Error Tracking arenaError Tracking
Error tracking and crash reporting platforms — the pager for your production bugs — judged on capturing errors across web, backend, and mobile SDKs, grouping thousands of duplicate events into one issue (and letting you fix the fingerprint when it guesses wrong), un-minifying stack traces with sourcemaps and native symbol uploads, tying errors to releases and suspect commits with crash-free release health, routing alerts to Slack/PagerDuty without paging the whole team on one bad deploy, syncing issues to Jira/GitHub/Linear, and the AI-era heart of the arena: whether an agent can pull your top production issues over a real API or MCP server and whether the platform’s own AI can find the root cause and draft the fix. Sentry anchors with Seer (root-cause → PR) and a remote MCP server; Rollbar answers with Resolve; Raygun’s AI Error Resolution is bring-your-own OpenAI key; Honeybadger counters with a hosted MCP server and an agent-first docs surface; GlitchTip is the MIT-licensed, Sentry-SDK-compatible self-host option against Sentry’s FSL. Market reality: BugSnag spent 2025 rebranded as SmartBear “Insight Hub” and is BugSnag again; Airbrake still answers API calls but its site and blog have been frozen since mid-2024, and TrackJS is frontend-JavaScript-only — neither is ranked. Sentry also competes in observability; this arena judges the error-tracking job with its own fresh verdicts. Metrics, logs, and traces stay in the observability arena; on-call scheduling and status pages stay in incident-management.
55 user stories · 330 judged cells · updated 2026-09-16 · Evidence as of 2026-09-16
Leaderboard — every product ranked by evidenceLeaderboard
| 1 | free-tier vs Honeybadger ↗ | 56/100 | 65/100 | 0/100 | 29/100 | 23/100 | ★ 44.8k▲ 2.8k/yrnpm 26M/wk | 17/39 verified · 1 disputed | 43/100 integrity | ||
| 2 | free-tier vs Sentry ↗ | 59/100 | 29/100 | 0/100 | 11/100 | 31/100 | npm 90.3k/wk | 15/33 verified | 35/100 integrity | ||
| 3 | free-tier vs Sentry ↗ | 45/100 | 35/100 | 5/100 | 13/100 | 28/100 | ★ 587▲ 43/yrnpm 374.4k/wk | 13/36 verified | 6/100 integrity | ||
| 4 | free-tier vs Sentry ↗ | 36/100 | 15/100 | 0/100 | 34/100 | 10/100 | 16/26 verified | 9/100 integrity | |||
| 5 | free-tier vs Sentry ↗ | 37/100 | 13/100 | 0/100 | 25/100 | 18/100 | ★ 893▲ 66/yrnpm 879.3k/wkpypi 118.3k/wk | 14/30 verified | 29/100 integrity | ||
| 6 | subscription-flat vs Sentry ↗ | 12/100 | 25/100 | 0/100 | 9/100 | 28/100 | npm 30.5k/wk | 9/30 verified | 0/100 integrity |
Best by user type — persona-weighted winnersBest by user type
Per persona, the product with the highest persona-weighted coverage over just that persona's stories — not the same ranking as the overall PA Score leaderboard above.
