Everything MCPhttps://github.com/modelcontextprotocol/serversThe official MCP servers collection. MCP filesystemhttps://github.com/modelcontextprotocol/servers/tree/main/src/filesystemOfficial filesystem MCP. MCP official servershttps://github.com/modelcontextprotocol/serversReference MCP server collection. mem0 MCPhttps://mem0.aiAgent memory MCP. Context7https://context7.comUp-to-date library docs MCP. chrome-devtools-mcphttps://github.com/ChromeDevTools/chrome-devtools-mcpOfficial Chrome DevTools MCP. Graphitihttps://github.com/getzep/graphitiTemporal knowledge-graph memory. Supermemoryhttps://supermemory.aiUniversal memory API + MCP. mcp-chromehttps://github.com/hangwin/mcp-chromeChrome automation via MCP. AWS MCP servershttps://github.com/awslabs/mcpAWS Labs' MCP collection. Firecrawl MCPhttps://github.com/mendableai/firecrawl-mcp-serverScrape/crawl/search MCP. BrowserMCPhttps://browsermcp.ioBrowser automation via MCP. Browser Tools MCPhttps://browsertools.agentdesk.aiBrowser inspection + audit MCP. Snyk MCPhttps://snyk.ioSecurity scanning MCP. Perplexity MCPhttps://github.com/ppl-ai/modelcontextprotocolSonar search MCP. Azure MCPhttps://github.com/Azure/azure-mcpMicrosoft's Azure MCP. 🧲 Magg 🧲https://github.com/sitbon/maggA meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. 1mcpserverhttps://github.com/particlefuture/1mcpserverMCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use https://mcp.1mcpserver.com/mcp/ 21st.dev Magichttps://github.com/21st-dev/magic-mcpCreate crafted UI components inspired by the best 21st.dev design engineers. 4everland/4everland-hosting-mcphttps://github.com/4everland/4everland-hosting-mcpAn MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave. Adeuhttps://github.com/dealfluence/adeuAutomated DOCX Redlining Engine and "Virtual DOM" for Microsoft Word. Enables agents to read, diff, edit, and negotiate contracts locally or via live COM interop. Adfinhttps://github.com/Adfin-Engineering/mcp-server-adfinThe only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin. Agent Mindsharehttps://agentmindshare.comTrack and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with Agent Mindshare. AgentQLhttps://github.com/tinyfish-io/agentql-mcpEnable AI agents to get structured data from unstructured web with AgentQL. AgentRPChttps://github.com/agentrpc/agentrpcConnect to any function, any language, across network boundaries using AgentRPC. Agentsethttps://github.com/agentset-ai/mcp-serverRAG MCP for your Agentset data. Agile Luminaryhttps://github.com/AgileLuminary/mcp-agile-luminarySimpler Project Management - send Agile Luminary stories straight to your IDE Airtablehttps://github.com/domdomegg/airtable-mcp-serverRead and write access to Airtable databases. Aivenhttps://github.com/Aiven-Open/mcp-aivenNavigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services ALAPIhttps://github.com/ALAPI-SDK/mcp-alapi-cnALAPI MCP Tools,Call hundreds of API interfaces via MCP Alby Bitcoin Payments MCPhttps://github.com/getAlby/mcp/Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost. Alertmanagerhttps://github.com/ntk148v/alertmanager-mcp-serverA Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager Algorandhttps://github.com/GoPlausible/algorand-mcpA comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain. AlibabaCloud DevOps MCPhttps://github.com/aliyun/alibabacloud-devops-mcp-serverYunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform. AllInOneMCPhttps://github.com/particlefuture/MCPDiscoveryMCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them. REMOTE! Use the url https://mcp.pfvc.io/mcp/ to add the server. Remember the final backslash\\. AllVoiceLabhttps://www.allvoicelab.com/mcpAn AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration. Allysonhttps://github.com/isaiahbjork/allyson-mcpAI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform Ancestryhttps://github.com/reeeeemo/ancestry-mcpRead .ged files and genetic data Android MCPhttps://github.com/minhalvp/android-mcp-server📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities. AniListhttps://github.com/yuna0x0/anilist-mcpAniList MCP server for accessing AniList API data AnkiConnecthttps://github.com/spacholski1225/anki-connect-mcpAnkiConnect MCP server for interacting with Anki via AnkiConnect. any-chat-completions-mcphttps://github.com/pyroprompts/any-chat-completions-mcpChat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more AnyCrawlhttps://github.com/any4ai/anycrawl-mcp-serverAnyCrawl MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP). Apache Dorishttps://github.com/apache/doris-mcp-serverMCP Server For Apache Doris, an MPP-based real-time data warehouse. Apifyhttps://github.com/apify/actors-mcp-serverActors MCP Server: Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more APIMatic MCPhttps://github.com/apimatic/apimatic-validator-mcpAPIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API. APISIX-MCPhttps://github.com/api7/apisix-mcpAPISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX. Apple Bookshttps://github.com/vgnshiyer/apple-books-mcpTransform your Apple Books to a queryable knowledge base. Apple Noteshttps://github.com/RafalWilinski/mcp-apple-notesTalk with your Apple Notes Apple Shortcutshttps://github.com/recursechat/mcp-server-apple-shortcutsAn MCP Server Integration with Apple Shortcuts Armor Crypto MCPhttps://github.com/armorwallet/armor-crypto-mcpMCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. ArXivhttps://github.com/blazickjp/arxiv-mcp-serverSearch ArXiv research papers Atlahttps://github.com/atla-ai/atla-mcp-serverEnable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation. Atlanhttps://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocolOfficial MCP Server from Atlan which enables you to bring the power of metadata to your AI tools Atlassianhttps://github.com/sooperset/mcp-atlassianComprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking. Audiense Insightshttps://github.com/AudienseCo/mcp-audiense-insightsMarketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis. Audioscrapehttps://www.audioscrape.com/docs/mcpSearch 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio conte Augmentshttps://augments.dev/Comprehensive framework documentation and code examples for popular development tools and libraries. AutoGen documentationhttps://github.com/sykuang/mcp-autogen-docA Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation. AWS Bedrock KB Retrievalhttps://github.com/awslabs/mcp/tree/main/src/bedrock-kb-retrieval-mcp-serverQuery Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources. AWS CDKhttps://github.com/awslabs/mcp/tree/main/src/cdk-mcp-serverGet prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns. AWS Corehttps://github.com/awslabs/mcp/tree/main/src/core-mcp-serverCore AWS MCP server providing prompt understanding and server management capabilities. AWS Cost Analysishttps://github.com/awslabs/mcp/tree/main/src/cost-analysis-mcp-serverAnalyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API. AWS Documentationhttps://github.com/awslabs/mcp/tree/main/src/aws-documentation-mcp-serverFetch, convert, and search AWS documentation pages, with recommendations for related content. AWS EC2 Pricinghttps://github.com/trilogy-group/aws-pricing-mcpGet up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue. AWS Nova Canvashttps://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-serverGenerate images using Amazon Nova Canvas with text prompts and color guidance. Axiomhttps://github.com/axiomhq/mcp-server-axiomQuery and analyze your Axiom logs, traces, and all other event data in natural language aymericzip/intlayerhttps://github.com/aymericzip/intlayerA MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs. Azure DevOpshttps://github.com/microsoft/azure-devops-mcpThe MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. Backuphttps://github.com/hexitex/MCP-Backup-ServerAdd smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc Bagelhttps://github.com/Extelligence-ai/bagelChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss. Bankless Onchainhttps://github.com/bankless/onchain-mcpQuery Onchain data, like ERC20 tokens, transaction history, smart contract state. Basecamphttps://github.com/georgeantonopoulos/Basecamp-MCP-ServerIntegration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration Baserowhttps://baserow.io/user-docs/mcp-serverRead and write access to your Baserow tables. BGG MCPhttps://github.com/kkjdaniel/bgg-mcpBGG MCP enables AI tools to interact with the BoardGameGeek API. BigQueryhttps://github.com/LucasHild/mcp-server-bigquery(by LucasHild) - BigQuery database integration with schema inspection and query capabilities Binary Ninjahttps://github.com/fosdickio/binary_ninja_mcpA Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. Bing Webmaster Toolshttps://github.com/isiahw1/mcp-server-bing-webmasterMCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights BloodHound-MCPhttps://github.com/MorDavid/BloodHound-MCP-AI(by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher. Blueskyhttps://github.com/keturiosakys/bluesky-context-serverintegrates with Bluesky API to query and search feeds and posts. Boxhttps://github.com/box-community/mcp-server-boxInteract with the Intelligent Content Management platform through Box AI. Brave Searchhttps://github.com/modelcontextprotocol/servers/tree/main/src/brave-searchWeb search capabilities using Brave's Search API Bright Datahttps://github.com/brightdata/brightdata-mcpDiscover, extract, and interact with the web - one interface powering automated access across the public internet. Browser Controlhttps://github.com/eyalzh/browser-control-mcpAn MCP server paired with a browser extension allowing local browser control. Browserbasehttps://github.com/browserbase/mcp-server-browserbaseAutomate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) BrowserStackhttps://github.com/browserstack/mcp-serverBring the full power of BrowserStack’s Test Platform to your AI tools, making testing faster and easier for every developer and tester on your team. Buckethttps://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cliFlag features, manage company data, and control feature access using Bucket Buildablehttps://github.com/chunkydotdev/bldbl-mcpOfficial MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects. Buildkitehttps://github.com/buildkite/buildkite-mcp-serverManage Buildkite pipelines and builds. bytebase/dbhubhttps://github.com/bytebase/dbhub📇 Universal database MCP server supporting mainstream databases.