Directory · 193 servers
MCP servers: what each one lets your AI agent do
An MCP server is a small connector that gives an AI agent a new ability: reading a database, opening a GitHub pull request, searching the web. Learning to set one up is one of the most useful skills in agent work right now. Start with something you already use, then open a row to see our notes, the install command and what to watch for.
Showing 193 of 193 servers
| Details | ||||||
|---|---|---|---|---|---|---|
| Firecrawlby MendableOfficial Firecrawl MCP server for web search, page extraction and site discovery, with Markdown and structured content workflows. | Data | Vendor | No | 6.2k | – | |
| GitHubby GitHubGitHub’s official MCP server for repository, issue and pull-request context, with hosted and locally run deployment options. | Developer tools | Official | Yes | 29k | – | |
| Supabaseby SupabasePersistence layer with full Postgres access and Row Level Security awareness. Query tables, manage schemas, handle auth users, and work with storage… | Databases | Vendor | Yes | 2.7k | Apr 2026 | |
| FastMCP (Python)by PrefectHQThe fast, Pythonic way to build MCP servers and clients. Maintained by PrefectHQ. 25,133 GitHub stars and 92 commits on main in the last 30 days. The… | Developer tools | Official | No | 25k | May 2026 | |
| MCP Python SDKby Model Context Protocol (Anthropic)The official Python SDK for Model Context Protocol servers and clients. Maintained by the Model Context Protocol project. 22,984 GitHub stars and 5… | Developer tools | Official | No | 23k | May 2026 | |
| MCP Registryby Model Context ProtocolThe community-driven registry service for MCP servers, maintained by the Model Context Protocol project. Discover, list, and validate MCP servers… | Developer tools | Official | No | 6.8k | May 2026 | |
| MCP Toolbox for Databasesby Google (googleapis)Google's open-source MCP server for databases. One MCP binary speaks PostgreSQL, MySQL, BigQuery, Spanner, AlloyDB, Cloud SQL, and SQLite. 14,937… | Databases | Official | Yes | 15k | May 2026 | |
| MCP TypeScript SDKby Model Context Protocol (Anthropic)The official TypeScript SDK for Model Context Protocol servers and clients. Maintained by the Model Context Protocol project. 12,422 GitHub stars and… | Developer tools | Official | No | 12k | May 2026 | |
| Model Context Protocol Specificationby Model Context ProtocolThe official specification and documentation for the Model Context Protocol. The source of truth for the protocol that every MCP server in this… | Developer tools | Official | No | 8.1k | May 2026 | |
| Repomixby yamadashy (community)Pack the entire repository into a single AI-friendly file. Optimised context for feeding codebases to Claude, ChatGPT, Gemini, and others. 24,515… | Developer tools | Community | No | 25k | May 2026 | |
| Serenaby oraios (community)Powerful MCP toolkit for coding. Provides semantic retrieval and editing capabilities, positioned as the IDE for the agent. 23,971 GitHub stars and… | Developer tools | Community | No | 24k | May 2026 | |
| n8n MCPby czlonkowski (community, n8n-aligned)MCP server for n8n. Browse 535+ integrations, manage workflows, trigger executions, and inspect run history. 20,140 GitHub stars and 41 commits on… | Productivity | Community | Yes | 20k | May 2026 | |
| Code Review Graphby tirth8205 (community)Local knowledge graph for Claude Code. Builds a persistent map of the codebase so Claude reads only what matters. 6.8x fewer tokens on reviews and up… | Developer tools | Community | No | 16k | May 2026 | |
| HeyGen Hyperframesby HeyGenWrite HTML, render video. Built for agents. HeyGen's framework that turns HTML templates into video output via MCP. 16,400 GitHub stars and 100… | AI and ML | Official | Yes | 16k | May 2026 | |
| MCP for Beginnersby MicrosoftOpen-source curriculum from Microsoft introducing the fundamentals of Model Context Protocol. 16,087 GitHub stars and 100 commits on main in the last… | Developer tools | Official | No | 16k | May 2026 | |
| ToolHiveby StacklokEnterprise-grade platform for running and managing Model Context Protocol servers. Built by Stacklok. 1,780 GitHub stars and 100 commits on main in… | Infrastructure | Official | Yes | 1.8k | May 2026 | |
| Vexaby Vexa.aiOpen-source meeting transcription API for Google Meet, Microsoft Teams, and Zoom with MCP integration. 2,020 GitHub stars and 100 commits on main in… | Communication | Official | Yes | 2.0k | May 2026 | |
| XcodeBuild MCPby Sentry (getsentry org)MCP server and CLI for agent use of Xcode build tools. Build, test, run, and inspect iOS, macOS, watchOS, and visionOS projects from inside agents.… | Developer tools | Official | No | 5.4k | May 2026 | |
| ActivePiecesby Activepieces Inc.AI agents, MCPs, and AI workflow automation. ~400 MCP servers for AI agents shipped in one open-source workflow platform. 22,171 GitHub stars and 100… | Productivity | Official | Yes | 22k | May 2026 | |
| Agent-Reachby Panniantong (community)Give your AI agent eyes to read and search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu through one CLI with zero API fees. 19,026 GitHub… | Search | Community | No | 19k | May 2026 | |
| Design Extractby Manavarya09 (community)Extract any website's complete design system with one command. DTCG tokens, semantic + primitive + composite tiers, Tailwind v4, Figma variables,… | Design | Community | No | 2.4k | May 2026 | |
| Desktop Commander MCPby wonderwhy-er (community)MCP server giving Claude terminal control, filesystem search, and code editing on the local machine. 6,007 GitHub stars and 14 commits on main in the… | Files | Community | No | 6.0k | May 2026 | |
| Google Ads MCPby Google (googleads org)Google's official Google Ads MCP. Manage Google Ads accounts via MCP, execute GAQL reads, and run secure two-phase mutations. 448 GitHub stars and 29… | Productivity | Official | Yes | 448 | May 2026 | |
| Google Cloud Run MCPby Google Cloud PlatformGoogle's official MCP server for deploying applications to Cloud Run. 603 GitHub stars and 11 commits on main in the last 30 days. | Cloud | Official | Yes | 603 | May 2026 | |