Best for engineering-leader
Sentry
30/100
Runner-up:
BugSnag (30/100)
2 engineering-leader stories scored
Story matrix — every product × every judged storyStory matrix
Agenticness — how well agents can access and operate the productAgenticness
Agent access
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productPoint an agent at llms.txt or agent-oriented docs | ai-native | fullT 9/10 | none 0/10 | fullT 8/10 | fullT 8/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productRun the product headlessly / in CI for automation | ai-native | partialT 6/10 | partialT 5/10 | partialC 5/10 | fullT 6/10 | fullT 7/10 | partialT 4/10 |
| Agenticness — how well agents can access and operate the productPlug MCP servers into this product so it can use their tools | ai-native | none 0/10 | n/a | none 0/10 | n/a | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productConnect an agent via an official MCP server | ai-native | fullT 8/10 | partialT 6/10 | fullT 7/10 | fullT 9/10 | fullT 8/10 | partialT 5/10 |
| Agenticness — how well agents can access and operate the productUse an official CLI | ai-native | fullT 8/10 | fullT 6/10 | none 0/10 | fullT 6/10 | partialT 6/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productDrive the product through a documented public API | ai-native | fullT 7/10 | partialT 4/10 | fullT 8/10 | fullT 8/10 | partialT 5/10 | partialT 4/10 |
| Agenticness — how well agents can access and operate the productIssue scoped/least-privilege API credentials for an agent | ai-native | none 0/10 | none 0/10 | partialX 5/10 | partialT 3/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productBuild against official SDKs | ai-native | fullT 8/10 | fullT 8/10 | partialC 6/10 | partialT 6/10 | fullX 7/10 | partialX 4/10 |
| Agenticness — how well agents can access and operate the productSubscribe to events via webhooks | ai-native | fullC 8/10 | fullC 7/10 | fullC 7/10 | partialC 3/10 | partialC 6/10 | none 0/10 |
Agentic features
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productGet AI-generated insights and suggestions from my data inside the product | ai-native | fullC 8/10 | none 0/10 | partialT 6/10 | partialT 6/10 | partialC 5/10 | partialC 6/10 |
| Agenticness — how well agents can access and operate the productSet up automations that run autonomously in the background | ai-native | partialC 6/10 | partialC 5/10 | partialT 6/10 | partialC 5/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product | ai-native | fullC 7/10 | none 0/10 | partialC 6/10 | partialC 3/10 | none 0/10 | partialC 6/10 |
| Agenticness — how well agents can access and operate the productOperate the product with natural-language commands | ai-native | fullT 7/10 | partialT 5/10 | partialT 5/10 | partialT 6/10 | partialT 6/10 | partialT 4/10 |
Api quality
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples | ai-native | none 0/10 | none 0/10 | partialT 3/10 | none 0/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent) | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productTest against a sandbox environment without touching production data | ai-native | none 0/10 | n/a | none 0/10 | n/a | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Ai debugging — stories about ai debugging in this arenaAi debugging
Autofix
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Ai debugging — stories about ai debugging in this arenaThe platform's AI can draft a code fix for an error and open a pull request against my repo for human review | ai-native | fullC 8/10 | none 0/10 | fullC 7/10 | none 0/10 | none 0/10 | none 0/10 |
Root cause
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Ai debugging — stories about ai debugging in this arenaThe platform's AI analyzes an issue — stack trace, breadcrumbs, related commits — and proposes a root cause I can act on | ai-native | fullC 8/10 | none 0/10 | partialC 6/10 | partialT 4/10 | partialT 3/10 | partialC 7/10 |
Alerting noise — stories about alerting noise in this arenaAlerting noise
Alert routing
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Alerting noise — stories about alerting noise in this arenaRoute alerts by project, environment, and severity to Slack, PagerDuty, or email with per-rule thresholds — new issue, frequency spike, affected-user count | sre | fullC 7/10 | partialC 5/10 | partialC 5/10 | partialC 6/10 | partialC 3/10 | partialC 5/10 |
Noise control
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Alerting noise — stories about alerting noise in this arenaFight alert fatigue with spike protection, per-key rate limits, and mute/ignore rules so one bad deploy doesn't page the whole team all night | sre | partialC 5/10 | partialC 4/10 | partialC 4/10 | partialC 4/10 | none 0/10 | partialC 4/10 |