\ CAKMhttps://github.com/sanyambassi/thales-cdsp-cakm-mcp-serverMCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases. Calculatorhttps://github.com/githejie/mcp-server-calculatorThis server enables LLMs to use calculator for precise numerical calculations. CalDAV MCPhttps://github.com/dominik1001/caldav-mcpA CalDAV MCP server to expose calendar operations as tools for AI assistants. CallHubhttps://github.com/callhub/callhub-mcpPython-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources. Campertunityhttps://github.com/campertunity/mcp-serverSearch campgrounds around the world on campertunity, check availability, and provide booking links. Canvas LMShttps://github.com/ahnopologetic/canvas-lms-mcpMCP server for easy access to education data through your Canvas LMS instance. Carbon Voicehttps://github.com/PhononX/cv-mcp-serverMCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app). Career Site Jobshttps://apify.com/fantastic-jobs/career-site-job-listing-api/api/mcpA MCP server to retrieve up-to-date jobs from company career sites. CDSPhttps://github.com/sanyambassi/ciphertrust-manager-mcp-serverMCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants. centralmind/gatewayhttps://github.com/centralmind/gatewayCLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server Chaitin IP Intelligencehttps://github.com/co0ontty/chaitin-ip-intelligence-search-toolSearch for IP addresses using Chaitin's IP Intelligence API. Chargebeehttps://github.com/chargebee/agentkit/tree/main/modelcontextprotocolMCP Server that connects AI agents to Chargebee platform. Charthttps://github.com/antvis/mcp-server-chart🤖 A Model Context Protocol server for generating visual charts using AntV. Chromahttps://github.com/chroma-core/chroma-mcpEmbeddings, vector search, document storage, and full-text search with the open-source AI application database Chroma Package Searchhttps://trychroma.com/package-searchAdd to coding agents like Claude or Cursor to give them the ability to understand and better use thousands of dependencies. Chronulus AIhttps://github.com/ChronulusAI/chronulus-mcpPredict anything with Chronulus AI forecasting and prediction agents. ChuckNorrishttps://github.com/pollinations/chucknorris-mcpA specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach. CircleCIhttps://github.com/CircleCI-Public/mcp-server-circleciEnable AI Agents to fix build failures from CircleCI. ClickHousehttps://github.com/ClickHouse/mcp-clickhouseQuery your ClickHouse database server. clj-kondo-MCPhttps://github.com/Bigsy/clj-kondo-MCPClojure linter Clojarshttps://github.com/Bigsy/Clojars-MCP-ServerObtains latest dependency details for Clojure libraries. clojure-mcphttps://github.com/bhauman/clojure-mcpClojure development tools, direct access to the running program via REPL. Cloudbethttps://github.com/cloudbet/sports-mcp-serverStructured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets. Cloudflarehttps://github.com/cloudflare/mcp-server-cloudflareDeploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) CockroachDBhttps://github.com/amineelkouhen/mcp-cockroachdbA Model Context Protocol server for managing, monitoring, and querying data in CockroachDB. codemirror-mcphttps://github.com/marimo-team/codemirror-mcpCodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands. Codesys-mcp-toolkithttps://github.com/johannesPettersson80/codesys-mcp-toolkitA Model Context Protocol (MCP) server for CODESYS V3 programming environments. CoinCaphttps://github.com/QuantGeekDev/coincap-mcpA MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication CoinGeckohttps://docs.coingecko.com/reference/mcp-server/Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens. CoinMarkethttps://github.com/anjor/coinmarket-mcp-serverCoinmarket API integration for cryptocurrency data Comet Opikhttps://github.com/comet-ml/opik-mcpQuery and analyze your Opik logs, traces, prompts and all other telemtry data from your LLMs in natural language. Command Linehttps://github.com/phialsbasement/cmd-mcp-serverMCP server allowing any and all command execution over CMD(BE CAREFUL). Composio MCPhttps://composio.devTool integrations MCP. Congresshttps://github.com/amurshak/congressMCPQuery and reeason about legislative data from Congress.gov consult7https://github.com/szeider/consult7Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code Contentfulhttps://github.com/ivo-toby/contentful-mcpInteract with your content on the Contentful platform context-awesomehttps://github.com/bh-rat/context-awesomeA MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. Convexhttps://stack.convex.dev/convex-mcp-serverIntrospect and query your apps deployed to Convex. Coreflux MQTThttps://github.com/CorefluxCommunity/CorefluxMCPServerMCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol. Coresignalhttps://github.com/Coresignal-com/coresignal-mcp/Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows. Couchbasehttps://github.com/Couchbase-Ecosystem/mcp-server-couchbaseInteract with the data stored in Couchbase clusters using natural language. Crawlbase MCPhttps://github.com/crawlbase/crawlbase-mcpEnables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET. CRDPhttps://github.com/sanyambassi/thales-cdsp-crdp-mcp-serverMCP server for Thales CipherTrust Manager RestFul Data Protection service. create-mcp-tshttps://github.com/stephencme/create-mcp-tsCreate a new MCP server in TypeScript, batteries included - supports user-defined templates! Creatifyhttps://github.com/TSavo/creatify-mcpMCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools. CRIC Wuye AIhttps://github.com/wuye-ai/mcp-server-wuye-aiInteract with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. CSMhttps://github.com/sanyambassi/thales-cdsp-csm-mcp-serverMCP server for Thales CipherTrust Secrets Management Cuahttps://github.com/trycua/cua/tree/main/libs/mcp-serverMCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients. Currentshttps://github.com/currents-dev/currents-mcpEnable AI Agents to fix Playwright test failures reported to Currents. Cycodehttps://github.com/cycodehq/cycode-cliBoost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode. DAISYShttps://github.com/daisys-ai/daisys-mcpGenerate high-quality text-to-speech and text-to-voice outputs using the DAISYS platform. Danielpeter-99/calcom-mcphttps://github.com/Danielpeter-99/calcom-mcpMCP server for Calcom (Also known as [Cal.com](https://cal.com/)). Manage event types, create bookings, and access Cal.com scheduling data through LLMs. Darthttps://github.com/its-dart/dart-mcp-serverInteract with task, doc, and project data in Dart, an AI-native project management tool Dash0https://github.com/dash0hq/mcp-dash0Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on Dash0. Data Explorationhttps://github.com/reading-plus-ai/mcp-server-data-explorationMCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. Databasehttps://github.com/TheRaLabs/legion-mcp(by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite Datadog MCPhttps://datadoghq.comDatadog's official MCP. DataWorkshttps://github.com/aliyun/alibabacloud-dataworks-mcp-serverA Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Aliyun Open API and enables AI agents to perform clo dbthttps://github.com/dbt-labs/dbt-mcpOfficial MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. dbt-docshttps://github.com/mattijsdp/dbt-docs-mcpMCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation. DBUtilshttps://github.com/donghao1393/mcp-dbutilsA unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer. DealXhttps://github.com/DealExpress/mcp-serverMCP Server for DealX platform Debugg AIhttps://github.com/debugg-ai/debugg-ai-mcpEnable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform. Decodohttps://github.com/Decodo/decodo-mcp-serverEasy web data access. Simplified retrieval of information from websites and online sources. DeepResearchhttps://github.com/OctagonAI/octagon-deep-research-mcpLightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs DeepView MCPhttps://github.com/ai-1st/deepview-mcpEnables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window. DeepWiki by