| Kreuzberg MCPby Kreuzberg, Inc.A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured info from PDFs, Office documents, images,… | Files | Community | No | 8.2k | May 2026 | |
| LinkedIn MCPby stickerdaniel (community)Open-source MCP server for LinkedIn. Profiles, companies, jobs, and messages exposed to AI agents. 1,773 GitHub stars and 100 commits on main in the… | Productivity | Community | Yes | 1.8k | May 2026 | |
| MCP Appsby Model Context ProtocolOfficial spec and SDK for the MCP Apps protocol. Standard for embedding UIs inside AI clients alongside MCP tools. 2,221 GitHub stars and 27 commits… | Developer tools | Official | No | 2.2k | May 2026 | |
| Perplexity MCPby Perplexity (ppl-ai)The official MCP server for the Perplexity API. Sonar search and reasoning models exposed to AI agents through MCP. 2,144 GitHub stars and 5 commits… | Search | Official | Yes | 2.1k | May 2026 | |
| Snyk Agent Scanby SnykSnyk's security scanner for AI agents, MCP servers, and agent skills. Scans MCP server manifests and agent skill files for known security risks.… | Security | Official | Yes | 2.4k | May 2026 | |
| Zapier MCPby ZapierZapier official MCP server. Connect AI to thousands of Zapier-supported apps via Model Context Protocol. 41 GitHub stars and 8 commits on main in the… | Productivity | Official | Yes | 41 | May 2026 | |
| Mastraby mastra-ai (Gatsby team)TypeScript framework for building AI-powered applications and agents, with built-in MCP server support. From the team behind Gatsby. 23,680 GitHub… | AI and ML | Community | No | 24k | May 2026 | |
| Stitch MCPby davideast (Google Labs adjacent)CLI for moving AI-generated UI designs from Google Stitch into the development workflow. 835 GitHub stars and 7 commits on main in the last 30 days.… | Design | Community | Yes | 835 | May 2026 | |
| Filesystemby AnthropicLocal file access with scoped read and write permissions to configured directories. Path allow-listing enforced at the protocol layer. The safe… | Files | Official | No | 85k | Mar 2026 | |
| Postgres MCPby AnthropicOfficial MCP server for PostgreSQL. Provides read and write access to PostgreSQL databases with schema introspection, query execution, and… | Databases | Official | Yes | 85k | – | |
| Playwrightby MicrosoftOfficial Microsoft Playwright MCP server. Browser automation tools (navigate, click, fill, screenshot, evaluate JS, network capture) backed by… | Developer tools | Official | No | 32k | Apr 2026 | |
| Agent Gatewayby agentgateway (community)Next-generation agentic proxy for AI agents and MCP servers. Routes, authenticates, and observes agent traffic across multiple MCP backends. 2,653… | Infrastructure | Community | No | 2.7k | May 2026 | |
| Azure DevOps MCPby MicrosoftOfficial Microsoft MCP server for Azure DevOps: work items, repositories, pull requests, builds, releases, pipelines, test plans. 41 commits on main… | Infrastructure | Official | Yes | 1.6k | May 2026 | |
| Codebase Memory MCPby DeusDataHigh-performance code intelligence MCP server for AI coding agents. Indexes a codebase into a queryable knowledge graph in milliseconds, with 14 MCP… | AI and ML | Community | No | 2.0k | Apr 2026 | |
| Cognee MCPby topoteretesKnowledge graph plus vector memory engine for AI agents, exposed as an MCP server with V2 session-aware memory tools (remember, recall, forget,… | AI and ML | Community | No | 17k | Apr 2026 | |
| Exa Search MCPby Exa LabsExa’s MCP server for finding web sources and fetching page content, with configurable advanced search and authenticated research capabilities. | Search | Vendor | No | 4.4k | – | |
| GitLab MCPby zereightGitLab MCP with 60+ tools covering merge requests, repositories, issues, branches, commits, files, discussions, draft notes, approvals, pipelines,… | Developer tools | Community | Yes | 1.4k | May 2026 | |
| Google Analytics MCPby GoogleOfficial Google MCP server for Google Analytics 4. Query reports, dimensions, metrics, custom audiences, and admin entities through MCP. 1,981 GitHub… | Data | Official | Yes | 2.0k | May 2026 | |
| MCP Inspectorby Model Context ProtocolThe official MCP debugging and testing tool maintained by the Model Context Protocol project. Visual inspector for MCP servers: invoke tools, inspect… | Developer tools | Official | No | 9.6k | May 2026 | |
| Microsoft Skillsby MicrosoftSkills, MCP servers, custom agents, and Agents.md configurations from Microsoft for grounding coding agents. 2,269 GitHub stars and 100 commits on… | Developer tools | Official | No | 2.3k | May 2026 | |
| Prowler MCPby ProwlerCloud Security Posture Management (CSPM) platform with 1000+ security checks across multiple cloud providers and 70+ compliance frameworks, exposed… | Security | Vendor | Yes | 14k | May 2026 | |
| mcp-goby mark3labs (community)Go implementation of the Model Context Protocol. Enables seamless integration between LLMs and external data and tools. 8,690 GitHub stars and 58… | Developer tools | Community | No | 8.7k | May 2026 | |
| mcp-useby mcp-use (community)The fullstack MCP framework to develop MCP Apps for ChatGPT, Claude, and MCP Servers. 9,949 GitHub stars and 29 commits on main in the last 30 days. | Developer tools | Community | No | 9.9k | May 2026 | |
| ACI.devby aipotheosis-labs (community)Open source tool-calling platform that hooks 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP… | Productivity | Community | Yes | 4.8k | May 2026 | |
| AWS API MCP Serverby AWS LabsThe official AWS Labs catch-all server. Bridges any AWS CLI command to MCP, giving agents universal access to the AWS API surface. Helps the agent… | Cloud | Vendor | Yes | 8.9k | Apr 2026 | |
| Apify Actors MCPby ApifyApify Actors as MCP tools: 6,000+ web scrapers, automation actors, and AI agents callable from Claude, Cursor, or any MCP client. Hosted streamable… | Data | Vendor | Yes | 1.2k | May 2026 | |
| Apollo GraphQL MCPby Apollo GraphQLOfficial Apollo GraphQL MCP server. Expose Apollo Studio operations, schema, and graph data to AI agents through MCP. 280 stars and 40 commits on… | APIs | Official | Yes | 280 | May 2026 | |
