Choose an MCP category by the task and data source your assistant needs. A database connection, a design handoff and a reporting workflow involve different tools and access requirements. Start with a small job you can check, then inspect the individual server's documentation.
For design context and component workflows, browse design integrations. For traffic and report queries, explore analytics servers. Use filesystem integrations for their documented file-access workflows; the server reads paths in the environment where it runs.
Local servers usually run as a process alongside a compatible client. Remote servers use a hosted endpoint and its supported authentication. A file path on your laptop is not automatically accessible to a cloud-hosted service. Browse remote servers when you need a hosted connection, and confirm the endpoint rather than substituting the provider's homepage.
Open the publisher source, check the installation method and inspect the tools your client actually discovers. Confirm the intended account or workspace and try one read operation. A server may appear in more than one category, so category counts are memberships rather than a count of unique integrations.
Explore vendor-maintained integrations or return to the full MCP directory.
For a focused task, explore SEO and website audits, software testing, document and PDF tools, or email integrations. Servers appear in each relevant category; each profile keeps one primary category for navigation.
984 MCP servers
Open pages, inspect a rendered interface and automate browser tasks through an MCP client. Browser servers are useful for reproducing a bug, checking a form or collecting information from a site that depends on JavaScript. Some control a local browser; others connect to a hosted session.
2205 MCP servers
Database MCP servers connect assistants to SQL engines, document databases, caches and analytical stores. Depending on the integration, you can inspect a schema, explain a query or retrieve records without moving them through a separate chat window.
8565 MCP servers
Developer MCP servers connect coding assistants to repositories, issue trackers, debuggers and development utilities. They can provide the context needed to understand a change: a pull request, a commit, a test result or an API response. The exact actions depend on the server and the account you connect.
1403 MCP servers
Search and web scraping MCP servers retrieve information from the web. Search integrations find relevant pages; fetchers read a specific URL; crawlers collect content from multiple pages. These are different jobs, and choosing the right one can save time and unnecessary requests.
598 MCP servers
File and storage MCP servers give an assistant access to local folders, shared drives or object storage. Typical tasks include finding a document, reading a set of files and saving an edited result. Local filesystem access and a cloud drive connection have different setup and permission requirements.
2659 MCP servers
Communication MCP servers connect assistants to email, chat and messaging services. They are useful for finding a past discussion, summarising a channel or preparing a reply with the original conversation in view. Some support sending messages as well as reading them.
1883 MCP servers
Productivity MCP servers connect assistants to the tools where work is organised: tasks, calendars, notes, project boards and shared documents. They help answer practical questions such as which issues are open or when a meeting is scheduled, using information from the connected service.
1983 MCP servers
AI and machine learning MCP servers expose model services and related operations to an assistant. Depending on the provider, that can include image generation, speech processing, embeddings, inference or model management. These integrations connect to an additional service with its own supported inputs and usage terms.
1735 MCP servers
Cloud and DevOps MCP servers connect assistants to infrastructure platforms, deployment services and container environments. They can help retrieve a deployment status, inspect a cluster or look up a cloud resource. Available operations range from documentation search to changes in a live account.
2501 MCP servers
Payments and commerce MCP servers connect assistants to billing services and online stores. Typical workflows include looking up an invoice, checking a subscription, retrieving an order or searching a product catalogue. The server’s tools determine which of these operations are available.
1236 MCP servers
Monitoring MCP servers bring logs, errors, metrics and traces into an assistant’s workflow. They help investigate a concrete event, such as a failed release or an alert, with evidence from the connected observability service. Security-focused integrations also have a separate category.
1603 MCP servers
Knowledge and memory MCP servers retrieve or store information that an assistant can use across tasks. They include knowledge graphs, note collections, retrieval services and persistent memory stores. A connection may provide search, structured relationships or saved observations rather than a complete copy of the original documents.
327 MCP servers
Design MCP servers connect assistants to design files and creative applications. They can help inspect a layout, retrieve component details or work with a supported visual editing tool. Design-file access is different from generating a new image, so compare the server’s actual operations.
965 MCP servers
Analytics MCP servers retrieve reports, traffic measurements and business metrics from connected services. They are useful for asking about a defined date range or comparing a campaign with an earlier period. Analytics products and data warehouses can overlap, so some servers also appear under databases.