Automation depth — how much of the product can run unattendedAutomation depth
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Automation depth — how much of the product can run unattendedPerform bulk operations across many items at once | ai-native | partialT 6/10 | none 0/10 | partialT 4/10 | partialC 4/10 | none 0/10 | partialC 4/10 |
| Automation depth — how much of the product can run unattendedDefine rules that trigger actions automatically on events | ai-native | partialC 6/10 | partialC 5/10 | partialC 5/10 | partialC 6/10 | partialC 4/10 | partialC 5/10 |
| Automation depth — how much of the product can run unattendedSchedule recurring jobs or workflows | ai-native | none 0/10 | n/a | n/a | n/a | none 0/10 | n/a |
| Automation depth — how much of the product can run unattendedVersion, review, and roll back my automations | ai-native | none 0/10 | n/a | n/a | n/a | n/a | n/a |
Data scrubbing — stories about data scrubbing in this arenaData scrubbing
Pii scrubbing
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Data scrubbing — stories about data scrubbing in this arenaScrub PII from error events — server-side scrubbing rules plus SDK-level filtering — before sensitive payloads ever persist | sre | partialC 6/10 | partialC 6/10 | none 0/10 | none 0/10 | none 0/10 | partialC 6/10 |
Error data access — stories about error data access in this arenaError data access
Agent access
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Error data access — stories about error data access in this arenaAn agent can pull my top production issues with stack traces via API or MCP, triage them, and file the real bugs into my tracker | ai-native | partialT 7/10 | partialT 5/10 | partialT 6/10 | partialT 6/10 | partialT 6/10 | partialT 5/10 |
Api access
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Error data access — stories about error data access in this arenaList, query, and update issues and fetch raw events through a documented REST API with scoped tokens | developer | partialT 5/10 | none 0/10 | partialT 6/10 | partialC 5/10 | partialT 5/10 | none 0/10 |
Ingest protocol
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Error data access — stories about error data access in this arenaThe event-ingestion protocol is documented and open enough that custom clients and compatible SDKs can send events without an official SDK | developer | partialT 4/10 | none 0/10 | partialT 4/10 | fullT 7/10 | partialT 6/10 | none 0/10 |
Grouping triage — stories about grouping triage in this arenaGrouping triage
Grouping
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Grouping triage — stories about grouping triage in this arenaThe platform groups thousands of duplicate events into one issue via stack-trace fingerprinting, and I can customize the grouping when it gets it wrong | developer | partialC 6/10 | partialC 5/10 | fullC 8/10 | fullX 8/10 | none 0/10 | partialC 5/10 |
Triage
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Grouping triage — stories about grouping triage in this arenaTriage issues — assign an owner, resolve, ignore, or snooze — and the platform reopens a resolved issue automatically when it regresses | sre | fullC 7/10 | partialC 5/10 | partialC 5/10 | partialC 5/10 | partialC 3/10 | partialC 6/10 |
| Grouping triage — stories about grouping triage in this arenaMerge issues that are really the same bug and split ones the fingerprinter wrongly collapsed | developer | partialC 3/10 | none 0/10 | fullC 8/10 | partialC 5/10 | none 0/10 | none 0/10 |
Impact analytics — stories about impact analytics in this arenaImpact analytics
User feedback
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Impact analytics — stories about impact analytics in this arenaCollect user feedback — a crash-report dialog or feedback widget — attached to the exact error event the user hit | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
User impact
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Impact analytics — stories about impact analytics in this arenaEvery issue quantifies real impact — how many users and sessions are affected — so I prioritize by blast radius, not raw event counts | sre | none 0/10 | fullX 8/10 | partialC 6/10 | none 0/10 | none 0/10 | partialC 5/10 |
Openness — open source, data portability, and self-hosting storiesOpenness
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Openness — open source, data portability, and self-hosting storiesDo everything through the API that I can do in the UI | ai-native | partialT 5/10 | none 0/10 | partialT 6/10 | partialT 5/10 | partialT 4/10 | partialT 3/10 |