| Arize Phoenix MCPby Arize AILLM observability platform exposing prompts, projects, traces, spans, sessions, datasets, and experiments through MCP. Published to npm as… | AI and ML | Vendor | Yes | 9.5k | Apr 2026 | |
| Azure AKS MCPby Microsoft AzureOfficial Microsoft Azure MCP server for Azure Kubernetes Service. Workload Identity with federated tokens, three access-level guardrails (readonly,… | Infrastructure | Vendor | Yes | 132 | Apr 2026 | |
| Chrome DevTools for Agentsby Google · Chrome DevTools teamVendor-official Chrome DevTools MCP server from the Chrome DevTools team at Google. Lets agents control and inspect a live Chrome browser for… | Developer tools | Vendor | No | 38k | Apr 2026 | |
| ClickHouse MCPby ClickHouseOfficial ClickHouse MCP server with both ClickHouse Tools (production cluster queries) and chDB Tools (embedded ClickHouse for local analytics).… | Databases | Official | Yes | 766 | May 2026 | |
| Cloudflare MCPby CloudflareCloudflare's MCP offering: 14 hosted remote MCP servers segmented by product surface (Workers Bindings, Observability, Radar, Browser Rendering,… | Cloud | Vendor | Yes | 3.7k | Apr 2026 | |
| Docker MCP Gatewayby DockerDocker official MCP CLI plugin and gateway. Discover, install, and manage MCP servers via the Docker CLI. 1,381 GitHub stars and 31 commits on main… | Developer tools | Official | No | 1.4k | May 2026 | |
| Excel MCP Serverby Haris MusaManipulate Excel files locally or remotely with zero Microsoft Excel installation required. Three transport modes (stdio, SSE deprecated, Streamable… | Productivity | Community | No | 3.8k | Apr 2026 | |
| Framelink MCP for Figmaby Framelink (Glips)The leading design-to-code MCP server. Bridges the Figma API to MCP clients, simplifying the API response to keep only layout and styling information… | Design | Community | Yes | 15k | Apr 2026 | |
| Google Workspace MCPby Taylor WilsdonMost feature-complete Google Workspace MCP available. One server covers Gmail, Calendar, Drive, Docs, Sheets, Slides, Forms, Tasks, Contacts, Apps… | Productivity | Community | Yes | 2.2k | Apr 2026 | |
| Grafana MCP Serverby Grafana LabsVendor-official Grafana MCP server from Grafana Labs. Covers dashboards (search, get, summary, JSONPath extraction, patch), datasources (Prometheus,… | Monitoring | Vendor | Yes | 2.9k | Apr 2026 | |
| Home Assistant MCPby homeassistant-ai (community)The unofficial Home Assistant MCP server. Control entities, query states, and trigger automations from inside agents. 2,770 GitHub stars and 100… | Productivity | Community | Yes | 2.8k | May 2026 | |
| Kubernetes MCP Serverby containers/ org (Red Hat-adjacent)Native Go MCP server for Kubernetes and OpenShift from the containers/ org. Talks directly to the Kubernetes API server, supports Helm and Tekton,… | Infrastructure | Community | Yes | 1.5k | Apr 2026 | |
| MCP C# SDKby Model Context Protocol (Anthropic)The official C# SDK for Model Context Protocol servers and clients. Maintained by the Model Context Protocol project. 4,261 GitHub stars and 22… | Developer tools | Official | No | 4.3k | May 2026 | |
| MCP Go SDK (Official)by Model Context Protocol (Anthropic)The official Go SDK for Model Context Protocol servers and clients. Maintained by the Model Context Protocol project. 4,524 GitHub stars and 27… | Developer tools | Official | No | 4.5k | May 2026 | |
| MCPHubby samanhappy (community)Unified hub for centrally managing and dynamically orchestrating multiple MCP servers. 2,065 GitHub stars and 41 commits on main in the last 30 days. | Developer tools | Community | No | 2.1k | May 2026 | |
| OpenSpecby Fission-AIThe leading spec-driven development workflow for AI agents. Implements the /opsx:propose → /opsx:apply → /opsx:archive cycle that scaffolds… | Developer tools | Vendor | No | 45k | Apr 2026 | |
| Postman MCPby PostmanPostman's official MCP server. Connect agents to Postman collections, requests, mocks, and environments. 229 GitHub stars and 8 commits on main in… | APIs | Official | Yes | 229 | May 2026 | |
| Qdrant MCP Serverby QdrantOfficial Qdrant vector database MCP server. Acts as a semantic memory layer on top of Qdrant: store information with metadata, retrieve via… | AI and ML | Vendor | Yes | 1.4k | Dec 2025 | |
| Sentry MCP Serverby SentrySentry's official MCP service. Runs as remote infrastructure at mcp.sentry.dev and ships a Claude Code plugin that auto-delegates Sentry questions.… | Infrastructure | Vendor | Yes | 671 | Apr 2026 | |
| Tableau MCPby Tableau (Salesforce)Tableau's official MCP server. Lets agents see and understand Tableau workbooks, datasources, and views over MCP. 259 GitHub stars and 12 commits on… | Data | Official | Yes | 259 | May 2026 | |
| Telegram MCPby chigwellTelegram MCP via MTProto (user account, distinct from a bot). Read messages, send messages, list dialogs, manage contacts, and search history through… | Communication | Community | Yes | 1.0k | May 2026 | |
| Terraform MCP Serverby HashiCorpVendor-official Terraform MCP server from HashiCorp. Integrates with the public Terraform Registry (providers, modules, policies) and HCP Terraform /… | Developer tools | Vendor | Yes | 1.3k | Apr 2026 | |
| Windows MCPby CursorTouch (community)MCP server for computer use on Windows. Click, type, screenshot, and read from the Windows desktop. 5,482 GitHub stars and 86 commits on main in the… | Developer tools | Community | No | 5.5k | May 2026 | |
| dbt MCPby dbt LabsOfficial dbt Labs MCP server covering SQL execution, Semantic Layer queries, Discovery API, dbt CLI, Admin API, dbt Codegen, dbt LSP, and Product… | Data | Official | Yes | 551 | May 2026 | |
| Adyen MCPby AdyenOfficial Adyen MCP server: TypeScript library for integrating Adyen payment APIs via MCP. 21 stars and 14 commits on main in the last 30 days. | APIs | Official | Yes | 21 | May 2026 | |
| Amazon Bedrock AgentCore MCPby AWS LabsOfficial AWS Labs MCP server for Amazon Bedrock AgentCore: agent runtime, memory, gateway, identity, and observability. Tools fetch curated AgentCore… | AI and ML | Official | No | 8.9k | May 2026 | |
