Investigate production errors with Sentry and AI
Monitoring servers bring your error tracker and observability data into the conversation where you are fixing the bug. With Sentry, the assistant can list unresolved issues, open a stack trace, see which release introduced an error, and read the breadcrumbs that led up to it, then jump straight to the code. Servers for Datadog, Grafana, and similar tools add metrics, logs, and traces. The result is a shorter path from an alert to a fix. Use a token with read access to start, and add write scopes later if you want the agent to resolve or assign issues.
Example prompts
Paste one into Claude, Cursor, or any MCP client once a matching server is installed.
What are the top five unresolved Sentry issues in production this week?
Show the stack trace for the newest TypeError and suggest a fix in our code.
Did error volume go up after yesterday's release?
MCP servers for error monitoring
The 12 strongest of 439 matching servers. Servers that name the topic directly come first.
- 65Trust score 65 of 100, Good
tracehub-mcp
by mcpsmiths · Python
Query OTel traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic, Honeycomb.
Registry - 63Trust score 63 of 100, Good
MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
OfficialRegistryRemote - 55Trust score 55 of 100, Fair
Governed Prometheus + Grafana ops: PromQL, alerts, dashboards, RCA; 39 tools.
Registry - 55Trust score 55 of 100, Fair
Search & edit Grafana dashboards, query datasources (PromQL/LogQL/SQL), inspect alerts.
Registry - 52Trust score 52 of 100, Fair
Chipp Observability
Unknown author
Chipp: a deployed project's database (read), logs, errors, analytics, CI status, custom actions.
RegistryRemote - 52Trust score 52 of 100, Fair
Correlate GitHub releases with Sentry issues and PagerDuty incidents.
RegistryRemote
52Trust score 52 of 100, FairRead-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.
RegistryRemote- 50Trust score 50 of 100, Fair
AI agent observability with deterministic record/replay for debugging agent failures.
Registry - 47Trust score 47 of 100, Fair
Bitmovin Observability MCP
Unknown author
Query and analyse your data from Bitmovin Observability
RegistryRemote - 47Trust score 47 of 100, Fair
Premium agentic endpoint for data-observability-mcp.
RegistryRemote - 47Trust score 47 of 100, Fair
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
RegistryRemote - 47Trust score 47 of 100, Fair
llm-observability-orchestration-agent-langchain
Unknown author
LLM Observability & Orchestration Agent (Langchain)
RegistryRemote
How to set it up
- Pick a server. tracehub-mcp is the strongest match. Check its tools and the API keys it needs on its page.
- Copy the config for your client. Open the install guide for Claude Desktop, Claude Code, Cursor, or VS Code, and paste the generated block into the client's config file. The client guides show where each config file lives.
- Restart and try a prompt. Restart the client so it loads the server, then paste one of the example prompts above.
Questions about error monitoring
What is the best MCP server for error monitoring?
tracehub-mcp ranks first here with a trust score of 65/100, followed by sentry-mcp (63) and Observability AIops (55). Servers that name the topic directly come first, each group ordered by the public trust score, which nobody can pay for. See the methodology for how it is calculated.
How do I set up tracehub-mcp in Claude or Cursor?
Open the install guide for Claude Desktop or Cursor, copy the generated config into the client's config file, add any API keys the server asks for, then restart the client. The client guides cover VS Code, Claude Code, Windsurf, and more.
Can I use a hosted server instead of installing one locally?
8 of the 12 servers listed here can connect remotely over HTTP, so there is nothing to run on your machine: sentry-mcp, Chipp Observability, Release Radar MCP by usefulapi, and others. The rest run locally over stdio.
How many MCP servers can do this?
MCPpedia lists 439 published servers that match this use case. This page shows the 12 strongest matches; thin and duplicate listings are left out.