Head to head · Observability errors · October 2026 research run

New Relic MCP Server vs Sentry MCP

Sentry MCP scores 66.2 (B) on agent readiness against New Relic MCP Server's 61 (C), and leads in 3 of 7 scored categories. New Relic MCP Server leads on reliability. Both do observability errors.

Best observability and incident tools for AI agents · All 49 observability comparisons

Which one, for what

New Relic MCP Server C

Best for Agents investigating incidents, errors, deployments and performance in an existing New Relic account, where reads are enough.

Ahead on

  • Reliability, 60 against 36

Also in its favour

  • Free to start without a card

Watch for

Tool input schemas are visible only through an authenticated session; the docs give one-line descriptions and no parameters

Sentry MCP B

Best for Coding agents that triage and fix production errors from Sentry. datadog-mcp covers wider observability data, pagerduty-mcp on-call and incidents.

Ahead on

  • Schema & documentation, 87 against 51
  • Agent ergonomics, 78 against 59
  • Payments & pricing, 40 against 30

Also in its favour

  • Runs on your own machine

Watch for

No MCP component on status.sentry.io and no SLA

Why the edge

Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.

Schema & documentation Sentry MCP +36

New Relic MCP Server 51

Tool input schemas are only visible through an authenticated session; the tool reference names 40 tools with one-line descriptions, so partial credit for a contract that exists but isn't public (10). docs.newrelic.com publishes llms.txt, updated 3 November 2026, and a Markdown twin of every page (10). Each tool's line says what it does, tags say which group it belongs to, and the reference says which tools need OAuth and which are preview; nothing says when not to use a tool (12). No parameters, types or enums are published; the setup examples show only the include-tags header (4). Example natural-language queries per group, a troubleshooting page for OAuth, API key, permission and connection errors, and no error code list (7). A dated what's-new feed and a 0.1.0 registry version, but no MCP changelog or server version in the docs (8). 10 + 10 + 12 + 4 + 7 + 8 = 51.

Sentry MCP 87

Every tool has a Zod input schema published as JSON Schema in toolDefinitions.json (25). llms.txt at docs.sentry.io and linked from mcp.sentry.dev (10). Descriptions are long and structured, with "Use this tool when", <examples> and <hints> blocks, and some say when not to use the tool, for example add_issue_note warns against secrets and unapproved content (18). Inputs carry required lists, minLength and maxLength, URI formats and nullable unions (13). Examples sit inside the descriptions, and errors map to typed classes with recovery hints (13). GitHub releases and tags. The release guide says to update a CHANGELOG.md the repository doesn't have (8).

Reliability New Relic MCP Server +24

New Relic MCP Server 60

Scored as a hosted MCP server. status.newrelic.com is an Atlassian Statuspage with 115 components across the US, EU and JP regions and no MCP component (20). history.rss holds seven incidents in the 90 days to 3 November 2026, among them delayed queries and alerts in the US for 49 minutes on 2 November, synthetics ping delays the same day, the JP entity platform unavailable for 67 minutes on 28 October, delayed US data and alerts from 19:24 to 22:04 UTC on 25 September, intermittent UI errors for two and a half hours the same night, a Salesforce support outage on 16 September and a 10-minute EU metric issue. Two regional incidents over an hour on the query and alert paths the server depends on, so one major (10). Published numbers, 2,000 tool calls an hour per user on the MCP server and 25 concurrent NerdGraph requests per user (15). NerdGraph answers 429 on concurrency with guidance to batch or pool, but no Retry-After is documented and nothing covers retries of MCP calls; the tools are reads, so idempotency doesn't arise (8). The pricing page lists support response SLAs, and the paid terms promise commercially reasonable efforts, so no availability SLA (0). Public preview on 4 November 2025, available to all accounts on 3 November 2026 with preview tools marked separately, but no dated GA notice was found (7). 20 + 10 + 15 + 8 + 0 + 7 = 60.