| AntV Chart MCPby AntV (Ant Design Visualization)Visualization MCP and skills with 25+ chart types using AntV. Generate charts and analyse data from inside agents. 4,047 GitHub stars and 2 commits… | Data | Official | No | 4.0k | May 2026 | |
| BB Browserby epiral (community)Your browser is the API. CLI and MCP server for AI agents to control Chrome with your own profile, cookies, and extensions. 5,108 GitHub stars and 8… | Developer tools | Community | No | 5.1k | May 2026 | |
| Brave Search MCPby BraveOfficial Brave Search MCP covering web, local, video, image, news, and AI summary. 965 GitHub stars and 31 commits on main in the last 30 days.… | Search | Official | Yes | 965 | May 2026 | |
| Bright Data MCPby Bright DataWeb data extraction over the Bright Data network with two operating modes: Rapid Mode (free, basic search and scrape) and Pro Mode (60+… | Data | Vendor | Yes | 2.3k | May 2026 | |
| Canvas LMS MCPby vishalsachdevCanvas LMS MCP with 80+ tools and 5 agent skills for students and educators. v1.3.0 released. FERPA-compliance documentation for educators;… | Productivity | Community | Yes | 119 | May 2026 | |
| CodeGraphContextby CodeGraphContext (community)MCP server plus CLI tool that indexes local code into a graph database to provide context to AI assistants. 3,195 GitHub stars and 100 commits on… | Developer tools | Community | No | 3.2k | May 2026 | |
| CrowdStrike Falcon MCPby CrowdStrikeOfficial CrowdStrike Falcon MCP server. Connect AI agents to CrowdStrike Falcon for automated security analysis and threat hunting. 148 stars and 8… | Security | Official | Yes | 148 | May 2026 | |
| DBHubby BytebaseZero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite. Maintained by Bytebase. 2,717 GitHub stars… | Databases | Official | Yes | 2.7k | May 2026 | |
| Deep Researchby u14app (community)Use any LLM for deep research. Supports SSE API and MCP server. Pluggable LLM backend (Claude, GPT, Gemini, local). 4,581 GitHub stars and 3 commits… | Search | Community | Yes | 4.6k | May 2026 | |
| Discord MCP (SaseQ)by SaseQ (community)Comprehensive community-led MCP server for Discord integration. Read messages, send replies, manage channels, and inspect servers. 298 GitHub stars… | Communication | Community | Yes | 298 | May 2026 | |
| Elasticsearch MCPby cr7258Elasticsearch and OpenSearch MCP server with index management, document CRUD, search queries, cluster health, and aggregations. 270 stars and 22… | Databases | Community | Yes | 270 | May 2026 | |
| Engramby Gentleman-Programming (community)Persistent memory system for AI coding agents. Agent-agnostic Go binary with SQLite + FTS5 backend, MCP server, HTTP API, CLI, and TUI. 3,341 GitHub… | AI and ML | Community | No | 3.3k | May 2026 | |
| Harness MCPby HarnessHarness official MCP server. CI/CD pipelines, deployments, feature flags, and chaos engineering exposed to agents. 52 GitHub stars and 74 commits on… | Infrastructure | Official | Yes | 52 | May 2026 | |
| Laravel Boostby LaravelLaravel-focused MCP server for augmenting AI-powered local development. Eloquent models, routes, migrations, and Artisan commands surfaced to agents.… | Developer tools | Official | No | 3.5k | May 2026 | |
| MCP Brasilby Mcp-Brasil (community)MCP server providing access to 70 Brazilian public-sector APIs. Receita Federal, IBGE, Banco Central, Correios, and more. 1,543 GitHub stars and 68… | APIs | Community | No | 1.5k | May 2026 | |
| MCPB Desktop Extensionsby Model Context ProtocolOne-click local MCP server installation in desktop apps. Official MCPB (MCP Bundle) format from the Model Context Protocol project. 1,907 GitHub… | Developer tools | Official | No | 1.9k | May 2026 | |
| Microsoft Learn MCPby Microsoft (Microsoft Docs)Official Microsoft Learn MCP Server and CLI tool. Powers LLMs and AI agents with up-to-date Microsoft Learn documentation. 1,614 GitHub stars and 4… | Search | Official | No | 1.6k | May 2026 | |
| Mobile MCPby mobile-next (community)MCP server for mobile automation and scraping (iOS, Android, Web). Drive mobile apps for testing, QA, and data extraction from inside agents. 4,811… | Developer tools | Community | No | 4.8k | May 2026 | |
| Obsidian MCP Toolsby jacksteamdevObsidian MCP with semantic search via embeddings and custom Templater prompts. Distinct from the existing cyanheads/obsidian-mcp-server entry: this… | Productivity | Community | Yes | 797 | May 2026 | |
| Peekabooby openclaw (community)macOS CLI and optional MCP server that enables AI agents to capture screenshots of applications or the entire system, with optional visual question… | Developer tools | Community | No | 3.3k | May 2026 | |
| Redis MCPby RedisOfficial Redis MCP server with natural-language interface for managing and searching Redis data. EntraID authentication for Azure Managed Redis… | Databases | Official | Yes | 499 | May 2026 | |
| Resend MCPby ResendOfficial Resend MCP for transactional and marketing email. Send, list, get, cancel, batch-send emails; manage contacts, audiences, broadcasts,… | APIs | Official | Yes | 506 | May 2026 | |
| SerpApi MCPby SerpApiSerpApi's official MCP server. Google, Bing, DuckDuckGo, YouTube, and other search engine results exposed to AI agents. 134 GitHub stars and 3… | Search | Official | Yes | 134 | May 2026 | |
| Snowflake MCPby Snowflake-LabsThe official Snowflake MCP server. Cortex AI access, object management, SQL orchestration, and semantic view consumption. 279 GitHub stars and 2… | Data | Official | Yes | 279 | May 2026 | |
| Timescale Postgres AI Guideby TimescaleTimescale official MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding agents write better Postgres queries. 1,718… | Databases | Official | Yes | 1.7k | May 2026 | |
| Unlaby AmoyLab (community)Lightweight gateway service that instantly transforms existing APIs into MCP servers. 2,109 GitHub stars and 4 commits on main in the last 30 days. | Infrastructure | Community | No | 2.1k | May 2026 | |