Devinhttps://docs.devin.ai/work-with-devin/deepwiki-mcpRemote, no-auth MCP server providing AI-powered codebase context and answers DefangLabs/defanghttps://github.com/DefangLabs/defangCLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account. DevHubhttps://github.com/devhub/devhub-cms-mcpManage and utilize website content within the DevHub CMS platform DexPaprikahttps://github.com/coinpaprika/dexpaprika-mcpAccess real-time DEX analytics across 20+ blockchains with DexPaprika API, tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika. DifyWorkflowhttps://github.com/gotoolkits/mcp-difyworkflow-serverTools to the query and execute of Dify workflows DigitalOcean MCP Serverhttps://github.com/rohit-kaundal/digitalocean-mcp-serverA Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface. Digmahttps://github.com/digma-ai/digma-mcp-serverA code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc. DINO-Xhttps://github.com/IDEA-Research/DINO-X-MCPAdvanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks. Django REST Framework MCPhttps://github.com/zacharypodbela/djangorestframework-mcpExpose Django REST Framework APIs as MCP tools for LLMs and agentic applications Dockerhttps://github.com/QuantGeekDev/docker-mcpRun and manage docker containers, docker compose, and logs Dolthttps://github.com/dolthub/dolt-mcpThe official MCP server for version-controlled Dolt databases. Drandhttps://github.com/randa-mu/drand-mcp-serverAn MCP server for fetching verifiable random numbers from the drand network. DreamFactoryhttps://github.com/dreamfactorysoftware/df-mcp/An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources. Driflytehttps://github.com/serkan-ozal/driflyte-mcp-serverMCP Server for Driflyte. The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. DropBinhttps://dropbin.org/mcpRemote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication Druid MCP Serverhttps://github.com/iunera/druid-mcp-serverSTDIO/SEE MCP Server for Apache Druid by iunera that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. DuckDBhttps://github.com/ktanaka101/mcp-server-duckdbDuckDB database integration with schema inspection and query capabilities Dumpling AIhttps://github.com/Dumpling-AI/mcp-server-dumplingaiAccess data, web scraping, and document conversion APIs by Dumpling AI DynamoDB-Toolboxhttps://www.dynamodbtoolbox.com/docs/databases/actions/mcp-toolkitLeverages your Schemas and Access Patterns to interact with your DynamoDB Database using natural language. E2Bhttps://github.com/e2b-dev/mcp-serverRun code in secure sandboxes hosted by E2B eBook-mcphttps://github.com/onebirdrocks/ebook-mcpA lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces. EChartshttps://github.com/hustcc/mcp-echartsGenerate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis. EdgeOne Pages MCPhttps://github.com/TencentEdgeOne/edgeone-pages-mcpAn MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. EduBasehttps://github.com/EduBase/MCPInteract with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities Elasticsearch MCPhttps://elastic.coElastic's official MCP. ELEMENT.FMhttps://gitlab.com/elementfm/mcpCreate and publish unlimited podcast shows and episodes with ELEMENT.FM ElevenLabshttps://github.com/elevenlabs/elevenlabs-mcpThe official ElevenLabs MCP server elisp-dev-mcphttps://github.com/laurynas-biveinis/elisp-dev-mcpelisp (Emacs Lisp) development support tools, running in Emacs. Emailhttps://github.com/Shy2593666979/mcp-server-emailThis server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments Email Send MCPhttps://github.com/YUHAI0/email-send-mcpA fixed one from above one. More user-friendly. eSignatureshttps://github.com/esignaturescom/mcp-server-esignaturesContract and template management for drafting, reviewing, and sending binding contracts. Everythinghttps://github.com/modelcontextprotocol/servers/blob/main/src/everythingReference / test server with prompts, resources, and tools Everything Searchhttps://github.com/mamertofabian/mcp-everything-searchFast Windows file search using Everything SDK Exahttps://github.com/exa-labs/exa-mcp-serverSearch Engine made for AIs by Exa Excelhttps://github.com/haris-musa/excel-mcp-serverExcel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table Facebook Adshttps://github.com/gomarble-ai/facebook-ads-mcp-serverMCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. Facebook Ads Libraryhttps://github.com/trypeggy/facebook-ads-library-mcpGet any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds. fast-filesystem-mcphttps://github.com/efforthye/fast-filesystem-mcpAdvanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup Fathom Analyticshttps://github.com/mackenly/mcp-fathom-analyticsAccess and analyze Fathom Analytics data and reports FetchSERPhttps://github.com/fetchSERP/fetchserp-mcp-server-nodeAll-in-One SEO & Web Intelligence Toolkit API FetchSERP Fewsatshttps://github.com/Fewsats/fewsats-mcpEnable AI Agents to purchase anything in a secure way using Fewsats FHIRhttps://github.com/wso2/fhir-mcp-server/Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations. FHIR MCPhttps://github.com/the-momentum/fhir-mcp-serverMCP Server that connects AI agents to FHIR servers Fiberyhttps://github.com/Fibery-inc/fibery-mcp-serverPerform queries and entity operations in your Fibery workspace. Figmahttps://github.com/GLips/Figma-Context-MCPPaste a link to your Figma design to get its data in a ready-to-implement format. Figma MCPhttps://figma.comFigma's official MCP. Fileshttps://github.com/flesler/mcp-filesEnables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere. FileScopeMCPhttps://github.com/admica/FileScopeMCPAnalyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Pyth FileStashhttps://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcpRemote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... FileSystemhttps://github.com/mark3labs/mcp-filesystem-serverGolang implementation for local file system access Financial Datasetshttps://github.com/financial-datasets/mcp-serverStock market API made for AI agents Find-A-Domainhttps://findadomain.dev/mcpDomain availability checking and WHOIS lookup tools. Fireproofhttps://github.com/fireproof-storage/mcp-database-serverImmutable ledger database with live synchronization FlyonUIhttps://github.com/themeselection/flyonui-mcpBuild modern, production-ready UI blocks, components, and landing pages in minutes. ForeverVMhttps://github.com/jamsocket/forevervm/tree/main/javascript/mcp-serverRun Python in a code sandbox. FrankfurterMCPhttps://github.com/anirbanbasu/frankfurtermcpMCP server acting as an interface to the Frankfurter API for currency exchange data. Fulcra Contexthttps://github.com/fulcradynamics/fulcra-context-mcpFulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around Context by Fulcra. Gcore Cloudhttps://github.com/G-Core/gcore-mcp-serverGcore's Cloud Official MCP Server GCP MCPhttps://cloud.google.comGoogle Cloud's MCP tools. GDBhttps://github.com/pansila/mcp_server_gdbA GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants. Gemsuitehttps://github.com/PV-Bhat/gemsuite-mcpThe ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models. genkithttps://github.com/firebase/genkitagent and data transformation framework Gentorohttps://github.com/gentoro-GT/mcp-nodejs-serverGentoro generates MCP Servers based on OpenAPI specifications. Githttps://github.com/modelcontextprotocol/servers/tree/main/src/gitTools to read, search, and manipulate Git repositories Giteehttps://github.com/oschina/mcp-giteeGitee API integration, repository, issue, and pull request management, and more. GitHub Repos Manager MCP Serverhttps://github.com/kurdin/github-repos-manager-mcpToken-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration. Gitingest-MCPhttps://github.com/puravparab/Gitingest-MCPGitingest integration providing prompt friendly summmaries of Github repos GitKrakenhttps://github.com/gitkraken/gk-cliA CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. GitLabhttps://github.com/modelcontextprotocol/servers/tree/main/src/gitlabGitLab platform integration for project management and CI/CD operations GitLab MCPhttps://gitlab.comGitLab's official MCP. Globalpinghttps://github.com/jsdelivr/globalping-mcp-serverNetwork access with the ability to run commands like ping, traceroute, mtr, http, dns resolve. Gluestack UI MCP Serverhttps://github.com/gauravsaini/gluestack-ui-mcp-serverAn MCP server tailored for React Native–first development using Gluestack UI. godoc-mcp-serverhttps://github.com/yikakia/godoc-mcp-serverMCP server to provide golang packages and their information from pkg.go.dev Godot MCPhttps://github.com/Coding-Solo/godot-mcpMCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. GoLogin MCP serverhttps://github.com/gologinapp/gologin-mcpManage your GoLogin browser profiles and automation directly through AI conversations! Google Admin MCPhttps://github.com/securityfortech/google-admin-mcpA Model Context Protocol (MCP) server enabling interaction with Google Admin APIs. Google Adshttps://github.com/gomarble-ai/google-ads-mcp-serverMCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. Google Cloud Runhttps://github.com/GoogleCloudPlatform/cloud-run-mcpOfficial MCP Server to deploy to Google Cloud Run. Google Drivehttps://github.com/modelcontextprotocol/servers/tree/main/src/gdriveGoogle Drive