Sentry MCP 36

Scored as a hosted MCP server, since mcp.sentry.dev is the default install. status.sentry.io is an Atlassian Statuspage with API, Dashboard and per-region ingestion components, but no MCP component (15). The history pages rendered on 1 November (the 1 October check could read only the front page). The 90 days from 3 August hold 23 incidents (5 critical, 10 major, 8 minor by Sentry's labels, maintenance excluded). Most name one region (US, EU or DE) or one product such as span ingestion or the dashboard, and count as partial. Four name no region or component limit. On 27 August "sentry.io is not available" ran 09:24 to 15:41 UTC and "affects the availability of our product and API". On 1 September requests timed out with 504s, 08:01 to 11:21 UTC. On 10 September 500 errors rose during a control silo migration, 15:25 to 16:26 UTC. On 20 October users had "interruptions using our UI and API", 18:20 to 21:38 UTC. Several majors (0). The hosted server's limits, 60 calls a minute per user and 300 per IP on /mcp, are in the public Wrangler config, not in user docs (8). Upstream 429s become a typed rate-limit error carrying retry_after when Sentry sends it, documented only in the contributor docs, and since 27 October (#1673, on main) rate-limited GETs are retried from Sentry's reset headers (8). No SLA on the pricing page (0). Versions are 0.x and ?experimental=1 variants can change between releases, with no GA statement (5). 15+0+8+8+0+5 = 36.

Agent ergonomics Sentry MCP +19

New Relic MCP Server 59

40 tools in the default list, above the 30-tool line (5), with the include-tags header to load only named groups (add 10, so 15). Time windows on most tools, convert_time_period_to_epoch_ms, filters on incidents, errors and logs, and NRQL's own LIMIT and FACET; no documented page size (14). The troubleshooting page covers setup errors with fixes, and the docs say nothing about tool-level error bodies (8). Every tool is a read (query, list, fetch, analyse) and the gap tool reads files the client sends, so a retry is safe; no readOnlyHint or destructiveHint was confirmed because tools/list wasn't read (12). Natural-language prompts need no parameters from the user, and the API behind the server has official NerdGraph clients; nothing agent-specific beyond skills (10). 15 + 14 + 8 + 12 + 10 = 59.

Sentry MCP 78

The hosted server deploys from main after CI passes (deploy.yml), and main's default tools/list now has 14 tools, find_organizations, find_projects, update_issue, analyze_issue_with_seer, search_issues, get_sentry_resource, the two catalogue tools and six search tools (search_errors, search_logs, search_traces, search_metrics, search_profiles, search_replays) where 0.42.0 had one search_events. Their generated definitions run to about 38,000 characters (name, description and input schema), against about 23,600 for the nine in 0.42.0, the npm latest. A lint rule added on 28 October (#1700) now locks the list. 11 to 30 tools, less 4 for size as the nine were (11). The other 63 tools load on demand through search_sentry_tools and execute_sentry_tool, skills narrow the set, and org or project scoping in the URL hides discovery tools (plus 7). Limits on searches and org and project constraints (17). Errors come back as typed, actionable messages, with 404s telling the agent to check the org, project or id (18). Catalogue tools set readOnlyHint, destructiveHint and idempotentHint, but every catalogue tool runs through execute_sentry_tool, still marked destructiveHint: true as a whole, and issue #1254 (open since 14 August per the 1 October check, not re-read on 1 November) says this breaks client allowlists and approval prompts (15). Few required parameters, npm only (10). 18+17+18+15+10 = 78.

Payments & pricing Sentry MCP +10

New Relic MCP Server 30

No x402, MPP or L402 (0). The pricing page is public for the free tier and data ingest ($0.40 per GB beyond 100 GB), but MCP tools are metered as compute units with no per-call rate, and user and edition prices are quoted on request (10). The free tier includes MCP, 100 GB a month and one full platform user with no card (20). A person signs up in a browser and completes the OAuth flow (0). 0 + 10 + 20 + 0 = 30.