| arXiv MCPby blazickjp (community)MCP server for searching and analysing arXiv papers. Query the arXiv catalog, retrieve abstracts, and inspect paper metadata. 2,679 GitHub stars and… | Search | Community | No | 2.7k | May 2026 | |
| iOS Simulator MCPby joshuayoes (community)MCP server for interacting with the iOS Simulator. Launch simulators, install apps, run UI actions, and capture screenshots from inside agents. 1,971… | Developer tools | Community | No | 2.0k | May 2026 | |
| Agentsetby agentset-ai (community)Open-source RAG platform with built-in citations, deep research, 22+ file format support. MCP integration for agent retrieval workflows. 1,983 GitHub… | AI and ML | Community | No | 2.0k | May 2026 | |
| Appwrite MCPby AppwriteAppwrite's official MCP server. Operate the Appwrite backend (databases, auth, storage, functions) from agents. 68 GitHub stars and 7 commits on main… | Cloud | Official | Yes | 68 | May 2026 | |
| Argo CD MCPby Argo Project Labs (donated by Akuity)Argoproj-Labs-blessed Argo CD MCP server, originally donated by Akuity. Both stdio and HTTP-stream transports out of the box, MCP_READ_ONLY mode for… | Infrastructure | Vendor | Yes | 416 | Mar 2026 | |
| Attio MCPby kesslerioCommunity Attio CRM MCP server with strong cadence: 17 commits on main in the last 30 days. License confirmed as Apache-2.0 via direct LICENSE file… | Productivity | Community | Yes | 67 | May 2026 | |
| Auth0 MCP Serverby Auth0Official Auth0 MCP server connecting Claude, Cursor, Windsurf, VS Code, and Gemini to Auth0 Management APIs. Create apps, deploy Actions, debug logs,… | Security | Vendor | Yes | 106 | Apr 2026 | |
| Axiom MCPby AxiomOfficial Axiom MCP server. Query Axiom datasets via APL (Axiom Processing Language) and inspect dashboards, monitors, and notifiers. 12 stars and 30… | Monitoring | Official | Yes | 12 | May 2026 | |
| Coolify MCPby StuMasonCoolify MCP with 38 optimised tools for managing self-hosted PaaS through AI assistants. 350 GitHub stars and 12 commits on main in the last 30 days.… | Cloud | Community | Yes | 350 | May 2026 | |
| Dokploy MCPby DokployThe official MCP package for Dokploy. Self-hosted Heroku alternative for deploying applications. 240 GitHub stars and 35 commits on main in the last… | Cloud | Official | Yes | 240 | May 2026 | |
| Godot MCPby Coding-Solo (community)MCP server for interfacing with the Godot game engine. Launch the editor, run projects, and capture debug output from inside agents. 3,630 GitHub… | Developer tools | Community | No | 3.6k | May 2026 | |
| HexStrike AIby 0x4m4 (community)Advanced MCP server that lets AI agents perform offensive security tasks and red-team workflows. 8,695 GitHub stars and 1 commit on main in the last… | Security | Community | No | 8.7k | May 2026 | |
| Langfuse MCPby avivsinai (community)MCP server for Langfuse. Query LLM trace data, sessions, and observations from inside agents for debugging and observability. 85 GitHub stars and 16… | Monitoring | Community | Yes | 85 | May 2026 | |
| Microsoft 365 MCPby PnP (Microsoft Patterns and Practices)Manage Microsoft 365 using MCP. Wraps the CLI for Microsoft 365 (the Patterns and Practices project) as an MCP server. 104 GitHub stars and 2 commits… | Productivity | Official | Yes | 104 | May 2026 | |
| Obsidian MCP Serverby cyanheadsObsidian vault MCP server with read, write, search, and surgical edit tools via the Local REST API plugin. 14 tools, three search modes (text,… | Productivity | Community | Yes | 481 | May 2026 | |
| Tavily MCPby TavilyTavily Search and Extract APIs as MCP tools, with both local stdio and hosted streamable transports at https://mcp.tavily.com/mcp. 1,891 GitHub stars… | Search | Vendor | Yes | 1.9k | May 2026 | |
| Vapi MCPby Vapi.aiVapi.ai voice AI server SDK with MCP server module. Manage voice assistants, trigger outbound calls, and inspect call transcripts. 118 GitHub stars… | AI and ML | Official | Yes | 118 | May 2026 | |
| mcp-server-kubernetes (Flux159)by Flux159 (community)Community-favourite TypeScript Kubernetes MCP. Uses local kubectl plus Helm v3, distributed via npm, and ships as an mcpb extension for one-click… | Infrastructure | Community | Yes | 1.4k | Apr 2026 | |
| Amazon ECS MCP Serverby AWS LabsVendor-built ECS MCP server covering the full container deployment lifecycle: containerize, push to ECR, deploy via ECS Express Mode with ALB,… | Cloud | Vendor | Yes | 8.9k | Apr 2026 | |
| BrowserStack MCPby BrowserStackBrowserStack's official MCP server. Run cross-browser tests, inspect results, and trigger app uploads from agents. 138 GitHub stars and 11 commits on… | Developer tools | Official | Yes | 138 | May 2026 | |
| Buildkite MCPby BuildkiteBuildkite's official MCP server. Inspect pipelines, builds, and jobs from agents. 49 GitHub stars and 2 commits on main in the last 30 days. | Infrastructure | Official | Yes | 49 | May 2026 | |
| HashiCorp Vault MCPby HashiCorpOfficial HashiCorp MCP for Vault: secrets, mounts, KV, and PKI management with stdio and Streamable HTTP transports. 9 commits on main in the last 30… | Security | Official | Yes | 45 | Sept 2025 | |
| Lighthouse MCPby danielsogl (community)MCP server that enables AI agents to perform comprehensive web audits using Google Lighthouse. Performance, accessibility, SEO, and best-practice… | Developer tools | Community | No | 57 | May 2026 | |
| MCP Atlassianby soopersetCommunity-built MCP server for Atlassian products covering Jira and Confluence across both Cloud and Server/Data Center deployments. Supports three… | Productivity | Community | Yes | 5.1k | Apr 2026 | |
| MCP-JSby r33drichards (community)MCP server that exposes a V8 JavaScript runtime as a tool for AI agents. Sandboxed JS execution for one-off computation, parsing, and transformation.… | Developer tools | Community | No | 43 | May 2026 | |
| MCPJam Inspectorby MCPJam (community)Development platform to debug, chat, inspect, and evaluate MCP servers and MCP apps. 1,940 GitHub stars and 100 commits on main in the last 30 days. | Developer tools | Community | No | 1.9k | May 2026 | |
