Observability MCP servers
Incident response is a search problem, and agents are fast searchers. These servers connect assistants to logs, metrics, error trackers, and traces, so 'why is prod slow' becomes a query rather than a scavenger hunt.
What engineers use them for
- Pull the stack traces and release health behind an alert
- Correlate a spike in errors with the deploy that caused it
- Summarize what changed in the last hour across services
- Draft the incident timeline from real telemetry
Highest-graded right now
Graded on maintenance, completeness, and reliability. The formula is public →World Monitor
Live markets, conflicts, country risk, chokepoints, energy, and China decision signals.
Grafana
An MCP server giving access to Grafana dashboards, data and more.
Superlog
Open-source agent that observes and fixes your application.
Measure
Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP
COTAL actions (cotal.ai)
cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls
HomeLab Monitor
Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services).
Trace
Code graph MCP: 81 languages, 87 frameworks, 72.8% fewer PR-review tokens, comprehension at parity
