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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 589

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 770

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

Coding Agents 2 713

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

Databases 709

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 257

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

DevOps and Cloud 510

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

Observability 1 271

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

Security 1 156

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

Testing and QA 734

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

Project Management 162

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

Knowledge and Notes 295

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

Communication 959

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

Files and Storage 467

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

Data Analysis 984

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

Finance and Markets 2 400

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 138

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

Workflow Automation 780

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

Documents and PDF 833

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

Social Media 764

Publishing, listening and audience research across social platforms.

E-commerce 330

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

Maps and Weather 906

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

Web Scraping 362

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