| Mailgun MCPby MailgunMailgun's official MCP server. Send transactional emails, query logs, manage mailing lists. 55 GitHub stars and 2 commits on main in the last 30 days. | Communication | Official | Yes | 55 | May 2026 | |
| OpenRouter Multimodal MCPby stabgan (community)MCP server for OpenRouter. Chat with 300+ LLMs (Claude, Gemini, GPT), analyse images, audio, video, and generate images, speech, music, video from… | AI and ML | Community | Yes | 37 | May 2026 | |
| Pipedream MCPby Pipedream (Vercel)Pipedream's official MCP. Run Pipedream sources, actions, and workflows from inside agents. 184 GitHub stars and 2 commits on main in the last 30… | Developer tools | Official | Yes | 184 | May 2026 | |
| Prometheus MCPby pab1it0Prometheus PromQL query MCP with both instant and range queries, metric discovery, and target inspection. 429 GitHub stars and 9 commits on main in… | Monitoring | Community | Yes | 429 | May 2026 | |
| Render MCPby RenderOfficial Render MCP server covering workspaces, services, deployments, logs, metrics, Postgres databases, and Key Value instances. 128 GitHub stars… | Cloud | Official | Yes | 128 | May 2026 | |
| Rollbar MCPby RollbarOfficial Rollbar MCP server: error tracking, occurrence triage, deploy tracking, and item lifecycle for AI agents. 25 stars and 13 commits on main in… | Monitoring | Official | Yes | 25 | May 2026 | |
| Weights & Biases MCPby Weights & BiasesOfficial W&B MCP server for Weights & Biases Models and Weave. Query experiments, runs, sweeps, models, traces, evaluations through MCP. 50 GitHub… | AI and ML | Official | Yes | 50 | May 2026 | |
| kubectl MCP Serverby Rohit Ghumare (CNCF Ambassador)CNCF Landscape-listed community kubectl MCP server. 253 tools spanning kubectl, Helm, RBAC audit, cost optimisation, network diagnostics, and a 3D… | Infrastructure | Community | Yes | 877 | Feb 2026 | |
| AWS IAM MCPby AWS LabsOfficial AWS Labs MCP for IAM administration: users, roles, groups, policies, inline policies, access keys, and policy simulation. Read-only mode… | Security | Official | Yes | 8.9k | May 2026 | |
| Amazon Bedrock Knowledge Base MCPby AWS LabsOfficial AWS Labs MCP for Bedrock Knowledge Base retrieval: discover knowledge bases, query with natural language, filter by data source, and rerank… | AI and ML | Official | Yes | 8.9k | May 2026 | |
| Google Drive MCPby piotr-agierGoogle Drive MCP server. Covers Drive plus Docs, Sheets, Slides, and Calendar. OAuth 2.0 with token storage and revocation flows. File revisions… | Files | Community | Yes | 140 | Apr 2026 | |
| Grafana k6 MCPby Grafana LabsOfficial Grafana k6 MCP server for load testing: run k6 scripts, query test results, manage projects, and inspect test runs in Grafana Cloud k6. 33… | Developer tools | Official | Yes | 33 | May 2026 | |
| PagerDuty MCPby PagerDutyOfficial PagerDuty MCP server for incident management, on-call schedules, services, escalation policies, and event API integration. 66 GitHub stars… | Monitoring | Official | Yes | 66 | May 2026 | |
| AWS CloudTrail MCPby AWS LabsOfficial AWS Labs MCP for CloudTrail: 90 days of management events via lookup_events and Trino-compatible SQL queries against CloudTrail Lake Event… | Security | Official | Yes | 8.9k | May 2026 | |
| AWS Infrastructure as Code MCP Serverby AWS LabsAWS Labs server for Infrastructure as Code lifecycle. Validates CloudFormation templates with cfn-lint, checks compliance via cfn-guard against AWS… | Developer tools | Vendor | No | 8.9k | Apr 2026 | |
| Airtable MCP Serverby domdomeggSchema-aware Airtable MCP server. 9 tools covering base and table discovery, schema introspection at three detail levels, and per-record CRUD.… | Productivity | Community | Yes | 440 | Mar 2026 | |
| Amazon EKS MCP Serverby AWS LabsAWS Labs server for Amazon EKS covering cluster creation via CloudFormation, full Kubernetes resource lifecycle, log retrieval, event fetching, and… | Cloud | Vendor | Yes | 8.9k | Apr 2026 | |
| Anything Analyzerby Mouseww (community)All-protocol network analysis tool: browser packet capture, MITM proxy, fingerprint masking, AI analysis, with seamless MCP Server integration for AI… | Developer tools | Community | No | 2.4k | May 2026 | |
| Conduit MCPby steipete (community)MCP server to read, write, find, and list across filesystems and the web. Includes web fetching alongside filesystem operations. 65 GitHub stars and… | Files | Community | No | 65 | May 2026 | |
| Context7by UpstashDocumentation quality layer that fetches current, version-specific library documentation. Resolves library IDs and returns focused doc sections so… | Developer tools | Vendor | No | 54k | Apr 2026 | |
| Datadog MCPby DatadogOfficial Datadog managed MCP server covering logs, metrics, traces, incidents, and dashboards. HTTP-only transport, hosted by Datadog with regional… | Monitoring | Official | Yes | 35 | May 2026 | |
| DuckDuckGo Search MCPby nickclydeCommunity-built DuckDuckGo Search MCP server with web search, content fetching, and intelligent text extraction. Built-in rate limiting protects… | Search | Community | No | 1.0k | Apr 2026 | |
| ElevenLabs MCPby ElevenLabsOfficial ElevenLabs MCP server. Wraps the full ElevenLabs API surface: text-to-speech, voice cloning, speech-to-text, dubbing, sound effect… | AI and ML | Vendor | Yes | 1.3k | Jan 2026 | |
| Fal.ai MCPby raveenb (community)MCP server for Fal.ai. Generate images, videos, music, and audio with the Fal.ai 600+ model catalog from inside agents. 43 GitHub stars and 1 commit… | AI and ML | Community | Yes | 43 | May 2026 | |
| Fast Filesystem MCPby efforthye (community)High-performance MCP server for secure filesystem operations. Optimised for large directories and bulk operations. 50 GitHub stars and 4 commits on… | Files | Community | No | 50 | May 2026 | |
| Fivetran MCPby FivetranFivetran's official MCP server. Manage Fivetran connectors, sync runs, and destinations from inside agents. 12 GitHub stars and 4 commits on main in… | Data | Official | Yes | 12 | May 2026 | |
