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Best MCP Servers (2026): Picks by Use Case

Selection criteria

A server is on this page when the official MCP Registry namespace is the vendor's (a domain they verified, or their GitHub organization) or when it is a reference server from the modelcontextprotocol/servers repository or Microsoft MarkItDown. Unofficial wrappers are not listed under the vendor's name. Inside each category the order is alphabetical. The category is the use case filed on the listing. This is not a popularity ranking and not a paid ranking.

No sponsored placements are running. Sponsorship would be labelled and would not change this order.

Developer Tools

• BrowserStack — BrowserStack's server for running tests on real browsers and devices from an AI client.
• Buildkite — Exposes Buildkite pipelines, builds, jobs and test data to AI tools and editors.
• Capawesome — Capawesome's own server for Capawesome docs and Capawesome Cloud. Separate unofficial Capacitor and Ionic entries are not listed here.
• Chrome DevTools — The Chrome team's local MCP server. It runs the published npm package over stdio so a client can drive Chrome DevTools.
• CircleCI — CircleCI's hosted server for inspecting pipelines, workflows, job logs, tests and artifacts.
• Context7 (Upstash) — Feeds current, version-specific library documentation into a coding assistant's context.
• Cypress Cloud — Cypress's hosted server for Cypress Cloud test results and accessibility reports.
• Git (reference) — Reference server for reading, searching and changing local Git repositories.
• GitHub — GitHub's own server for working with repositories, issues, pull requests and Actions workflows from an AI client.
• GitLab — GitLab's own server for working with projects, issues and merge requests on GitLab.
• Google Developer Knowledge — Google's hosted server for searching public Google developer documentation.
• LambdaTest (TestMu AI) — LambdaTest's hosted server for HyperExecute jobs, failed-test triage, visual diffs, and accessibility audits.
• Lovable — Lovable's hosted server for the Lovable app builder.
• Medusa Docs — Medusa's hosted server for searching Medusa documentation. It is a separate registry entry from Medusa Cloud.
• Microsoft Learn — Microsoft's hosted server for current Microsoft Learn documentation and code samples.
• Mintlify — Mintlify's hosted admin server for editing pages, navigation, settings, and analytics on a Mintlify docs site.
• Mintlify Docs — Mintlify's hosted server for searching Mintlify's own product documentation. It is separate from the admin server.
• NuGet — Microsoft's local NuGet MCP server for working with the NuGet ecosystem from a client.
• Postman — Connects agents to the Postman platform: workspaces, collections, APIs and environments.
• Sourcegraph — A Sourcegraph-organization registry entry for code search on a Sourcegraph host. The URL is a hostname template, and the linked repository is sourcegraph-community/mcpregistry.
• Svelte — The Svelte team's server for Svelte documentation and autofixes, published as a remote endpoint and a local package.

Databases

• Appwrite — Appwrite's server for auth, databases, storage, functions, and hosting. A remote endpoint and a package are both declared.
• ClickHouse — ClickHouse's local server for querying ClickHouse clusters and chDB.
• Google Bigtable — Google's hosted server for administering Bigtable resources with the account you sign in.
• Google Cloud Firestore — Google's hosted server for working with Cloud Firestore databases in a project.
• Google Cloud Memorystore — Google's hosted server for Memorystore for Valkey instances and backups.
• Google Cloud SQL — Google's hosted server for creating, managing, and querying Cloud SQL instances.
• Metabase — Metabase's server for searching and querying a Metabase instance. The registry URL is a hostname template, not a shared public endpoint.
• MongoDB — MongoDB's server for querying databases and managing MongoDB Atlas resources.
• MotherDuck / DuckDB — Runs SQL analytics against DuckDB files or MotherDuck cloud databases.
• Neon — Neon's server for creating and managing serverless Postgres projects, branches and databases.
• Nhost — Nhost's local server for letting a signed-in user work with the data their own permissions allow.
• Prisma Postgres — Prisma's remote server for provisioning and managing Prisma Postgres databases.
• Redis — Lets agents store, read and search data in a Redis instance using natural-language requests.
• Snowflake — Snowflake Labs' server for querying and working with Snowflake data from an agent.
• Supabase — Manages Supabase projects and their Postgres databases; available hosted or as a local npm package.
• Xata — Xata's hosted server for projects and Postgres branches in a Xata account.