integration for file access, search, and management Google Keephttps://github.com/feuerdev/keep-mcpRead, create, update and delete Google Keep notes. Google Mapshttps://github.com/modelcontextprotocol/servers/tree/main/src/google-mapsGoogle Maps integration for location services, routing, and place details Google Newshttps://github.com/ChanMeng666/server-google-newsGoogle News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration. Google PSE/CSEhttps://github.com/rendyfebry/google-pse-mcpA Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE). Google Search Consolehttps://github.com/ahonn/mcp-server-gscA Model Context Protocol (MCP) server providing access to Google Search Console. gotoHumanhttps://github.com/gotohuman/gotohuman-mcp-serverHuman-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox. gotoolkits/wecombothttps://github.com/gotoolkits/mcp-wecombot-server.git🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot. gpt-computer-assistanthttps://github.com/Upsonic/gpt-computer-assistantdockerized mcp client with Anthropic, OpenAI and Langchain. Grafanahttps://github.com/grafana/mcp-grafanaSearch dashboards, investigate incidents and query datasources in your Grafana instance Grafana MCPhttps://grafana.comGrafana's official MCP. graphifyhttps://github.com/graphifyCode → knowledge graph tool + MCP. Graphlithttps://github.com/graphlit/graphlit-mcp-serverIngest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project. GreptimeDBhttps://github.com/GreptimeTeam/greptimedb-mcp-serverProvides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB. GrowthBookhttps://github.com/growthbook/growthbook-mcpCreate and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform. Gru Sandboxhttps://github.com/babelcloud/gru-sandboxGru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases. gx-mcp-serverhttps://github.com/davidf9999/gx-mcp-serverExpose Great Expectations data validation and GXtracthttps://github.com/sascharo/gxtractGXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: sascharo.github.io/gxtract). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerf HackMDhttps://github.com/yuna0x0/hackmd-mcpA Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants. HALhttps://github.com/dean/HALHTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data. HAP-MCPhttps://github.com/mingdaocloud/hap-mcp.gitHAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for Harnesshttps://github.com/harness/mcp-serverAccess and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries. Headroomhttps://github.com/headroomAgent headroom/memory MCP. Hetzner Cloud MCP Serverhttps://github.com/dkruyt/mcp-hetznerA Model Context Protocol (MCP) server for interacting with the Hetzner Cloud API. This server allows language models to manage Hetzner Cloud resources through structured functions. Hippycampushttps://github.com/cromwellian/hippycampusTurns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically. Hive Intelligencehttps://github.com/hive-intel/hive-crypto-mcp📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide remote server. Hologreshttps://github.com/aliyun/alibabacloud-hologres-mcp-serverConnect to a Hologres instance, get table metadata, query and analyze data. Home Assistanthttps://github.com/voska/hass-mcpInteract with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup. Homebrew MCPhttps://github.com/jeannier/homebrew-mcpInteract with Homebrew (the package manager for macOS and Linux) using natural language commands. Homeyhttps://github.com/pigmej/python-homey-mcpInteract with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs. Hostingerhttps://github.com/hostinger/api-mcp-serverOfficial Hostinger API MCP server for services managment. HuggingFace Spaceshttps://github.com/evalstate/mcp-hfspaceServer for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use. Hydrolixhttps://github.com/hydrolix/mcp-hydrolixHydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows. Hyperbrowserhttps://github.com/hyperbrowserai/mcpHyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation. IBM wxflowshttps://github.com/IBM/wxflows/tree/main/examples/mcp/javascriptTool platform by IBM to build, test and deploy tools for any data source IDA Pro MCPhttps://github.com/mrexodia/ida-pro-mcpMCP Server for automated reverse engineering with IDA Pro. ilerthttps://github.com/iLert/mcp-ilertInteract with ilert through natural language. ImageSorcery MCPhttps://github.com/sunriseapps/imagesorcery-mcpComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants. Imagicianhttps://github.com/flowy11/imagicianA MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp. IMAP MCPhttps://github.com/dominik1001/imap-mcp📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants. Inbox Zerohttps://github.com/elie222/inbox-zero/tree/main/apps/mcp-serverAI personal assistant for email Inbox Zero Inkeephttps://github.com/inkeep/mcp-server-pythonRAG Search over your content powered by Inkeep Inspektor Gadget MCP serverhttps://github.com/inspektor-gadget/ig-mcp-serverDebug your Container and Kubernetes workloads with an AI interface powered by eBPF. Instagram DMshttps://github.com/trypeggy/instagram_dm_mcpSend Instagram DMs via your LLM InstantDBhttps://github.com/instantdb/instant/tree/main/client/packages/mcpCreate, manage, and update applications on InstantDB, the modern Firebase. Integration Apphttps://github.com/integration-app/mcp-serverInteract with any other SaaS applications on behalf of your customers. interactive-mcphttps://github.com/ttommyth/interactive-mcp📇 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. IP2Location.iohttps://github.com/ip2location/mcp-ip2location-ioIP2Location.io API integration to retrieve the geolocation information for an IP address. IPLocatehttps://github.com/iplocate/mcp-server-iplocateLook up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io irulescan MCPhttps://github.com/simonkowallik/irulescan:shield: MCP enabled code security analyzer for F5 iRules Israel Statistics MCPhttps://github.com/reuvenaor/israel-statistics-mcpMCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data. Jean Memoryhttps://github.com/jonathan-politzki/your-memoryPremium memory consistent across all AI applications. JetBrainshttps://github.com/JetBrains/mcp-jetbrainsWork on your code with JetBrains IDEs Jetty.iohttps://github.com/jettyio/mlcbakery/tree/main/mcp_serverWork on dataset metadata with MLCommons Croissant validation and creation. Jina Readerhttps://github.com/wong2/mcp-jina-readerFetch the content of a remote URL as Markdown with Jina Reader. Jira Context MCPhttps://github.com/rahulthedevil/Jira-Context-MCPMCP server to provide Jira Tickets information to AI coding agents like Cursor. Jira MCP Serverhttps://github.com/ahmetbarut/jira-mcpA modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira with AI agents, bots, or automation systems JSON MCPhttps://github.com/VadimNastoyashchy/json-mcpMCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc. just-every/mcp-read-website-fasthttps://github.com/just-every/mcp-read-website-fastFast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies. just-every/mcp-screenshot-website-fasthttps://github.com/just-every/mcp-screenshot-website-fastHigh-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content. Kagihttps://github.com/ac3xx/mcp-servers-kagiKagi search API integration Kagi Searchhttps://github.com/kagisearch/kagimcpSearch the web using Kagi's search API Keboolahttps://github.com/keboola/keboola-mcp-serverBuild robust data workflows, integrations, and analytics on a single intuitive platform. Keycloakhttps://github.com/ChristophEnglisch/keycloak-model-context-protocolMCP server implementation for managing Keycloak users, groups, and realms using natural language queries. Keycloak MCP Serverhttps://github.com/sshaaf/keycloak-mcp-serverdesigned to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available. Knit MCPhttps://developers.getknit.dev/docs/knit-mcp-server-getting-startedConnect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories. KnowAir Weatherhttps://github.com/shuowang-ai/Weather-MCPReal-time weather and air quality via the Caiyun Weather API (meteorology + AQI, CN & US standards). Kontent.aihttps://github.com/kontent-ai/mcp-serverCreate, manage, and explore your content and content model using natural language in any MCP-compatible AI tool. Kuberneteshttps://github.com/Flux159/mcp-server-kubernetesConnect to Kubernetes cluster and manage pods, deployments, services. Langfuse Prompt Managementhttps://github.com/langfuse/mcp-server-langfuseOpen-source tool for collaborative editing, versioning, evaluating, and releasing prompts. Language Serverhttps://github.com/isaacphi/mcp-language-server🏎️ - MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics. Larahttps://github.com/translated/lara-mcpMCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations Last9https://github.com/last9/last9-mcp-serverSeamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster. Latex MCP Serverhttps://github.com/Yeok-c/latex-mcp-serverMCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex. Lazy Toggl MCPhttps://github.com/movstox/lazy-toggl-mcpSimple unofficial MCP server to track time via Toggl API LibreChathttps://www.librechat.ai/Open-source AI Web UI, supporting multiple providers including OpenAI, Anthropic, Google, Ollama, and