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MCP Server Topics

Servers grouped by what they actually do. Every topic shows how many are in the registry and how many answer right now — the second number is the one that matters.

Browser Automation 1 041

Servers that drive a real browser: open pages, click, fill forms, take screenshots. The heavy ones run Chromium somewhere, so whether the endpoint answers matters more here than anywhere else.

Web Search 1 476

Search APIs wrapped for agents. Most need a key, so a 401 response here means working, not broken — we mark those separately.

Coding Agents 4 579

Repository context, pull requests, code search and review. The largest group in the registry, and the one with the most abandoned projects.

Databases 1 064

Query and inspect databases from an assistant. Almost all require credentials, and the ones that do not are worth a second look before you connect them.

Vector and RAG 375

Vector stores and retrieval pipelines for grounding answers in your own documents.

DevOps and Cloud 759

Deployments, containers, cloud accounts. These act on live infrastructure, so check what tools a server exposes before granting it access.

Observability 2 164

Logs, traces, alerts and incidents pulled into the assistant while you debug.

Security 1 709

Scanning, secrets and compliance checks. Worth reading the tool list closely — a security server usually asks for broad access by design.

Testing and QA 1 270

Test runs, browser QA, coverage reports and visual checks.

Project Management 254

Issues, sprints and roadmaps from Jira, Linear, Asana and friends. Mostly hosted servers with OAuth.

Knowledge and Notes 442

Workspace pages, wikis and personal notes as a source of context.

Communication 1 926

Messaging and mail. These can write on your behalf, so the tool list is the thing to read first.

Files and Storage 729

Local filesystems and cloud drives. The local ones cannot be pinged — they have no network endpoint at all.

Data Analysis 1 774

Spreadsheets, analytics and BI tools for asking questions of your numbers.

Finance and Markets 4 095

Market data, payments and accounting. This topic has the highest share of third-party wrappers using a vendor's name — check who actually runs the server.

Design 250

Design files and UI context for handing work over to a coding agent.

Workflow Automation 990

Multi-step automations and app actions, usually fronting hundreds of integrations at once.

Documents and PDF 1 549

Parsing, extraction and OCR for documents an assistant cannot read on its own.

Social Media 1 597

Publishing, listening and audience research across social platforms.

E-commerce 685

Stores, products and orders — mostly official vendor servers with OAuth.

Maps and Weather 1 482

Geocoding, places and forecasts. Many are open with no key required.

Web Scraping 702

Crawling and structured extraction from pages, separate from full browser control.