| Heroku MCPby HerokuOfficial Heroku Platform MCP server using the Heroku CLI as backbone. Tool surface covers application management, processes and dynos, add-ons,… | Cloud | Official | Yes | 77 | May 2026 | |
| Infisical MCPby InfisicalOfficial Infisical MCP server for secrets management. 10 tools cover the full secret lifecycle plus project, environment, folder, and member… | Security | Vendor | Yes | 45 | Apr 2026 | |
| Linode MCPby takashitoLinode Cloud Platform MCP server: AI-driven Linode resource management for instances, NodeBalancers, domains, volumes, firewalls, and Object Storage.… | Cloud | Community | Yes | 17 | May 2026 | |
| MCP Unity Editorby CoderGamesterCommunity-built Unity Editor MCP bridge. Combines a Unity package (runs inside the editor) with a Node.js MCP server (translates between MCP clients… | Developer tools | Community | No | 1.6k | Apr 2026 | |
| MindsDBby MindsDBMindsDB ships native MCP server support as part of the main project (mindsdb/mindsdb, 39,093 stars). Federated query layer over 200+ data sources… | Databases | Vendor | Yes | 39k | Apr 2026 | |
| MongoDB MCP Serverby MongoDB Inc.Vendor-built MongoDB MCP server covering both direct database operations (against any MongoDB connection string) and MongoDB Atlas API operations… | Databases | Vendor | Yes | 1.0k | Apr 2026 | |
| Neo4j MCP (Labs)by Neo4j LabsFour Neo4j MCP servers maintained by the Neo4j Field GenAI team as part of Neo4j Labs: cypher (natural-language-to-Cypher with schema introspection),… | Databases | Community | Yes | 940 | Apr 2026 | |
| Neon MCPby NeonMCP server for Neon serverless Postgres. Provides database branching, query execution, and project management. Branch-per-query makes every schema… | Databases | Vendor | Yes | 594 | – | |
| Netlify MCPby NetlifyNetlify's official MCP server. Inspect sites, deploys, environment variables, and edge functions from agents. 41 GitHub stars and 2 commits on main… | Cloud | Official | Yes | 41 | May 2026 | |
| Notionby NotionKnowledge base layer providing read and write access to Notion workspaces. Query databases, create pages, update blocks, and search across your… | Productivity | Vendor | Yes | 85k | Apr 2026 | |
| Novamira MCPby use-novamira (community)MCP server that gives AI agents full access to WordPress through PHP execution and filesystem operations. 276 GitHub stars and 27 commits on main in… | Productivity | Community | Yes | 276 | May 2026 | |
| Power BI Modeling MCPby MicrosoftOfficial Microsoft MCP server for Power BI semantic modelling. Bring Power BI semantic model capabilities to AI agents: tables, columns, measures,… | Data | Official | Yes | 715 | May 2026 | |
| RenderDoc MCPby JiaboLi-GitHubNiche dev-tools MCP for RenderDoc: GPU frame analysis and graphics-pipeline debugging from inside an AI assistant. 175 GitHub stars and 27 commits on… | Developer tools | Community | No | 175 | May 2026 | |
| Salesforce DX MCP Serverby SalesforceOfficial Salesforce CLI org MCP server. Beta status with rapid release cadence and Apache-2.0 licensing. Wraps Salesforce DX tooling for LLM access… | Productivity | Vendor | Yes | 386 | Apr 2026 | |
| Slackby SlackTeam communication layer for reading channels, searching messages, posting updates, and managing threads. Honors Slack rate limits and surfaces… | Communication | Official | Yes | 85k | Mar 2026 | |
| Spec Workflow MCPby Pimzino (community)MCP server that provides structured spec-driven development workflows for AI coding agents. 4,170 GitHub stars and 5 commits on main in the last 30… | Developer tools | Community | No | 4.2k | May 2026 | |
| Stripeby StripeFinancial intelligence layer for customer lookup, subscription management, payment history, and refund processing. Restricted keys enforce… | APIs | Vendor | Yes | 1.5k | Apr 2026 | |
| Vercel MCP Adapterby VercelOfficial Vercel adapter for building MCP servers on Next.js, Nuxt, Svelte, and other frameworks. 593 stars, MIT. Pairs with the hosted Vercel… | Cloud | Official | Yes | 593 | Apr 2026 | |
| Amazon SageMaker AI MCPby AWS LabsOfficial AWS Labs MCP for SageMaker HyperPod cluster management: deployment, node management, lifecycle operations on EKS-orchestrated or… | AI and ML | Official | Yes | 8.9k | May 2026 | |
| Browserbase MCP Serverby BrowserbaseVendor-built Browserbase MCP server combining cloud browser automation (Browserbase) with natural-language-to-action mapping (Stagehand). 6 tools:… | Developer tools | Vendor | Yes | 3.3k | Mar 2026 | |
| Excalidraw MCP Appby ExcalidrawVendor-official Excalidraw MCP server that streams hand-drawn diagrams with smooth viewport camera control and interactive fullscreen editing. Uses… | Design | Vendor | No | 4.3k | Mar 2026 | |
| Jira MCPby nguyenvanduocitGo-based Jira MCP for issue management, sprint planning, status transitions, comments, worklogs, history, issue relationships, version management,… | Productivity | Community | Yes | 87 | May 2026 | |
| MLflow MCPby kkruglik (community)MLflow MCP server for ML experiment tracking. Query experiments, runs, registered models, and model versions with advanced filtering. 10 GitHub stars… | AI and ML | Community | Yes | 10 | May 2026 | |
| Make.com MCPby Make.comOfficial Make.com (formerly Integromat) MCP server for triggering scenarios, listing connections, and accessing Make automation workflows. 156 GitHub… | Productivity | Official | Yes | 156 | May 2026 | |
| Miro MCPby olgasafonova (community)MCP server for controlling Miro whiteboards with AI assistants. 22 GitHub stars and 45 commits on main in the last 30 days. Tier 2 by stars; very… | Design | Community | Yes | 22 | May 2026 | |
| Shopify Dev MCPby ShopifyShopify Dev MCP server. Search Shopify Admin and Storefront API documentation, retrieve schema, and inspect platform behaviour from inside agents. 30… | APIs | Official | No | 30 | May 2026 | |
| Trello MCP Serverby delorenjTrello MCP server with workspace and board discovery, list and card lifecycle, checklist management, and recent activity feed. 9 commits on main in… | Productivity | Community | Yes | 322 | Oct 2025 | |