local models. Includes MCP support for Agents. libSQL by xexrhttps://github.com/Xexr/mcp-libsqlMCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools. LINE Official Accounthttps://github.com/line/line-bot-mcp-serverIntegrates the LINE Messaging API to connect an AI Agent to the LINE Official Account. Linearhttps://github.com/tacticlaunch/mcp-linearIntegrates with Linear project management systems. Linear MCPhttps://linear.appLinear's official MCP. Lingo.devhttps://github.com/lingodotdev/lingo.dev/blob/main/mcp.mdMake your AI agent speak every language on the planet, using Lingo.dev Localization Engine. Linked APIhttps://github.com/Linked-API/linkedapi-mcp.gitMCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data with Linked API. LiteMCPhttps://github.com/wong2/litemcpA TypeScript framework for building MCP servers elegantly LlamaCloudhttps://github.com/run-llama/mcp-server-llamacloudLlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud. llm-contexthttps://github.com/cyberchitta/llm-context.pyShare code context with LLMs via Model Context Protocol or clipboard. Local History MCPhttps://github.com/xxczaki/local-history-mcpMCP server for accessing VS Code/Cursor's Local History. Logfirehttps://github.com/pydantic/logfire-mcpProvides access to OpenTelemetry traces and metrics through Logfire. LongPort OpenAPIhttps://github.com/longportapp/openapi/tree/main/mcpProvides real-time stock market data, provides AI access analysis and trading capabilities through MCP. LunchMoneyhttps://github.com/akutishevsky/lunchmoney-mcpMCP server for LunchMoney personal finance and budgeting tool. Mailgunhttps://github.com/mailgun/mailgun-mcp-serverInteract with Mailgun API. MailSandboxhttps://github.com/btafoya/mailsandboxMailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-assisted debugging. Mailtraphttps://github.com/railsware/mailtrap-mcpIntegrates with Mailtrap Email API. Makehttps://github.com/integromat/make-mcp-serverTurn your Make scenarios into callable tools for AI assistants. Mapboxhttps://github.com/mapbox/mcp-serverUnlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more. Mastra/mcphttps://github.com/mastra-ai/mastra/tree/main/packages/mcpClient implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools. Mastra/mcp-docs-serverhttps://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-serverProvides AI assistants with direct access to Mastra.ai's complete knowledge base. Mavenhttps://github.com/Bigsy/maven-mcp-serverTools to query latest Maven dependency information Maven Toolshttps://github.com/arvindand/maven-tools-mcpEnhanced Maven Central integration with intelligent caching, bulk operations, and version classification Maya MCPhttps://github.com/PatrickPalmer/MayaMCPMCP server for Autodesk Maya MBrohttps://github.com/sitbon/magg/blob/main/docs/mbro.mdA powerful interactive terminal MCP Browser client with tab completion and automatic documentation that allows you to work with multiple MCP servers, manage tools, and create complex workflows using AI assistants. MCP Aggregatorhttps://github.com/nazar256/combine-mcpAn MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools. MCP Expr Langhttps://github.com/ivan-saorin/mcp-expr-langMCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine. MCP fetchhttps://github.com/modelcontextprotocol/servers/tree/main/src/fetchWeb fetch MCP. MCP GitHubhttps://github.com/github/github-mcp-serverGitHub's official MCP server. MCP Installerhttps://github.com/anaisbetts/mcp-installerSet up MCP servers in Claude Desktop MCP memoryhttps://github.com/modelcontextprotocol/servers/tree/main/src/memoryKnowledge-graph memory MCP. MCP Open Libraryhttps://github.com/8enSmith/mcp-open-libraryA Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information. MCP Plexushttps://github.com/super-i-tech/mcp_plexusA secure, multi-tenant Python MCP server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications. MCP postgreshttps://github.com/modelcontextprotocol/servers/tree/main/src/postgresPostgreSQL MCP. MCP sequential-thinkinghttps://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinkingStep-wise reasoning MCP. MCP Toolbox for Databaseshttps://github.com/googleapis/genai-toolboxOpen source MCP server specializing in easy, fast, and secure tools for Databases. MCP-Bridgehttps://github.com/SecretiveShell/MCP-Bridge🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client MCP-Chatbothttps://github.com/3choff/mcp-chatbotA simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API. mcp-clihttps://github.com/wong2/mcp-clia cli inspector for MCP servers MCP-CLI Adapterhttps://github.com/inercia/mcp-cli-adapterUse command line tools in a secure fashion as MCP tools. mcp-clienthttps://github.com/rakesh-eltropy/mcp-clientMCP REST API and CLI client for interacting with MCP servers, supports OpenAI, Claude, Gemini, Ollama etc. MCP-Connecthttps://github.com/EvalsOne/mcp-connectA client that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests. mcp-frameworkhttps://github.com/QuantGeekDev/mcp-frameworkFast and elegant Typescript framework for building MCP servers mcp-gethttps://github.com/michaellatman/mcp-getCLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop. mcp-k8s-gohttps://github.com/strowk/mcp-k8s-goGolang-based Kubernetes MCP Server. Built to be extensible. MCP-SearXNG-Enhanced Web Searchhttps://github.com/OvertliDS/mcp-searxng-enhancedAn enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool. mcp-server-webcrawlhttps://github.com/pragmar/mcp-server-webcrawlAdvanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. mcphub.nvimhttps://github.com/ravitemer/mcphub.nvimA Neovim plugin that provides a UI and api to interact with MCP servers. MCPJunglehttps://github.com/mcpjungle/MCPJungle🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises) mcps-playgroundhttps://mcpsplayground.com/chata playground for Remote MCP servers Meilisearchhttps://github.com/meilisearch/meilisearch-mcpInteract & query with Meilisearch (Full-text & semantic search API) Memory-Plushttps://github.com/Yuchen20/Memory-Plusa lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants th Mercado Librehttps://mcp.mercadolibre.com/Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration. Mercado Pagohttps://mcp.mercadopago.com/Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration. Mermaidhttps://github.com/hustcc/mcp-mermaidGenerate mermaid diagram and chart with AI MCP dynamically. Meta Ads Remote MCPhttps://github.com/pipeboard-co/meta-ads-mcpRemote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns. Metorohttps://github.com/metoro-io/metoro-mcp-serverQuery and interact with kubernetes environments monitored by Metoro Microsandboxhttps://github.com/microsandbox/microsandboxSelf-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use. Microsoft 365https://github.com/softeria/ms-365-mcp-server📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar) Microsoft Entra ID MCP Serverhttps://github.com/hieuttmmo/entraid-mcp-serverA Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph. Milvushttps://github.com/zilliztech/mcp-server-milvusSearch, Query and interact with data in your Milvus Vector Database. Minimahttps://github.com/dmayboroda/minimaLocal RAG (on-premises) with MCP server. MintMCPhttps://github.com/mintmcp/serversMCP servers for Google Calendar, Gmail, Outlook Calendar, and Outlook. Mirohttps://github.com/k-jarzyna/mcp-miroMiro MCP server, exposing all functionalities available in official Miro SDK. MKPhttps://github.com/StacklokLabs/mkpModel Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management. Mongohttps://github.com/QuantGeekDev/mongo-mcpA Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases MongoDBhttps://github.com/kiliczsh/mcp-mongo-serverA Model Context Protocol Server for MongoDB MongoDB Lenshttps://github.com/furey/mongodb-lensFull Featured MCP Server for MongoDB Database. MongoDB MCPhttps://mongodb.comMongoDB's official MCP. MotherDuckhttps://github.com/motherduckdb/mcp-server-motherduckQuery and analyze data with MotherDuck and local DuckDB Multi Chat MCP Server (Google Chat)https://github.com/siva010928/multi-chat-mcp-serverConnect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms. Murekahttps://github.com/SkyworkAI/Mureka-mcpgenerate lyrics, song and background music(instrumental) Muxhttps://github.com/muxinc/mux-node-sdk/tree/master/packages/mcp-serverMux is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more. mxcphttp://github.com/raw-labs/mxcpOpen-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB. MySQLhttps://github.com/designcomputer/mysql_mcp_serverMySQL database integration with configurable access controls and schema inspection Nanoleafhttps://github.com/srnetadmin/nanoleaf-mcp-serverControl Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices Nebula-Block-Data/nebulablock-mcp-serverhttps://github.com/Nebula-Block-Data/nebulablock-mcp-serverintegrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools Needlehttps://github.com/needle-ai/needle-mcpProduction-ready RAG out of the box to search and retrieve data from your own documents. Neo4jhttps://github.com/neo4j-contrib/mcp-neo4j/Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory Neonhttps://github.com/neondatabase/mcp-server-neonInteract with the Neon serverless Postgres platform Nervehttps://github.com/evilsocket/nerveis an open