67 MCP servers
CI/CD MCP servers connect assistants to automated builds, test runs and release pipelines. They can help find the failed step in a job, read its output or check the state of a deployment workflow. Some integrations also expose actions that start or retry a run.
74 MCP servers
Customer support MCP servers connect assistants to tickets, customer conversations and help-centre content. They can help retrieve the history of a case, find a relevant support article or prepare a response using details from the connected platform.
937 MCP servers
Documentation MCP servers retrieve library guides, API references and product documentation for an assistant. They are useful when a task depends on the right version of a package or a specific endpoint. Some search published documentation; others index files from a selected project.
124 MCP servers
Workflow automation MCP servers connect assistants to automation platforms and defined business processes. They can expose an existing workflow as a tool or provide operations for building and managing automations. This category focuses on coordinating steps across services.
310 MCP servers
Security MCP servers connect assistants to identity systems, security findings and analysis tools. They can support tasks such as inspecting access policies, retrieving a vulnerability report or investigating an authentication event. Monitoring integrations may also appear here when they provide a distinct security capability.
1303 MCP servers
Finance MCP servers retrieve financial records, company information or market data from supported services. They can help organise accounting information or inspect a named instrument. Coverage, freshness and redistribution terms depend on the upstream data provider.
561 MCP servers
CRM and sales MCP servers connect assistants to contacts, accounts, leads and sales opportunities. Common tasks include finding a customer record, summarising a deal’s history or updating a supported field. These integrations can overlap with project management and customer support.
1525 MCP servers
Social media and marketing MCP servers connect assistants to content platforms, campaigns and audience data. They can support retrieving posts, reviewing campaign results or preparing content for a supported channel. Publishing and scheduling capabilities vary by integration.
317 MCP servers
Research MCP servers connect assistants to scholarly literature, scientific datasets and specialist computing tools. They can help locate a paper, retrieve a citation or work with a supported analysis service. Literature discovery and running a scientific computation are separate capabilities.
392 MCP servers
Maps and location MCP servers expose place search, geocoding, routes and other geographic operations. They are useful when an assistant needs to turn an address into coordinates or retrieve information about a named place. Supported regions and data freshness vary by provider.
908 MCP servers
Media MCP servers connect assistants to music, video, podcast and entertainment catalogues or applications. They can help retrieve metadata, search a collection or control playback where the integration supports it. Media generation services also appear under AI and ML.
107 MCP servers
Education MCP servers connect assistants to learning platforms, course materials and study tools. They can support retrieving a lesson, inspecting an assignment or managing a supported learning resource. The available operations depend on the platform and the connected role.
243 MCP servers
Healthcare and life-science MCP servers retrieve specialist records, biomedical references or data from supported systems. They may serve research, administration or a defined clinical information workflow. This category groups the domain of the integration rather than endorsing its output for a medical decision.
391 MCP servers
Travel MCP servers connect assistants to transport, accommodation and trip information services. They can support searching an itinerary, checking availability or retrieving a booking where the provider exposes those operations. Search results and confirmed reservations are different outputs.
205 MCP servers
Hardware and IoT MCP servers connect assistants to devices, sensors and home or industrial automation systems. They can retrieve a device state or expose supported controls. Some run on a local network; others use a manufacturer’s hosted service.
1068 MCP servers
Blockchain MCP servers retrieve chain data or connect assistants to supported wallet and contract tools. They can help inspect a transaction, read a contract state or query an indexer. Transaction signing is a separate capability that not every server exposes.
626 MCP servers
Data processing MCP servers convert, validate or transform files and structured information. Typical workflows include extracting text from a document, converting a format or preparing data for another tool. These servers may also appear under storage, research or analytics.
1194 MCP servers
Legal and compliance MCP servers retrieve legislation, case records, patents, trademarks or other regulatory information. Some connect to a specialist document workflow, while others search a defined public database. The jurisdiction and source coverage determine what a result can tell you.
825 MCP servers
Public-data MCP servers retrieve information from government agencies, open-data portals and public record systems. They can help find a dataset, inspect a published statistic or look up a record in a supported jurisdiction. Coverage is specific to the upstream source.