| Claude Code MCPby steipeteClaude Code as a one-shot MCP server: lets one agent invoke Claude Code as a tool inside another agent context. 1,272 GitHub stars and 1 commit on… | Developer tools | Community | Yes | 1.3k | May 2026 | |
| GKE MCP Serverby GoogleCloudPlatform orgGoogle Kubernetes Engine MCP server in the GoogleCloudPlatform org. Adds GKE-specific tools (cluster management, upgrade risk reports, log queries)… | Infrastructure | Vendor | Yes | 147 | Apr 2026 | |
| Pinecone Developer MCPby PineconeOfficial Pinecone MCP for developer workflows. Lets coding assistants search Pinecone documentation, list and configure indexes, generate code… | AI and ML | Vendor | Yes | 65 | Feb 2026 | |
| PlanetScale MCPby PlanetScalePlanetScale's official MCP server. Branch-and-deploy MySQL-compatible workflows (databases, branches, deploy requests) exposed to agents. Early… | Databases | Official | Yes | 4 | May 2026 | |
| Podman MCP Serverby Marc Nuri (Red Hat-aligned maintainer)Multi-runtime MCP for Podman and Docker. Auto-detects runtime: Podman REST API via Unix socket preferred, Docker CLI fallback. Apache-2.0, triple… | Infrastructure | Community | No | 70 | Feb 2026 | |
| Trivy MCPby Aqua SecurityOfficial Aqua Security Trivy plugin that turns Trivy scanning capabilities into an MCP server. Distributed as a Trivy plugin: `trivy plugin install… | Security | Vendor | No | 37 | Dec 2025 | |
| Wikipedia MCPby Rudra-raviWikipedia retrieval MCP server: fetch articles, search, and pull structured Wikipedia content into agent context. 239 stars and 4 commits on main in… | Search | Community | No | 239 | May 2026 | |
| Asana MCP Serverby roychriAsana MCP server with 33 tools covering workspaces, projects, tasks, subtasks, dependencies, project status, sections, and stories. READ_ONLY_MODE… | Productivity | Community | Yes | 138 | May 2026 | |
| CircleCI MCP Serverby CircleCIOfficial CircleCI-Public MCP server for build-failure triage, flaky-test detection, and pipeline operations. 17-tool surface, npm + Docker… | Infrastructure | Vendor | Yes | 84 | May 2026 | |
| Discord MCPby barryyip0625Discord bot integration covering messages, channels, forums, roles, and webhooks. 43-tool surface for Discord server administration. 80 stars and 2… | Communication | Community | Yes | 80 | May 2026 | |
| Okta MCP Serverby OktaOfficial Okta IAM MCP. Full CRUD on users, groups, applications, and policies via the Okta Python SDK. Two authentication methods (Device… | Security | Vendor | Yes | 31 | Apr 2026 |
Where to go next
- MCP directories: the other places that list servers, compared.
- Agent skills (SKILL.md): teach an agent how to use the tools you connect.
- Build your first AI agent: a first project for your portfolio.
Questions people ask
How do I install an MCP server?
Open the server’s detail page and the provider’s current setup guide for your client. Connection examples are included where recorded; they are starting points to check against the current server and client versions, not a promise that every listing has a configuration for every client. A local server may require a package, runtime and client configuration. A hosted server may connect through a URL and an authentication flow instead. Confirm the transport, required credentials and enabled tools, then try a bounded task before relying on the connection.
What is the difference between stdio, SSE, and Streamable HTTP?
stdio is the default for local servers. The client spawns the server as a subprocess and talks over standard input/output. Fast, simple, and the server runs on your machine. SSE (Server-Sent Events) and Streamable HTTP are network transports. The server runs anywhere reachable over HTTPS and streams responses back. Use these for team-shared servers, cloud connectors, or anything you prefer to keep off your local machine.
How do you score servers?
Scores are existing editorial assessments recorded for individual servers. The accompanying notes may discuss tool coverage, setup, documentation, permissions and security considerations; the available detail and review dates vary by record. The practical workflow reviews for Firecrawl, GitHub and Exa are separately dated documentation reviews. They do not assign new ratings or establish that installation and tool execution have been tested. Compatibility labels, directory listings and hands-on checks are separate signals.
Is it safe to install a community server?
Directory inclusion, an editorial score or an official provider label is not a security certification. Check the source, maintenance, requested permissions and provider guidance. A locally run process may inherit your user permissions; remote services have their own access and data-handling considerations. Use credentials limited to the task, review the enabled tools and try an authorised test environment first. Recorded security notes can help identify questions to investigate. A documentation review does not establish that a server has passed installation testing or a security assessment.
Which clients support MCP?
Support depends on the client version, server transport and deployment. The directory’s compatibility labels describe recorded support; they do not by themselves show that a particular client and server combination has been installed and tested. Check the current setup instructions from the client and server providers. Where a record names a testing scope or date, read those details separately from its compatibility labels before choosing your configuration.
How do I submit a server to this directory?
Open a PR against our public server index, or reach out via the submit form on the contact page. We accept editorial submissions only. Every listing is editorially chosen.
Does AutomationSwitch build MCP servers?
Our parent company Scaletific does, specifically for internal APIs, proprietary systems, and infrastructure that falls outside commodity SaaS. AutomationSwitch itself is the editorial and directory side. If the directory covers your use case, install and go. If you need something custom, the Scaletific CTA below is where to start.