mcpbeat

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 392

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 2 555

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

Coding Agents 14 349

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

Databases 493

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 197

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

DevOps and Cloud 357

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

Observability 941

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

Security 800

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

Testing and QA 424

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

Project Management 211

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

Knowledge and Notes 206

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

Communication 598

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

Files and Storage 320

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

Data Analysis 647

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

Finance and Markets 1 581

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 252

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

Workflow Automation 696

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

Documents and PDF 578

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

Social Media 454

Publishing, listening and audience research across social platforms.

E-commerce 180

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

Maps and Weather 622

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

Web Scraping 222

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