source command line tool designed to be a simple yet powerful platform for creating and executing MCP integrated LLM-based agents. Netbirdhttps://github.com/aantti/mcp-netbirdList and analyze Netbird network peers, groups, policies, and more. Netwrixhttps://github.com/netwrix/mcp-server-naaA FastMCP-based server for Netwrix Access Analyzer data analysis, designed for enhanced data analysis capabilities. Nextcloud Calendarhttps://github.com/Cheffromspace/mcp-nextcloud-calendarCalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc. Nexushttps://github.com/adawalli/nexusWeb search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations Nile Postgreshttps://github.com/niledatabase/nile-mcp-serverManage and query databases, tenants, users, auth using LLMs NocoDBhttps://github.com/edwinbernadus/nocodb-mcp-serverManage NocoDB server, support read and write databases NodeCodeStudiohttps://nodecodestudio.comActivate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences Norman Financehttps://github.com/norman-finance/norman-mcp-serverMCP server for managing accounting and taxes with Norman Finance. Notionhttps://github.com/makenotion/notion-mcp-serverNotion official MCP server Notion MCPhttps://notion.soNotion's official MCP. Nottehttps://github.com/nottelabs/notte/tree/main/packages/notte-mcpLeverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows NPM Searchhttps://github.com/btwiuse/npm-search-mcp-serverSearch for npm packages Ntfyhttps://github.com/gitmotion/ntfy-me-mcpAn ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) NYTimeshttps://github.com/angheljf/nytSearch articles using the NYTimes API oatpp-mcphttps://github.com/oatpp/oatpp-mcpAnthropic's Model Context Protocol implementation for Oat++ Obsidianhttps://github.com/MarkusPfundstein/mcp-obsidianInteracting with Obsidian via REST API OceanBasehttps://github.com/oceanbase/mcp-oceanbaseMCP Server for OceanBase database and its tools ocireghttps://github.com/StacklokLabs/ocireg-mcpAn SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more. Octagonhttps://github.com/OctagonAI/octagon-mcp-serverDeliver real-time investment research with extensive private and public market data. Octocodehttps://github.com/bgauryy/octocode-mcpLeading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems OctoEverywhere For 3D Printinghttps://octoeverywhere.com/mcpA 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control. Odoohttps://github.com/ivnvxd/mcp-server-odooConnect AI assistants to Odoo ERP systems for business data access and workflow automation. OP.GGhttps://github.com/opgginc/opgg-mcpAccess real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. Open Strategy Partners Marketing Toolshttps://github.com/open-strategy-partners/osp_marketing_toolsa standardized editing code system, writing guidelines, web metadata generator, and product communication framework. OpenAIhttps://github.com/pierrebrunelle/mcp-server-openaiQuery OpenAI models directly from Claude using MCP protocol OpenAPI Schema Explorerhttps://github.com/kadykov/mcp-openapi-schema-explorerToken-efficient access to OpenAPI/Swagger specs via MCP Resources Openforthttps://github.com/openfort-xyz/mcpSupercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling. OpenMF-mifosx-self-servicehttps://github.com/openMF/mcp-mifosx-self-serviceAccess Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP. OpenNutritionhttps://github.com/deadletterq/mcp-opennutritionSearch 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database OpenRPChttps://github.com/shanejonas/openrpc-mpc-serverA Model Context Protocol server that provides JSON-RPC functionality through OpenRPC. OSVhttps://github.com/StacklokLabs/osv-mcpAccess the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID. Oxylabshttps://github.com/oxylabs/oxylabs-mcpScrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. Package Registry Searchhttps://github.com/artmann/package-registry-mcpSearch and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages. PaddleOCRhttps://paddlepaddle.github.io/PaddleOCR/latest/en/version3.x/deployment/mcp_server.htmlAn MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications. Pandochttps://github.com/vivekVells/mcp-pandocMCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development. Paperless-MCPhttps://github.com/baruchiro/paperless-mcpAn MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance. PapersWithCodehttps://github.com/hbg/mcp-paperswithcodeSearch research papers, conferences, and codebases through PapersWithCode API PayPalhttps://github.com/paypal/agent-toolkitThe PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services. PBS APIhttps://github.com/matthewdcage/pbs-mcp-server🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI. Pearchhttps://github.com/Pearch-ai/mcp_pearchBest people search engine that reduces the time spent on talent discovery. Pearlhttps://mcp.pearl.comOfficial MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly. Peekaboohttps://github.com/steipete/Peekabooa macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system. Peliqanhttps://github.com/Peliqan-io/mcp-server-peliqanData platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data. Perplexityhttps://github.com/tanigami/mcp-server-perplexityInteracting with Perplexity PGYERhttps://github.com/PGYER/pgyer-mcp-serverMCP Server for PGYER platform, supports uploading, querying apps, etc. Phabricatorhttps://github.com/baba786/phabricator-mcp-serverInteracting with Phabricator API PiAPIhttps://github.com/apinetwork/piapi-mcp-serverPiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. PiloTYhttps://github.com/yiwenlu66/PiloTYAI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management Pipedreamhttps://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocolConnect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. PlainSignalhttps://github.com/plainsignal/plainsignal-mcpOfficial MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI. Planehttps://github.com/makeplane/plane-mcp-serverThe official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more. Playwright MCPhttps://github.com/microsoft/playwright-mcpMicrosoft's browser automation MCP. Playwright MCP Serverhttps://github.com/executeautomation/mcp-playwrightAn MCP server using Playwright for browser automation and webscrapping Plugged.inhttps://github.com/VeriTeknik/pluggedin-mcp-proxyA comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. Poland KRShttps://github.com/pkolawa/krs-poland-mcp-serverAccess to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities. Pollinationshttps://github.com/pollinations/model-context-protocolMultimodal MCP server for generating images, audio, and text with no authentication required Postmanhttps://github.com/postmanlabs/postman-mcp-serverPostman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Powerdrillhttps://github.com/powerdrillai/powerdrill-mcpAn MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights. Powertoolhttps://github.com/aws-powertools/powertools-mcpAn MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes. Prisma Postgreshttps://github.com/prisma/mcpGives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries) Probe.devhttps://mcp.probe.devProfessional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities ProdEAIhttps://github.com/CuriousBox-AI/ProdE-mcYour 24/7 production engineer that preserves context across multiple codebases Prode.ai. Project Managerhttps://github.com/croffasia/mcp-project-managerHierarchical task management (ideas → epics → tasks) with CLI dashboard Public APIs MCPhttps://github.com/zazencodes/public-apis-mcpSearch for free APIs using MCP. Puppeteerhttps://github.com/modelcontextprotocol/servers/tree/main/src/puppeteerBrowser automation for web scraping and interaction QA Spherehttps://github.com/Hypersequent/qasphere-mcpIntegration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs Qdranthttps://github.com/qdrant/mcp-server-qdrant/Implement semantic memory layer on top of the Qdrant vector search engine QGIShttps://github.com/jjsantos01/qgis_mcpconnects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. QuantConnecthttps://github.com/QuantConnect/mcp-serverDockerized Python MCP server that lets LLMs like Claude or OpenAI o3 Pro autonomously create projects, backtest strategies, and deploy live-trading workflows via the QuantConnect API. RAD Securityhttps://github.com/rad-security/mcp-serverInteract with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments. RAG Web Browserhttps://github.com/apify/mcp-server-rag-web-browserAn MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. Ramphttps://github.com/ramp-public/ramp-mcpInteract with Ramp's Developer API to run analysis on your spend and gain insights leveraging LLMs Random Numberhttps://github.com/zazencodes/random-number-mcpProvides LLMs with essential random generation abilities, built entirely on Python's standard library. Raygunhttps://github.com/MindscapeHQ/mcp-server-raygunInteract with your crash reporting and real using monitoring data on your Raygun account Redishttps://github.com/redis/mcp-redisA natural language interface designed for agentic applications to efficiently manage and search data in Redis. Redis MCPhttps://redis.ioRedis's official MCP. Reexpresshttps://github.com/ReexpressAI/reexpress_mcp_serverEnable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows Refhttps://github.com/ref-tools/ref-tools-mcpUp-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools Reloaderoohttps://github.com/cameroncooke/reloaderooA local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption. Remberhttps://github.com/rember/rember-mcpCreate spaced repetition flashcards in Rember to remember anything you learn in your chats Reminderhttps://github.com/arifszn/reminder-mcpMCP server for scheduling and triggering reminders via Slack or Telegram. Remote MCPhttps://github.com/ssut/Remote-MCPSolution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context Renamifyhttps://docspring.github.io/renamify/mcp/overview/Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conv Renderhttps://render.com/docs/mcp-serverThe official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs. Repo Maphttps://github.com.mcas.ms/pdavis68/RepoMapper🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat RevenueCathttps://www.revenuecat.com/docs/tools/mcp/overviewManage your In-app-purchases in RevenueCat without leaving your AI coding environment. RivalSearchMCPhttps://github.com/damionrashford/RivalSearchMCPA powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows. Rizahttps://github.com/riza-io/riza-mcpArbitrary code execution and tool-use platform for LLMs by Riza Root Signalshttps://github.com/root-signals/root-signals-mcpEquip AI agents with evaluation and self-improvement capabilities with Root Signals Rootly-AI-Labs/Rootly-MCP-serverhttps://github.com/Rootly-AI-Labs/Rootly-MCP-serverMCP server for the incident management platform Rootly. Routinehttps://github.com/routineco/mcp-serverMCP server to interact with Routine: calendars, tasks, notes, etc. Rubehttps://rube.composio.devRube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real ac run-sql-connectorxhttps://github.com/gigamori/mcp-run-sql-connectorxExecute SQL (PostgreSQL, MariaDB, BigQuery, MS SQL Server, RedShift, etc.) via ConnectorX and stream results to CSV/Parquet. MCP tool: runsql. Salaah MCPhttps://github.com/yusufk/salaah-mcpFastAPI and MCP service providing Islamic prayer times and other useful calculations. Scaffoldhttps://github.com/Beer-Bears/scaffoldScaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living knowledge graph, allowing for precise, context-aware interactions that go far be scan-mcphttps://github.com/jacksenechal/scan-mcpMinimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE. SchemaCrawlerhttps://github.com/schemacrawler/SchemaCrawler-MCP-Server-UsageConnect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean. SchemaFlowhttps://github.com/CryptoRadi/schemaflow-mcp-serverReal-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: getschema, analyzedatabase, and checkschemaalignment. Sc ScrapeGraphAIhttps://github.com/ScrapeGraphAI/Scrapegraph-aiAI-powered web scraping library that creates scraping pipelines using natural language.- ScrapeGraphAI Scrapelesshttps://github.com/scrapeless-ai/scrapeless-mcp-serverIntegrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools. Scrapezyhttps://github.com/scrapezy/mcpTurn websites into datasets with Scrapezy ScreenshotMCPhttps://github.com/upnorthmedia/ScreenshotMCP/Capture website screenshots including full page, elements, and device specific sizes. ScreenshotOnehttps://github.com/screenshotone/mcp/Render website screenshots with ScreenshotOne Screenyhttps://github.com/rohanrav/screenyPrivacy-first macOS MCP server that provides visual context for AI agents through window screenshots Search1APIhttps://github.com/fatwang2/search1api-mcpOne API for Search, Crawling, and Sitemaps SearXNGhttps://github.com/ihor-sokoliuk/mcp-searxngA Model Context Protocol Server for SearXNG Secure Fetchhttps://github.com/appsec-innovation-labs/secure-mcp-fetchSecure fetch to prevent access to local resources Semgrephttps://github.com/semgrep/mcpEnable AI agents to secure code with Semgrep. Sentryhttps://github.com/getsentry/sentry-mcpOfficial MCP server for Sentry. Sentry MCPhttps://sentry.ioSentry's official MCP. Shadcn Registry Managerhttps://github.com/reuvenaor/shadcn-registry-managerMCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries. shadcn-ui-mcp-serverhttps://github.com/heilgar/shadcn-ui-mcp-serverA powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation. Shellhttps://github.com/rusiaaman/wcgwAutonomous shell execution and computer control (Mac) Shinkaihttp://github.com/dcSpark/shinkai-apps/is a two click install AI manager (Local and Remote) that allows you to create AI agents in 5 minutes or less using a simple UI. Agents and tools are exposed as an MCP Server. ShopSavvyhttps://github.com/shopsavvy/shopsavvy-mcp-serverComplete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Signozhttps://github.com/DrDroidLab/signoz-mcp-serverComprehensive integration with Signoz APIs and [documentation](https://signoz.io/docs/) for monitoring, observability, and debugging tasks related to your Signoz instances. SingleStorehttps://github.com/singlestore-labs/mcp-server-singlestoreInteract with the SingleStore database platform Skyvernhttps://github.com/Skyvern-AI/skyvern/tree/main/integrations/mcpMCP Server to let Claude / your AI control the browser Slackhttps://github.com/korotovsky/slack-mcp-serverThe most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏. Slack MCPhttps://slack.comSlack's official MCP. SlideSpeakhttps://github.com/SlideSpeak/slidespeak-mcpCreate presentations and PowerPoints using AI and SlideSpeak MCP slite-mcphttps://github.com/fajarmf/slite-mcpModel Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace. Snowflakehttps://github.com/isaacwasserman/mcp-snowflake-serverSnowflake database integration with read/write capabilities and insight tracking SonarQubehttps://github.com/SonarSource/sonarqube-mcp-serverProvides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context Sonatype MCP Serverhttps://github.com/brianveltman/sonatype-mcpMCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows. Sourcererhttps://github.com/st3v3nmw/sourcerer-mcpMCP for semantic code search & navigation that reduces token waste spm-mcphttps://github.com/simpleswift/spm-mcpiOS Swift Package Manager server written in Swift Spotifyhttps://github.com/varunneal/spotify-mcpConnects with Spotify for playback control and track/album/artist/playlist management. Spotify Playerhttps://github.com/vsaez/mcp-spotify-playerControl Spotify playback, queue, volume and playlists from Claude/Cursor via MCP. (Python) SQLitehttps://github.com/panasenco/mcp-sqliteMCP server for SQLite files. Supports Datasette-compatible metadata! Squad AIhttps://github.com/the-basilisk-ai/squad-mcpProduct‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM. Squarehttps://github.com/square/square-mcp-serverA Model Context Protocol (MCP) server for square sslmonhttps://github.com/firesh/sslmon-mcpDomain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain. StarRockshttps://github.com/StarRocks/mcp-server-starrocksInteract with StarRocks Storyblokhttps://github.com/Kiran1689/storyblok-mcp-serverStoryblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. Stripehttps://github.com/stripe/agent-toolkitInteract with Stripe API Stripe MCPhttps://stripe.comStripe's official MCP. Supabasehttps://github.com/supabase-community/supabase-mcpConnects to Supabase platform for database, auth, edge functions and more. Supabase MCPhttps://supabase.comSupabase's official MCP. Supadatahttps://github.com/supadata-ai/mcpOfficial MCP server for Supadata - YouTube, TikTok, X and Web data for makers. Svelte Documentationhttps://github.com/khromov/llmctxRemote server (SSE/Streamable) for the latest Svelte and SvelteKit documentation T3rnel Document Intelligencehttps://github.com/t3ratech/t3rnelInvoice/receipt extraction MCP (sibling product). T3rnel mem0https://github.com/t3ratech/t3rnelT3rnel memory facade MCP. T3rnel Session MCPhttps://github.com/t3ratech/t3rnel-browser-pluginReal-browser MCP bridge (this product's acceptance path). TalentoHQhttps://hr.talentohq.com/mcpConnect to the TalentoHQ HR software via MCP. Transform your organization with the AI first HR software. Task Orchestratorhttps://github.com/EchoingVesper/mcp-task-orchestratorAI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code. Taskadehttps://github.com/taskade/mcpConnect to the Taskade platform via MCP. Access tasks, projects, workflows, and AI agents in real-time through a unified workspace and API. Taskeracthttps://github.com/Acqusys/taskeract-mcpOfficial Taskeract MCP Server for integrating your Taskeract project tasks and load the context of your tasks into your MCP enabled app. Taskshttps://github.com/flesler/mcp-tasksAn efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML) Tavilyhttps://github.com/tavily-ai/tavily-mcpSearch engine for AI agents (search + extract) powered by Tavily TeamCityhttps://github.com/itcaat/teamcity-mcpMCP server for TeamCity, integrates with Claude Desktop and Cursor. Tencent Cloud COS MCPhttps://github.com/Tencent/cos-mcpQuickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered Teradatahttps://github.com/Teradata/teradata-mcp-serverA collection of tools for managing the platform, addressing data quality and reading and writing to Teradata Database. Terragrunt-Docshttps://github.com/Excoriate/mcp-terragrunt-docsTerragrunt documentation always