite of servers for managing Palo Alto Networks firewalls, including security policies, system configuration, network objects, and device operations through a unified API interface. [12](https://github.com/DynamicEndpoints/paloalto-mcp-server) firewallnetwork-securitypolicy-management ### Transloadit Enables file upload, processing, and transformation operations through Transloadit's API, supporting media conversions, file handling, and assembly management. [71](https://github.com/transloadit/node-sdk) file-processingmedia-conversionupload-handling ### Amazon MQ Enables management of RabbitMQ and ActiveMQ message brokers through Amazon MQ, providing secure broker creation, configuration, and administration capabilities. [8,732](https://github.com/awslabs/mcp/tree/main/src/amazon-mq-mcp-server) message-brokersawsrabbitmq ### Bitcoin Explorer Interact with Bitcoin blockchain through Maestro API platform, enabling exploration of blocks, transactions, addresses, mempool monitoring, and market data across mainnet and testnet networks. [22](https://github.com/maestro-org/maestro-mcp-server) bitcoinblockchaincryptocurrency ### OpenOcean DEX Enables interaction with decentralized exchanges (DEXs) for getting quotes, executing swaps, managing transactions, and accessing token information across multiple blockchain networks. [1](https://github.com/openocean-finance/openocean-mcp) deficryptocurrencyblockchain ### RP1 Developer Manages spatial internet development workflows for RP1, enabling creation and management of spatial fabrics, server configurations, and Network Service Objects (NSOs) in the RP1 universal fabric. [2](https://github.com/jl-codes/rp1-dev-mcp) spatial-computing3d-environmentsmetaverse ### Raygun Provides comprehensive access to Raygun's error tracking, crash reporting, and real user monitoring features through API integration, enabling management of applications, errors, deployments, and performance metrics. [19](https://github.com/MindscapeHQ/mcp-server-raygun) error-trackingcrash-reportingperformance-monitoring ### Verodat Enables AI systems to interact with Verodat's data management platform, providing capabilities for dataset creation, querying, and AI-powered analysis across workspaces and accounts. [4](https://github.com/Verodat/verodat-mcp-server) data-managementdataset-operationsworkspace-management ### Azure Services (archived) Comprehensive management interface for Azure cloud services, providing tools for storage, databases, monitoring, security, and resource management through the Model Context Protocol. [1,214](https://github.com/Azure/azure-mcp) azurecloud-managementinfrastructure ### Amazon Keyspaces Enables natural language interaction with Amazon Keyspaces and Apache Cassandra databases, supporting schema exploration, query execution, and performance analysis. [8,737](https://github.com/awslabs/mcp/tree/main/src/amazon-keyspaces-mcp-server) cassandraawsdatabase-management ### Valkey Interact with Amazon ElastiCache and MemoryDB Valkey datastores, supporting multiple data types like strings, lists, sets, hashes, streams, and JSON documents with advanced features like clustering and SSL/TLS security. [8,791](https://github.com/awslabs/mcp/tree/main/src/valkey-mcp-server) cacheredisaws ### Argentine Exchange Provides real-time access to Argentine exchange rates including Dollar Blue, Oficial, MEP, CCL, and crypto rates, with currency conversion and spread calculation capabilities. [3](https://github.com/dan1d/dolar-mcp) exchange-ratescurrency-conversionargentina ### Timestream InfluxDB Manages AWS Timestream for InfluxDB resources, enabling database cluster/instance management, parameter configuration, and data operations using InfluxDB APIs. [8,737](https://github.com/awslabs/mcp/tree/main/src/timestream-for-influxdb-mcp-server) awstimestreaminfluxdb ### ElastiCache Memcached Enables secure interaction with Amazon ElastiCache Memcached, supporting full protocol operations, SSL/TLS encryption, connection pooling, and optional read-only mode. [8,918](https://github.com/awslabs/mcp/tree/main/src/memcached-mcp-server) memcachedcachingaws ## Ready to supercharge your AI? Install Cline to access and configure these MCP servers with just one click. [Install Cline](/content/install/index.html) We use cookies to enhance your experience, analyze traffic, and personalize content. By clicking 'Accept', you consent to our use of cookies. Learn more in our [Privacy Notice](/content/privacy/index.html). Decline Non-EssentialManage Preferences Accept All