By subject
Every server in the directory is filed under one primary subject, so each category page is a single canonical list rather than one of several overlapping ones.
- 139
Browser Automation
Servers that drive a real browser — navigating pages, clicking elements, filling forms and capturing screenshots on behalf of an agent.
- 113
Web Scraping
Servers that extract structured data from web pages and turn HTML into something an agent can reason over.
- 721
Search
Servers that give an agent access to a search index — the open web, a documentation corpus, or an internal knowledge base.
- 257
Databases
Servers that let an agent query and manage a database, from Postgres and MySQL to vector and graph stores.
- 7,760
Version Control
Servers for Git hosts and code review — repositories, issues, pull requests and CI status.
- 196
DevOps & Deployment
Servers that build, ship and operate software: CI pipelines, container registries, deploys and rollbacks.
- 156
Cloud & Infrastructure
Servers for cloud platforms and the infrastructure primitives underneath them — compute, storage, networking and IAM.
- 228
Monitoring & Observability
Servers that surface logs, metrics, traces and alerts so an agent can diagnose a running system.
- 357
Communication
Servers for the places teams talk — chat, email and calendars — letting an agent read threads and send messages.
- 57
Project Management
Servers for issue trackers and planning tools, so an agent can read a backlog and move work through it.
- 145
Productivity
Servers for notes, docs, spreadsheets and personal tooling — the everyday surfaces where work gets written down.
- 284
Files & Storage
Servers that read and write files, whether on the local disk or in object storage and sync services.
- 2,659
AI & Machine Learning
Servers that call models, run inference, or give agents access to other AI systems and their outputs.
- 248
Data & Analytics
Servers for analytics platforms, dashboards and pipelines — where an agent goes to answer a question with numbers.
- 133
Sales & CRM
Servers for pipelines, contacts and outreach — the systems a revenue team runs on.
- 349
Marketing
Servers for campaigns, content, SEO and social — the tools that put a product in front of people.
- 140
E-commerce
Servers for storefronts, catalogues and orders, letting an agent work with products and customers directly.
- 1,056
Finance & Payments
Servers for payments, accounting and market data — anything where the answer is denominated in money.
- 127
Design
Servers for design tools and asset pipelines, so an agent can read a file, a component or a brand system.
- 471
Media & Content
Servers that generate or manipulate images, audio and video, and the platforms that host them.
- 439
Memory & Knowledge
Servers that give agents persistent memory or a structured knowledge base to draw on across sessions.
- 584
Security
Servers for secrets, scanning, auditing and threat intelligence — the guardrails around everything else.
- 167
Location & Maps
Servers for geocoding, routing, places and weather — anything anchored to a point on the map.
- 168
Healthcare
Servers for clinical and health data systems, including FHIR and electronic records.
- 525
Legal
Servers for contracts, case law, compliance and regulatory research.
- 92
Education
Servers for courses, learning platforms and research libraries.
- 80
Gaming
Servers for game engines, platforms and player-facing services.
- 45
IoT & Hardware
Servers that talk to physical devices — home automation, sensors, robotics and embedded systems.
- 3,480
Developer Tools
General-purpose servers for writing and shipping code: docs lookup, package registries, linters, editors and language tooling.
- 2
Other
Servers that do not yet fit a named subject in this taxonomy.