AgentTask Atlas

Compared · Debugging & observability

Best MCP servers for Debugging & observability

7 entries in the AgentTask Atlas catalog fit debugging & observability. They are not ranked by a score: the table lists active entries first, then by how many clients document a setup, and each row ends with our one-line verdict on when to pick it. Official sources last checked 2026-10-19.

NameTypeCredentialsLicenseClientsVerdict
Datadog MCP Server
Datadog
MCP serverRequiredMIT11Pick it to investigate production issues from the agent using your Datadog account; OAuth keeps access within your existing RBAC.
Next.js DevTools MCP
Vercel
MCP serverNoneMIT (stated in README; GitHub detects no LICENSE file)9Pick it to let the agent read live errors, routes and logs from a running Next.js 16+ dev server; it needs `npm run dev` running.
Chrome DevTools MCP
Chrome DevTools (Google)
MCP serverNoneApache-2.03Pick it for performance traces, network and console debugging; it exposes browser content to the client.
Elasticsearch MCP Server (deprecated)
Elastic
MCP serverRequiredApache-2.03Avoid for new setups: the official README marks it deprecated; use it only on existing installs.
Grafana MCP
Grafana Labs
MCP serverRequiredApache-2.03Pick it to query dashboards, Prometheus and Loki from the agent; needs a Grafana service account token.
Sentry MCP
Sentry
MCP serverRequiredNOASSERTION2Pick it to debug production errors from Sentry inside the agent; needs Sentry OAuth or a user token.
Cloudflare MCP servers
Cloudflare
MCP serverRequiredApache-2.01Pick it for Workers, observability and Cloudflare docs; each remote server uses its own OAuth scopes.

Install notes

Datadog MCP Server
Use `claude mcp add --transport http datadog` with the US1 URL https://mcp.datadoghq.com/v1/mcp (or your regional endpoint), or install the Datadog plugin/connector for your client (see setup docs). official docs ↗
Credentials: Datadog OAuth (recommended) or Datadog API and application keys for some clients. · Maintenance: Managed remote server; no GitHub release on datadog-labs/mcp-server; CHANGELOG updated through 2026-10-15; last commit 2026-10-16
Next.js DevTools MCP
Run `npx -y next-devtools-mcp@latest` from your client's MCP config, or `npx add-mcp next-devtools-mcp@latest` (see README). official docs ↗
Credentials: None · Maintenance: Release v0.4.0 on 2026-06-24; last commit 2026-09-15
Chrome DevTools MCP
Add `npx chrome-devtools-mcp@latest` to your client (README lists per-client steps). official docs ↗
Credentials: None · Maintenance: Release chrome-devtools-mcp-v1.11.0 on 2026-10-15; last commit 2026-10-16
Elasticsearch MCP Server (deprecated)
README marks it deprecated (critical security fixes only) and points to Elastic Agent Builder's MCP endpoint. official docs ↗
Credentials: ES_URL plus ES_API_KEY (or username/password). · Maintenance: Release v0.4.6 on 2025-10-24; last commit 2026-06-23 ; DEPRECATED per README
Grafana MCP
Binary, Docker image grafana/mcp-grafana or `uvx` (see README). official docs ↗
Credentials: GRAFANA_URL plus a service account token (GRAFANA_SERVICE_ACCOUNT_TOKEN) or basic auth. · Maintenance: Release v2.0.2 on 2026-10-07; last commit 2026-10-14
Sentry MCP
Remote server https://mcp.sentry.dev/mcp, or stdio `npx @sentry/mcp-server` (see README). official docs ↗
Credentials: Sentry OAuth (remote) or a Sentry user auth token (stdio). · Maintenance: Release cli@0.47.0 on 2026-10-05; last commit 2026-10-17
Cloudflare MCP servers
Add a remote URL like https://docs.mcp.cloudflare.com/mcp or https://observability.mcp.cloudflare.com/mcp (list in README). official docs ↗
Credentials: Cloudflare OAuth (per server). · Maintenance: Release containers-mcp@0.2.19 on 2026-08-11; last commit 2026-10-09

Set up any of these in your client: Claude Code · Cursor · VS Code · Claude Desktop. Filter interactively on the Debugging & observability explorer, or ask the catalog from your agent with the free MCP server.

Other comparisons: Databases & SQL · Infra & deploy · Library docs & research · Frontend & UI · Docs & writing

⚠ No independent security audit: entries summarize official sources only. Review permissions and code before installing.