up to date. Text-To-GraphQLhttps://github.com/Arize-ai/text-to-graphql-mcpMCP server for text-to-graphql, integrates with Claude Desktop and Cursor. ThingsBoardhttps://github.com/thingsboard/thingsboard-mcpThe ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. Thirdwebhttps://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcpRead/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb TiDBhttps://github.com/c4pt0r/mcp-server-tidbMCP server implementation for TiDB (serverless) database. TikTokhttps://github.com/Seym0n/tiktok-mcpTikTok integration for getting post details and video subtitles Timehttps://github.com/modelcontextprotocol/servers/blob/main/src/timeTime and timezone conversion capabilities Tinybirdhttps://github.com/tinybirdco/mcp-tinybirdInteract with Tinybird serverless ClickHouse platform Tldvhttps://gitlab.com/tldv/tldv-mcp-serverConnect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv Tmuxhttps://github.com/nickgnd/tmux-mcpInteract with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result. Todoisthttps://github.com/stanislavlysenko0912/todoist-mcp-serverFull implementation of Todoist Rest API for MCP server Token Metricshttps://github.com/token-metrics/mcpToken Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics. tom28881/mcp-jira-serverhttps://github.com/tom28881/mcp-jira-serverComprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations. Features universal field auto-detection, full Czech/l ToolHivehttps://github.com/Stacklok/toolhiveA lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization TrackMagehttps://github.com/trackmage/trackmage-mcp-serverShipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/) Trade Agenthttps://github.com/Trade-Agent/trade-agent-mcpExecute stock and crypto trades via Trade Agent Trellohttps://github.com/m0xai/trello-mcp-serverTrello integration for working with boards, lists in boards and cards in lists. Trello MCPhttps://github.com/kocakli/Trello-Desktop-MCPTrello Desktop MCP server that enables Claude Desktop to interact with Trello boards, cards, lists, and team members through natural language commands. Trino MCP Serverhttps://github.com/tuannvm/mcp-trinoA Go implementation of a Model Context Protocol (MCP) server for Trino, enabling LLM models to query distributed SQL databases through standardized tools. Twelve Datahttps://github.com/twelvedata/mcpInteract with Twelve Data APIs to access real-time and historical financial market data for your AI agents. Twiliohttps://github.com/twilio-labs/mcpInteract with Twilio APIs to send messages, manage phone numbers, configure your account, and more. UnifAIhttps://github.com/unifai-network/unifai-mcp-serverDynamically search and call tools using UnifAI Network Unified Diff MCP Serverhttps://github.com/gorosun/unified-diff-mcpBeautiful HTML and PNG diff visualization using diff2html, designed for filesystem editfile dry-run output with high-performance Bun runtime. Unity Enginehttps://github.com/IvanMurzak/Unity-MCPTools for Unity Editor and for a game made with Unity Unity3d Game Enginehttps://github.com/CoderGamester/mcp-unityMCP Server to control and interact with Unity3d Game Engine for game development Unstructuredhttps://github.com/Unstructured-IO/UNS-MCPSet up and interact with your unstructured data processing workflows in Unstructured Platform urlDNAhttps://github.com/urldna/mcpDynamically scan and analyze potentially malicious URLs using the urlDNA User Feedbackhttps://github.com/mrexodia/user-feedback-mcpSimple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. User Prompt MCPhttps://github.com/nazar256/user-prompt-mcpAn MCP server for Cursor that enables requesting user input during generation process. Vectorizehttps://github.com/vectorize-io/vectorize-mcp-server/Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. Vega-Litehttps://github.com/isaacwasserman/mcp-vegalite-serverGenerate visualizations from fetched data using the VegaLite format and renderer. Vercel MCPhttps://vercel.comVercel's official MCP. Verodathttps://github.com/Verodat/verodat-mcp-serverInteract with Verodat AI Ready Data platform VeyraXhttps://github.com/VeyraX/veyrax-mcpSingle tool to control all 100+ API integrations, and UI components Vibe Checkhttps://github.com/PV-Bhat/vibe-check-mcp-serverThe definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep VictoriaMetricshttps://github.com/VictoriaMetrics-Community/mcp-victoriametricsComprehensive integration with VictoriaMetrics APIs and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances. VideoDBhttps://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocolServer for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation. VISO TRUSThttps://github.com/visotrust/viso-mcp-serverAccess and manage your VISO TRUST third-party risk program directly through your AI assistant. VpunaAiSearchhttps://github.com/vpuna/vpuna-ai-searchConnect to Vpuna AI Search Service, a developer first platform for semantic search, summarization, and contextual chat. Each project dynamically exposes its own Remote HTTP MCP server, enabling real-time context injection from structured an VSCode Devtoolshttps://github.com/biegehydra/BifrostMCPConnect to VSCode ide and allows using semantic tools like findusages Wassengerhttps://github.com/wassengerhq/mcp-wassengerWassenger MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available). WayStationhttps://waystation.ai/connect/mcp-serverA universal remote MCP server that connects to popular productivity tools such as Notion, Monday, AirTable, and many more. Weatherhttps://github.com/TimLukaHorstmann/mcp-weatherAccurate weather forecasts via the AccuWeather API (free tier available). Web Search MCPhttps://github.com/mrkrsl/web-search-mcpA server that provides local, full web search, summaries and page extration for use with Local LLMs. WebDataSourcehttps://webdatasource.com/releases/latest/mcp/index.htmlWeb Crawler for AI Agents. Supercharge your AI agents with an MCP-ready web crawler that delivers real-time insights from the web and your private knowledge bases. Webexhttps://github.com/Kashyap-AI-ML-Solutions/webex-messaging-mcp-serverA Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities. Webflowhttps://github.com/webflow/mcp-serverInteract with Webflow APIs to list and edit your site and CMS data. WebScraping.AIhttps://github.com/webscraping-ai/webscraping-ai-mcp-serverInteract with WebScraping.AI for web data extraction and scraping. Websearchhttps://github.com/mnhlt/WebSearch-MCPSelf-hosted Websearch service. Website Snapshothttps://github.com/gustavo-meilus/mcp-web-snapshotA MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collectio weibaohui/k8mhttps://github.com/weibaohui/k8mProvides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. weibaohui/komhttps://github.com/weibaohui/komProvides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and C Whois MCPhttps://github.com/bharathvaj-ganesan/whois-mcpMCP server that performs whois lookup against domain, IP, ASN and TLD. Willi MaKo Knowledge Servicehttps://mcp.stromhaltig.deA knowledge service for Germany's complex Energy Market Communications (MaKo) regulations. Windows CLIhttps://github.com/SimonB97/win-cli-mcp-serverMCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. Windows Controlhttps://github.com/Cheffromspace/nutjs-windows-controlProgrammatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js. Windsorhttps://github.com/windsor-ai/windsor_mcpWindsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting. Winston AIhttps://github.com/gowinston-ai/winston-ai-mcp-serverAI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity. X (Twitter)https://github.com/mbelinky/x-mcp-serverEnhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/media, search, and delete tweets programmatically. xcodebuildhttps://github.com/ShenghaiWang/xcodebuild🍎 Build iOS Xcode workspace/project and feed back errors to llm. XcodeBuildMCPhttps://github.com/cameroncooke/xcodebuildmcp Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capt xcsimctlhttps://github.com/nzrsky/simctl-mcp-server🍎 Manage Xcode simulators. xctoolshttps://github.com/nzrsky/xctools-mcp-server🍎 MCP server for Xcode's xctrace, xcrun, xcodebuild. Xerohttps://github.com/XeroAPI/xero-mcp-serverInteract with the accounting data in your business using our official MCP server XRAYhttps://github.com/srijanshukla18/xrayProgressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by ast-grep) yamcphttps://github.com/hamidra/yamcpA Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI. YepCodehttps://github.com/yepcode/mcp-server-jsExecute any LLM-generated code in the YepCode secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages YouTubehttps://github.com/anaisbetts/mcp-youtubeFetch YouTube subtitles Yuga Plannerhttps://github.com/blackopsrepl/yuga-plannerAI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar Zapierhttps://zapier.com/mcpConnect your AI Agents to 8,000 apps instantly. ZBDhttps://github.com/zebedeeio/zbd-payments-typescript-sdk/tree/main/packages/mcp-serverInteract with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network Zenablehttps://docs.zenable.io/integrations/mcp/getting-startedClean up sloppy AI code and prevent vulnerabilities ZenMLhttps://github.com/zenml-io/mcp-zenmlInteract with your MLOps and LLMOps pipelines through your ZenML MCP server