712 MCP servers
Weather and environment MCP servers retrieve forecasts, observations and environmental measurements. They can help answer a question about a named location or inspect a historical series. Weather forecasts, current sensor readings and climate statistics are different kinds of information.
322 MCP servers
Sports and fitness MCP servers retrieve fixtures, results, athlete statistics or activity records from supported sources. Some focus on a public competition; others connect to a personal training account. Check the data source before comparing a live sports lookup with a workout-history integration.
383 MCP servers
Real-estate MCP servers retrieve property listings, housing information or records from supported services. They can help find a listing or compare a defined area using the available data. Coverage may be limited to one market, listing platform or public register.
242 MCP servers
Game MCP servers connect assistants to games, game engines and related development tools. They may inspect a scene, retrieve game information or expose supported actions in a running environment. A game-catalogue integration serves a different task from an editor or gameplay controller.
400 MCP servers
Time and date MCP servers provide clock readings, timezone conversions and related date operations. They help when a workflow needs a definite local time or a consistent conversion between regions. These utilities are separate from calendar integrations that manage meetings and events.
172 MCP servers
Accessibility MCP servers inspect interfaces and return findings about supported accessibility checks. They can help review contrast, headings, labels or touch targets where the tool exposes those operations. Some use a rendered browser page; others inspect design or source information.
155 MCP servers
Content management MCP servers connect assistants to the systems where websites and publications store their pages, posts and media. They can help retrieve a draft, inspect a content model or update an entry when the integration exposes those operations.
259 MCP servers
Mobile development MCP servers connect assistants to app builds, simulators, devices and mobile development services. They can help inspect a screen, retrieve build results or manage an app update where the project supports it.
238 MCP servers
Human resources MCP servers connect assistants to recruiting platforms, employee systems and related workplace records. Typical tasks include retrieving a candidate profile, finding an open role or looking up a record in a connected HR service.
577 MCP servers
News MCP servers retrieve articles, headlines and event information from supported publishers and news services. They can help find coverage of a topic or compare reports across a defined period. Source selection and publication timestamps matter when reviewing a developing story.
560 MCP servers
SEO MCP servers connect assistants to search visibility data and website auditing tools. They can help inspect a page, retrieve keyword or backlink data, or investigate a crawl issue when the integration exposes that capability. Search-engine optimisation is a distinct task from general web search.
127 MCP servers
Software testing MCP servers give assistants access to test cases, test runners and quality assurance systems. They can help inspect a failed test, retrieve execution results or run a supported test suite. Different integrations cover unit tests, application workflows or performance checks.
832 MCP servers
Version control MCP servers connect assistants to Git repositories and code hosting platforms. Typical tasks include reading a diff, finding a commit, inspecting a pull request or working with a branch. Local repository tools and hosted account integrations have different access requirements.
112 MCP servers
Code execution MCP servers let assistants run supported programs or notebook cells and retrieve their output. Some use a local runtime; others create an isolated hosted sandbox. They are useful when a task needs an actual computation rather than a proposed code snippet.
123 MCP servers
Terminal and desktop MCP servers expose command execution or computer interactions to an assistant. They may provide a shell, a remote terminal, or controls for windows, keyboard input and the pointer. The supported operating system and interaction method determine which tasks are possible.
676 MCP servers
Email MCP servers connect assistants to mailboxes and email delivery services. They can help find a message, review a conversation, prepare a draft or send mail where the integration supports it. Inbox access and transactional email delivery are different workflows within this category.
456 MCP servers
Calendar MCP servers connect assistants to events, availability and appointment services. They can help look up a meeting, compare available times or create a supported booking. Timezone conversion utilities have a separate category because they do not necessarily manage calendar records.
966 MCP servers
Document MCP servers help assistants read, create or edit supported document formats, including PDFs and word-processing files. They may extract text, inspect a document structure, apply edits or produce an output file. The available operations vary considerably between formats.
253 MCP servers
Spreadsheet MCP servers connect assistants to workbooks, sheets and tabular files. They can help inspect a range, retrieve cell values or update a workbook when the integration supports those operations. Formula handling and spreadsheet formatting depend on the particular server.
