Head to head · Observability errors · October 2026 research run

Axiom MCP Server vs Sentry MCP

Axiom MCP Server scores 68.2 (B) on agent readiness against Sentry MCP's 66.2 (B), and leads in 3 of 7 scored categories. Sentry MCP leads on schema & documentation, agent ergonomics and transparency & trust. Both do observability errors.

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

Which one, for what

Axiom MCP Server B

Best for Agents that investigate logs, traces and metrics with APL and need a budget cap, and agents that must bootstrap their own observability without a person.

Ahead on

  • Reliability, 72 against 36
  • Payments & pricing, 60 against 40

Also in its favour

  • Free to start without a card

Watch for

The server is closed source and tool input schemas are only visible through an authenticated session

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 62
  • Agent ergonomics, 78 against 63
  • Transparency & trust, 81 against 70

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.

Reliability Axiom MCP Server +36

Axiom MCP Server 72

Scored as a hosted MCP server. status.axiom.co is an incident.io page with six US and six EU components (API, ingest, querying, alerting, endpoints, app) and uptime per component for August to November 2026, with no MCP component (20). feed.rss holds nine incidents in the 90 days to 3 November 2026, among them elevated query errors in the US from 18:05 to 19:15 UTC on 14 October with missed monitor runs, a metrics ingestion and query disruption on 15 October, elevated query errors after a deployment on 21 October, metrics query error rates on 25 October, query errors and monitor delays on 27 October, metrics ingest on 30 October, EU monitor alerting degraded on 7 October, and console authentication through GitHub degraded on 12 August. US querying shows 99.90 per cent uptime. One incident over an hour on the query path and several shorter ones, so one major (10). Rate limits are published as headers (X-RateLimit-Scope, -Limit, -Remaining, -Reset) and plan limits on the limits page, but the per-minute numbers aren't printed (12). 429 with a message and reset headers, query cost caps that answer 429 with the reset time, and provisioning 429 with backoff guidance; no idempotency keys for the write tools (10). A published SLA of 99.9 per cent monthly uptime for Axiom Cloud with 10 and 25 per cent credits (10). Not marked beta; registry version 1.0.0 (10). 20 + 10 + 12 + 10 + 10 + 10 = 72.

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.

Schema & documentation Sentry MCP +25

Axiom MCP Server 62

The server is closed source (axiomhq/mcp isn't public) and tools/list needs a session, so the input schemas couldn't be read; partial credit for a contract that exists (10). llms.txt on axiom.co and a Markdown twin of every docs page (10). The tools reference gives each tool a purpose, an example request and a Read or Write label, says to use queryMetrics for metrics datasets instead of queryDataset, and the 29 October 2026 changelog adds session instructions on finding dataset and field names first (15). No parameters, types or enums are published for the tools (4). An example per tool, the REST docs' error shapes and the 429 bodies; no MCP error list (8). A dated changelog with MCP entries and a protocol version stated (2026-07-28 alongside the session transport), and a registry version (15). 10 + 10 + 15 + 4 + 8 + 15 = 62.

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).

Payments & pricing Axiom MCP Server +20

Axiom MCP Server 60

No x402, MPP or L402 (0). The pricing page states the platform fee, the free allowances, add-on prices and that usage carries volume discounts, with a calculator rather than a printed per-unit rate (20). The Personal plan is free with no card (20). POST /v2/orgs/provision needs no authentication and returns a working token, so an agent can start without a person, though a person must claim the organisation within 24 hours for it to persist (20). 0 + 20 + 20 + 20 = 60.

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.

Agent ergonomics Sentry MCP +15

Axiom MCP Server 63

31 tools in the reference, 28 without service map, so the 11-to-30 band with no toolset switch (15). APL queries take their own limits and time ranges, and the REST API documents timestamp pagination; nothing documents page sizes for the list tools (15). 429 bodies state the limit and reset, the REST docs describe error shapes, and a sendFeedback tool reports unclear descriptions to Axiom (12). Reads and writes are labelled in the docs, but delete tools have no confirmation step, no idempotency keys exist for writes, and annotations weren't confirmed (8). One-command setup for 16 clients with OAuth, a setup prompt for agents, and official SDKs in eight languages for the API behind it (13). 15 + 15 + 12 + 8 + 13 = 63.

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.