Search & Web Data

• Apify — Runs ready-made scrapers and crawlers (Actors) from the Apify Store to pull data from websites.
• Brave Search — Local server that queries the Brave Search API for web, image, video and news results.
• Exa — Gives agents Exa-powered web search, page content retrieval and multi-step research.
• Fetch (reference) — Reference server that downloads a web page and converts it into text/markdown an LLM can read.
• Firecrawl — Scrapes and searches the web via Firecrawl, returning clean page content for LLMs.
• Octoparse — Octoparse's hosted server for finding scraper templates, running cloud tasks, and exporting structured data.
• Perplexity — Perplexity's server for web search and research through the Perplexity API platform.
• Tavily — Local server that runs Tavily web searches and content extraction for agents.

Productivity & Project Management

• Airtable — Airtable's hosted server for reading and changing bases, tables and records.
• Apollo.io — Apollo.io's server for prospecting, enrichment, and sequences. The registry package points at Apollo's hosted MCP URL.
• Atlassian (Jira, Confluence) — Atlassian's remote server for searching and managing Jira issues, Confluence pages, Loom and related tools.
• Close — Close's hosted server for managing a sales pipeline in a Close CRM account.
• Linear — Hosted server for Linear that exposes issues and project tracking to AI assistants.
• Microsoft 365 Admin — Microsoft's hosted server for Microsoft 365 admin-center tasks.
• Microsoft 365 Copilot — Microsoft's hosted server for searching documents, mail, sites, files, and chats in Microsoft 365.
• Microsoft Calendar — Microsoft's hosted server for calendar events, invites, and availability.
• Microsoft Graph Users — Microsoft's hosted server for reading a signed-in user's profile, manager, and direct reports from Microsoft Graph.
• monday.com — monday.com's hosted server for working with boards and items in a monday.com account.
• Notion — Notion's hosted server for reading and editing pages and databases in a Notion workspace.
• Planning Center — Planning Center's hosted server for reading and updating ministry data in a Planning Center account.
• SharePoint Lists — Microsoft's hosted server for SharePoint lists through Microsoft Graph.
• Teamwork.com — Teamwork.com's server for managing client projects. The registry lists both a hosted endpoint and a local package.
• Upwork — Upwork's hosted server for acting on an Upwork account from an AI client.

Cloud & Infrastructure

• AWS — Amazon's AWS MCP Server record. A local uvx package connects a client to the AWS MCP endpoint published in the registry.
• Azure (Microsoft) — Microsoft's server bundling tools for many Azure services in one local install.
• Cloudflare — A family of hosted Cloudflare servers, each covering a different product area of a Cloudflare account.
• Containerization Assist — A Microsoft Azure repository's local server for containerizing apps with Docker and Kubernetes.
• Gemini Cloud Assist — Google Cloud's local server for inspecting and troubleshooting a Google Cloud environment.
• Google Android Management — Google's hosted server for the Android Management API, covering enterprise devices and apps.
• Google Cloud Composer — Google's hosted server for Cloud Composer environments and related workflow resources.
• Google Cloud Datastream — Google's hosted server for Cloud Datastream replication resources.
• Google Cloud Run — Google's hosted server for deploying and managing applications on Cloud Run.
• Google Compute Engine — Google's hosted server for Compute Engine infrastructure tasks in a Google Cloud project.
• Google Kubernetes Engine — Google's hosted server with read access to GKE and Kubernetes resources in a project.
• OVHcloud — OVHcloud's hosted server for managing OVHcloud infrastructure, services, and the account.
• Railway — Hosted server for building, deploying and troubleshooting services on Railway.
• Terraform (HashiCorp) — HashiCorp's server that looks up provider and module docs and works with HCP Terraform / Terraform Enterprise.
• Vercel — Vercel's hosted server for inspecting projects and deployments on the Vercel platform.

Observability

• Google Cloud Monitoring — Google's hosted server for Cloud Monitoring metrics and the health of apps and infrastructure.
• Grafana — Grafana Labs' server for searching dashboards and querying data sources in a Grafana instance.
• New Relic — New Relic's hosted server for querying metrics, logs, traces, and entities.
• PagerDuty — PagerDuty's local server for working with incidents and account data.
• Sentry — Sentry's server for pulling error reports and issue details into an AI debugging session.

Payments & Commerce

• Bitget — Bitget's local server for the Unified Trading Account API, published by the Bitget-AI GitHub organization.
• GoCardless — GoCardless's server for payments, mandates, subscriptions, refunds, and payouts.
• Medusa — Medusa's hosted server for Medusa Cloud project data and APIs.
• PayPal — PayPal's hosted server for PayPal account operations from an AI client.
• Stripe — Lets an agent work with Stripe objects such as customers, products and payments through Stripe's hosted endpoint.

Automation

• Composio — Composio's own hosted gateway for connecting an agent to many apps. It is not a Slack, GitHub, or other vendor server.
• Make — Make's server for building and running automation scenarios in a Make account.
• Zapier — Hosted bridge that lets an AI client trigger actions across the thousands of apps Zapier connects.