93 MCP servers
Presentation MCP servers help assistants retrieve, create or edit slide decks in supported applications and file formats. They can expose slide content, layouts or editing operations. A text outline and a rendered presentation are different outputs, so check the server’s actual scope.
358 MCP servers
Vector search and retrieval MCP servers connect assistants to indexed collections and semantic search systems. They can retrieve relevant passages or manage a supported vector store. Retrieval-augmented generation uses these results as context, while the connected model remains responsible for composing an answer.
329 MCP servers
Agent orchestration MCP servers connect assistants to agent runtimes and coordination systems. They can help dispatch a task, inspect an agent run or manage a defined group of workers. This category covers managing agents themselves, rather than every integration that an AI assistant can call.
315 MCP servers
Image MCP servers help assistants generate, edit, inspect or convert images through supported tools. They may connect to an image model, a graphics application or a local processing library. Creating a bitmap image differs from reading a design file or generating a diagram.
254 MCP servers
Audio and speech MCP servers connect assistants to transcription, speech synthesis and audio processing tools. They can help turn a recording into text, generate spoken output or inspect a supported audio file. The connected service determines language coverage and available voices.
781 MCP servers
Video MCP servers help assistants work with video content and supported video platforms. They may retrieve metadata or captions, search a catalogue, analyse footage, edit a clip or generate a video. These capabilities vary by integration and should be checked separately.
160 MCP servers
Translation MCP servers connect assistants to language translation and localisation workflows. They can help translate text, manage translated resources or work with terminology in a supported service. This category focuses on human languages rather than converting code or database queries.
233 MCP servers
Diagram MCP servers help assistants create, inspect or edit visual structures such as flowcharts, architecture diagrams and whiteboards. Some generate diagrams from text syntax; others connect to an interactive canvas. These workflows can also appear under design or developer tools.
51 MCP servers
Data engineering MCP servers connect assistants to data pipelines, transformation projects and data platform operations. They can help inspect a pipeline run, retrieve catalogue information or manage a supported ingestion job. Database querying alone does not establish pipeline orchestration support.
400 MCP servers
Math MCP servers provide calculation and mathematical tools to assistants. They can expose arithmetic, symbolic operations, unit conversions or a specialist computing engine. The server’s supported operations determine whether a task can be evaluated directly or needs another analysis environment.
247 MCP servers
Networking MCP servers expose network lookups and diagnostic operations. They can help inspect DNS records, look up domain registration, examine a certificate or investigate connectivity where the tools support it. Security analysis and cloud infrastructure management may overlap with this category.
286 MCP servers
Food and recipe MCP servers connect assistants to recipes, meal information and supported restaurant or food services. They can help find a dish, retrieve ingredients or inspect a menu. Personal meal planning and restaurant discovery use different data sources and filters.
199 MCP servers
Logistics MCP servers connect assistants to shipping, fulfilment and supply-chain services. They can help look up a shipment, retrieve a delivery update or create a supported shipping record. Store orders and parcel movements are related but distinct business objects.
182 MCP servers
Advertising MCP servers connect assistants to paid media accounts and campaign data. They can help inspect Google Ads or Meta Ads performance, compare spending and retrieve supported campaign settings. This category focuses on paid advertising; publishing an organic social post belongs under social media.
172 MCP servers
Accounting MCP servers connect assistants to bookkeeping platforms and financial records such as invoices, bills, contacts and ledger accounts. Xero and QuickBooks integrations are examples of this workflow. They differ from market-data tools, which retrieve prices or investment information rather than a business’s own books.
308 MCP servers
E-commerce MCP servers connect assistants to online stores, product catalogues and supported shopping services. Common workflows include finding products, inspecting inventory and retrieving orders. Store administration, storefront product discovery and developer documentation are different capabilities, even when they concern the same commerce platform.
381 MCP servers
Project management MCP servers connect assistants to issues, tasks, boards and project plans. They can bring a Jira ticket, Linear project or Todoist task into a working conversation and expose supported updates. This category is for tracking work; meeting availability and personal notes have their own categories.
184 MCP servers
Note-taking MCP servers connect assistants to notebooks, Markdown vaults and personal knowledge applications. Obsidian, Apple Notes and Evernote integrations can help find an earlier idea or work with a supported note. A note collection may overlap with document storage or knowledge retrieval without providing a vector database.
