DevOps & cloud MCP servers
The largest category in the catalog, because this is where agents earn their keep: repos, pull requests, pipelines, containers, and cloud resources. Watch the permissions panel closely here; write access to infrastructure deserves scrutiny.
What engineers use them for
- Open, review, and comment on pull requests
- Check why a pipeline failed and propose the fix
- Query cluster state and tail deployments
- Manage issues and releases across repos
Highest-graded right now
Graded on maintenance, completeness, and reliability. The formula is public →
Netdata
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

Labelhead Artist Momentum
Trending hip-hop artist momentum scores across four cultural dimensions.

Scrapling MCP Server
Web scraping with stealth HTTP, real browsers, and Cloudflare bypass.

Reactive Resume
Free open-source resume builder with remote MCP tools for resumes and job applications.

GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.

Skyvern
AI-powered browser automation — navigate, click, fill forms, and extract data from any website.

FunASR
Transcribe local audio with FunASR and SenseVoice using private, on-device inference.