Transparency & trust Sentry MCP +11

Axiom MCP Server 70

Closed service with clear terms naming Axiom, Inc. (15). A privacy policy with retention by data category, a DPA that names the sub-processor page and US or EU processing, and per-plan retention on the pricing page; the sub-processor list itself renders through a script and the terms carry no date (20). The changelog has a deprecation category and the docs mark the legacy query endpoint, but no notice period is written down (10). US and EU edge deployments are documented and the DPA says data may be processed in either, with the sub-processor list unread (12). 15 + 20 + 10 + 12 = 57.

Sentry MCP 81

FSL-1.1-Apache-2.0, source-available with a two-year conversion to Apache-2.0, not an OSI licence today (20). Sentry publishes a privacy policy, DPA and a subprocessor list updated 1 June 2026 (per the 1 October check, not re-read on 1 November) that names Anthropic and OpenAI as AI subprocessors and Cloudflare, AWS and GCP in the EU and US. TELEMETRY.md shows the hosted server records tool arguments and tool results in Sentry's own monitoring projects, and mcp.sentry.dev still didn't say so on 1 November. A tool added on main on 30 October (#1755), submit_feedback_to_sentry_team, lets an agent send friction reports to Sentry (22). The docs skill is marked deprecated in its own description and tools have been removed with commit notes, but there's no deprecation policy or dates (8). Subprocessors and their locations are disclosed. The stdio package sends telemetry only when a DSN is set (20).

Score by category

CategoryWeight this runAxiom MCP ServerSentry MCPEdge
Reliability16%207236Axiom MCP Server +36
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26287Sentry MCP +25
Agent ergonomics13%16.26378Sentry MCP +15
Security & auth14%17.57275Sentry MCP +3
Payments & pricing10%12.56040Axiom MCP Server +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88380Axiom MCP Server +3
Transparency & trust7%8.87081Sentry MCP +11
Negative events≤1500
TotalB 68.2/100B 66.2/100

Facts side by side

FactAxiom MCP ServerSentry MCP
KindMCP serverMCP server
VendorAxiom, Inc.Sentry
Hosted endpointhttps://mcp.axiom.co/mcphttps://mcp.sentry.dev/mcp
TransportsStreamable HTTP, SSE (legacy)stdio, Streamable HTTP
AuthOAuthOAuth
PricingFreemiumYour plan
x402nono
LicencenoneFSL-1.1-Apache-2.0
Tools exposed3177
Read-only variant documentednoyes
llms.txtyesyes
MCP registryco.axiom/mcpio.github.getsentry/sentry-mcp
Last release2026-10-292026-09-25
Terms last updatedno date givenno date given
Privacy policy last updatedno date givenno 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 benchmarkingnot found in the textyes
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

Axiom MCP Server

An agent can start without a person, provisioning a temporary organisation with one unauthenticated call, and then query with OAuth sessions capped by dollar cost limits under a 99.9 per cent SLA. Tool schemas aren't public, the server is closed source, and the docs call it read-only while listing delete tools.

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

Axiom MCP Server

  1. With no organisation, call POST https://api.axiom.co/v2/orgs/provision once, store the returned token and surface the claimUrl to the person; both are shown once and the organisation is deleted after 24 hours unclaimed
  2. Call listDatasets and getDatasetFields before queryDataset; metrics datasets take queryMetrics with MPL, not APL
  3. Treat a 429 as a rate limit or a query-cost cap; read X-RateLimit-Reset or the limit message for when the window resets, and don't resend sooner
  4. Prefer OAuth; if a token header is the only option, expect the PAT to carry the person's full rights and ask them to set a query cost limit on their role first
  5. deleteDashboard, deleteMonitor and deleteNotifier are live writes with no confirmation step; list first and confirm with the person before deleting

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, Axiom MCP Server or Sentry MCP?

Axiom MCP Server scores 68.2 (B) on agent readiness against Sentry MCP's 66.2 (B), and leads in 3 of 7 scored categories. Sentry MCP leads on schema & documentation, agent ergonomics and transparency & trust.

Do Axiom MCP Server and Sentry MCP need an API key?

Both use an OAuth sign-in.

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

Yes. Axiom MCP Server has a hosted endpoint at https://mcp.axiom.co/mcp and Sentry MCP at https://mcp.sentry.dev/mcp.

Other comparisons with Axiom MCP Server or Sentry MCP

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.