45 MCP servers
Meeting MCP servers connect assistants to meeting records, recordings and conversation transcripts. They can help retrieve a discussion, find an action item or inspect a supported meeting summary. Scheduling a future appointment and transcribing an arbitrary audio file are related workflows covered by separate categories.
216 MCP servers
API development MCP servers help assistants inspect API schemas, work with request collections and test supported endpoints. They may expose OpenAPI validation, Postman workspaces or API exploration tools. This category covers working on APIs themselves, rather than every server that happens to call an API.
154 MCP servers
Code intelligence MCP servers help assistants understand a codebase through symbol search, references, diagnostics and other navigation tools. Language server integrations can expose semantic information that plain text search misses. These tools complement repository history and code execution, which answer different questions about a change.
269 MCP servers
Kubernetes and container MCP servers connect assistants to clusters, workloads and container runtimes. They can help inspect pod state, retrieve logs or work with supported deployment resources. A tool that is merely packaged in a Docker image does not belong here unless it exposes container or cluster operations.
48 MCP servers
Infrastructure as code MCP servers help assistants work with declarative infrastructure, provider documentation and supported configuration workflows. Terraform, OpenTofu and Pulumi integrations can expose different parts of this process, from finding a module to inspecting a workspace. Documentation access alone does not imply permission to provision resources.
30 MCP servers
Identity and access management MCP servers connect assistants to identity providers, directories and authorisation systems. They can help inspect users, groups, applications and supported access policies. This category covers managing identity resources; using OAuth to sign into an unrelated integration does not make it an identity management tool.
21 MCP servers
Secrets management MCP servers connect assistants to credential stores, password managers and secret-management services. They may expose secret lookup, environment selection or supported credential updates. Supplying an API key to a normal MCP integration is different from managing secrets as the integration’s main workflow.
27 MCP servers
Feature flag MCP servers connect assistants to release controls, targeting rules and supported experimentation services. They can help find a flag, inspect a rollout or retrieve experiment results. An unrelated server with an experimental configuration switch does not necessarily offer tools for managing application feature flags.
33 MCP servers
Incident management MCP servers connect assistants to operational incidents, response timelines and on-call services. They can help inspect an active incident, find the responsible team or retrieve supported response actions. Monitoring data is often useful alongside this workflow but does not by itself provide incident management.
133 MCP servers
Web and product analytics MCP servers connect assistants to website traffic, events and visitor behaviour data. They can help compare acquisition channels, inspect a conversion funnel or retrieve supported engagement reports. Google Analytics, Plausible and product analytics services differ in their event models and reporting options.
46 MCP servers
Email marketing MCP servers connect assistants to subscriber audiences, campaign records and supported marketing automation services. They can help inspect a mailing list or work with a campaign in platforms such as Mailchimp and Klaviyo. Personal inbox search and transactional delivery are separate email workflows.
17 MCP servers
Forms and survey MCP servers connect assistants to questionnaires, form definitions and submitted responses. They can help inspect questions, retrieve feedback or create a supported form. Google Forms and other survey tools vary in their support for quizzes, conditional questions and response editing.
43 MCP servers
E-signature MCP servers connect assistants to signing services, agreement templates and supported contract workflows. They can help inspect a signing request, prepare a template-based document or retrieve its status. Reading a PDF and sending an agreement for signature are different operations with different service requirements.
95 MCP servers
Time tracking MCP servers connect assistants to timers, time entries and project timesheets. They can help find recorded hours or create a supported entry in services such as Toggl, Clockify and Harvest. These tools track work duration; timezone conversion and calendar scheduling have separate categories.
60 MCP servers
Business intelligence MCP servers connect assistants to dashboards, semantic models and reporting platforms. They can help find a Tableau view, inspect a Metabase question or work with supported business metrics. These tools add reporting context beyond a direct connection to a database or raw event stream.
20690 MCP servers
This category contains specialist MCP integrations whose purpose does not fit the directory’s more specific categories. Some connect a niche service; others expose several unrelated operations through one server. Read the individual profile to understand the data source and the work the tools support.