Sentry MCP 40

No x402, MPP or L402 (0). The MCP server has no separate charge and Sentry's plan prices are public, with MCP included on the free Developer plan on 1 November (Team $26 and Business $80 a month billed annually) (20). The Developer plan is free with no card mentioned (20). A person has to create a Sentry account and approve OAuth (0). Self-hosted use of the AI search tools needs your own LLM provider key.

Score by category

CategoryWeight this runNew Relic MCP ServerSentry MCPEdge
Reliability16%206036New Relic MCP Server +24
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25187Sentry MCP +36
Agent ergonomics13%16.25978Sentry MCP +19
Security & auth14%17.57675New Relic MCP Server +1
Payments & pricing10%12.53040Sentry MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88080even
Transparency & trust7%8.88181even
Negative events≤1500
TotalC 61/100B 66.2/100

Facts side by side

FactNew Relic MCP ServerSentry MCP
KindMCP serverMCP server
VendorNew Relic, Inc.Sentry
Hosted endpointhttps://mcp.newrelic.com/mcp/https://mcp.sentry.dev/mcp
TransportsStreamable HTTPstdio, Streamable HTTP
AuthOAuthOAuth
PricingFreemiumYour plan
x402nono
LicencenoneFSL-1.1-Apache-2.0
Tools exposed4077
Read-only variant documentedyesyes
llms.txtyesyes
MCP registrycom.newrelic/mcp-serverio.github.getsentry/sentry-mcp
Last release2026-10-282026-09-25
Terms last updated2022-11-08no date given
Privacy policy last updated2026-09-14no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingyesyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularitynone837 stars, 91k npm/wk
Agent reviewsnone3.5/5 (2)

How the scores have moved

Verdicts

New Relic MCP Server

OAuth with a read scope, 5-minute access tokens, role-bound calls and a queryable audit trail make this a safe read surface over an account's data, and the free tier includes it. 40 tools need tag filtering, the schemas aren't public, there is no per-call price, and no dated GA notice was found.

Sentry MCP

OAuth with skills chosen at consent keeps the default grant read-only, and tools beyond the default list load on demand. status.sentry.io has no MCP component and recorded four service-wide majors in the 90 days to 1 November, and there's no SLA.

Before you call either

New Relic MCP Server

  1. Connect with OAuth; an api-key header reaches only the core tools and the docs say the API key route works only where stated
  2. Send include-tags with the groups the task needs (for example discovery,data-access) to keep the tool list under 30
  3. Call list_available_new_relic_accounts first and pass the account id to every query; convert_time_period_to_epoch_ms turns phrases such as last 30 minutes into the epoch bounds the other tools take
  4. Stay under 2,000 tool calls an hour per user and 25 concurrent NerdGraph requests; a 429 clears as in-flight requests finish
  5. Ask the organisation administrator to turn on the Preview Tools, API Keys, Atlassian or AWS toggles in feature control manager before relying on those tools; they are off by default

Sentry MCP

  1. Put the org and project in the URL (mcp.sentry.dev/mcp/<org>/<project>) to drop the discovery tools
  2. Call search_sentry_tools to find a catalogue tool, then execute_sentry_tool to run it
  3. Use get_sentry_resource with an issue or trace URL when you have one. It's faster than natural-language search
  4. Pick the dataset's own search tool on the hosted server (search_errors, search_logs, search_traces); search_events is in the catalogue and in the 0.42.0 stdio package
  5. Grant Triage only when the task needs to resolve or assign issues. The default skills are read-only

Questions

Which is better for AI agents, New Relic MCP Server or Sentry MCP?

Sentry MCP scores 66.2 (B) on agent readiness against New Relic MCP Server's 61 (C), and leads in 3 of 7 scored categories. New Relic MCP Server leads on reliability.

Do New Relic MCP Server and Sentry MCP need an API key?

Both use an OAuth sign-in.

Can an agent call New Relic MCP Server and Sentry MCP without installing anything?

Yes. New Relic MCP Server has a hosted endpoint at https://mcp.newrelic.com/mcp/ and Sentry MCP at https://mcp.sentry.dev/mcp.

Other comparisons with New Relic MCP Server or Sentry MCP

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