Browser Automation

• Browser Use — Browser Use's server for driving a Chrome browser through multi-step tasks such as forms and data extraction.
• Browserbase — Controls cloud-hosted browsers through Browserbase and Stagehand for web automation.
• Browserless — Browserless's server for browser automation, scraping, screenshots, and PDFs. A remote endpoint and a package are both declared.
• Playwright (Microsoft) — Microsoft's server that drives a real browser with Playwright so agents can navigate and interact with pages.

Websites & CMS

• Glide — Glide's hosted server for building and operating Glide apps, data, and workflows.
• Webflow — Hosted server for designing and managing Webflow sites and their CMS content from an AI client.
• Wix — Wix's hosted server that exposes Wix AI tooling for building and managing Wix sites.

Design

• Canva — Canva's hosted server for finding, editing, and exporting designs and assets in a Canva account.
• Figma — Figma's own hosted MCP server. It sends design context from a Figma account into the AI client you connect.
• Google Design — A Google-published hosted server aimed at design context for AI clients. The registry entry does not list a separate package.
• Google Stitch — Google's hosted server for the Stitch design API. The registry entry lists a remote endpoint and no local package.
• Logo.dev — Logo.dev's hosted server for finding brand marks and managing brand subscriptions.
• Lucid — Lucid's hosted connector for creating, searching, and editing diagrams in a Lucid account.

Maps & Location

• Google Maps — Google's hosted server for grounding a client with Google Maps geospatial data.
• Mapbox — Adds Mapbox geospatial features such as geocoding, place search, directions and isochrones.

Security & Identity

• Auth0 — Manages Auth0 tenants (applications, APIs, actions, logs, forms) through conversational requests.
• Microsoft Sentinel — Microsoft's hosted server for exploring security data in a Sentinel data lake.
• OSCAL (AWS Labs) — An AWS Labs server for OSCAL security-control documents. It is a different registry entry from the AWS MCP Server.
• Snyk — Runs Snyk security scans from an agent so vulnerabilities can be found and fixed in code.
• SonarQube — SonarSource's local server for code quality and security findings in SonarQube Server or Cloud.
• VirusTotal — VirusTotal's server for threat reports and file or URL submissions. A remote endpoint and a package are both declared.
• WorkOS — WorkOS's hosted server for organizations, users, SSO, Directory Sync, and AuthKit.

Product Analytics

• Amplitude — Amplitude's hosted server for searching product analytics and reading insights from an Amplitude project.
• Kochava — Kochava's hosted server for querying mobile attribution data for advertisers.
• Microsoft Fabric — Microsoft's local server for working with Microsoft Fabric items from an AI client.
• PostHog — PostHog's server for product analytics, feature flags and experiments.
• Power BI — Microsoft's local Power BI authoring server for creating and changing semantic models.
• Statsig — Statsig's hosted server for feature flags, experiments, and analytics.

AI & Memory

• Copilot Studio — Microsoft's local bridge for signing in to Copilot Studio, picking an environment, and opening Agentic Builder.
• Hugging Face — Connects assistants to the Hugging Face Hub (models, datasets, papers) and Gradio Spaces.
• Memory (reference) — Reference server that keeps a persistent knowledge graph the model can add to and query.
• Roboflow — Roboflow's hosted server for datasets, annotation, workflows, and computer-vision inference.
• Sequential Thinking (reference) — Reference server that gives the model a structured, revisable step-by-step thinking tool.

Media & Video

• ElevenLabs — ElevenLabs's hosted server for voice agents, speech, music, sound effects, and related media generation.
• Mux — Exposes the Mux video API for managing video assets and live streams.
• Picsart — Picsart's hosted server for generating and editing images, video, and audio.

Documents

• GrabzIt — GrabzIt's local server for capturing web pages as screenshots or documents.
• MarkItDown (Microsoft) — Microsoft's server with a single tool that converts files or URLs (PDF, Office docs and more) into Markdown.
• Microsoft Word — Microsoft's hosted server for working with Word documents in a Microsoft 365 account.
• OneDrive and SharePoint — Microsoft's hosted server for OneDrive and SharePoint files.
• Simplenote — Automattic's local server for reading Simplenote notes.

Communication

• Microsoft Teams — Microsoft's hosted server for Teams chats, channels, and messages.

Reference & Testing

• Everything (reference) — Test server from the MCP maintainers that exercises prompts, resources and tools; useful for checking a client.
• Filesystem (reference) — Reference server for reading and writing local files, limited to directories you allow.
• Time (reference) — Reference server for current time lookups and time-zone conversions.