| Openness — open source, data portability, and self-hosting storiesExport all of my data in open formats and leave | ai-native | partialX 4/10 | none 0/10 | partialC 3/10 | partialC 3/10 | partialT 3/10 | partialT 3/10 |
| Openness — open source, data portability, and self-hosting storiesRead the product's source under an open license | ai-native | disputedD 5/10 | partialC 3/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
| Openness — open source, data portability, and self-hosting storiesSelf-host the core product | ai-native | partialX 7/10 | fullC 7/10 | none 0/10 | none 0/10 | fullX 8/10 | none 0/10 |
Privacy posture — data-handling and privacy storiesPrivacy posture
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Privacy posture — data-handling and privacy storiesChoose where my data is stored (region/residency) | ai-native | fullX 7/10 | partialC 4/10 | none 0/10 | none 0/10 | partialC 6/10 | none 0/10 |
| Privacy posture — data-handling and privacy storiesPrevent my data from being used to train AI models | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | partialC 5/10 | none 0/10 |
| Privacy posture — data-handling and privacy storiesControl data retention and deletion | ai-native | partialC 4/10 | partialC 6/10 | partialC 5/10 | none 0/10 | none 0/10 | partialC 5/10 |
| Privacy posture — data-handling and privacy storiesOpt out of telemetry and usage tracking | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 | partialC 3/10 |
Quotas cost — stories about quotas cost in this arenaQuotas cost
Quotas
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Quotas cost — stories about quotas cost in this arenaCap event quotas per project and set spend limits so an error storm burns a predictable budget, never a surprise invoice | engineering-leader | partialC 6/10 | partialX 4/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Releases regressions — stories about releases regressions in this arenaReleases regressions
Regressions
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Releases regressions — stories about releases regressions in this arenaI get alerted when an error that was fixed comes back in a newer release, distinct from ordinary new-issue noise | sre | partialC 3/10 | none 0/10 | none 0/10 | partialC 5/10 | none 0/10 | none 0/10 |
Release health
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Releases regressions — stories about releases regressions in this arenaWatch release health — crash-free sessions and users, adoption per release — and compare a canary release against the last stable one | sre | none 0/10 | partialC 6/10 | partialC 3/10 | none 0/10 | none 0/10 | none 0/10 |
Release tracking
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Releases regressions — stories about releases regressions in this arenaAssociate errors with releases and commits so each issue shows the release it first appeared in and the suspect commit that likely caused it | developer | fullC 8/10 | partialC 5/10 | partialC 6/10 | partialC 5/10 | partialC 4/10 | partialC 4/10 |
Sdk instrumentation — stories about sdk instrumentation in this arenaSdk instrumentation
Event context
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Sdk instrumentation — stories about sdk instrumentation in this arenaAttach breadcrumbs, custom tags, and user context to every event so a stack trace arrives with the state that produced it | developer | none 0/10 | partialC 3/10 | partialC 6/10 | partialC 4/10 | partialX 6/10 | partialC 3/10 |
Mobile crashes
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Sdk instrumentation — stories about sdk instrumentation in this arenaCapture native mobile crashes — iOS, Android, NDK — with the device, OS, and app-version context needed to reproduce them | developer | partialC 6/10 | partialX 5/10 | partialC 3/10 | none 0/10 | partialC 4/10 | partialC 5/10 |
Sdk coverage
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Sdk instrumentation — stories about sdk instrumentation in this arenaInstrument my web frontend, backend services, and mobile apps with official SDKs that capture uncaught errors automatically | developer | fullC 9/10 | fullX 9/10 | fullC 8/10 | partialC 6/10 | fullX 7/10 | partialX 6/10 |
Search analytics — stories about search analytics in this arenaSearch analytics
Dashboards
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Search analytics — stories about search analytics in this arenaSee error trends across projects and teams on dashboards — top regressions, new issues per release, volume over time | engineering-leader | partialC 4/10 | partialX 6/10 | partialC 3/10 | partialC 6/10 | none 0/10 | partialC 5/10 |
Event search
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Search analytics — stories about search analytics in this arenaSearch and filter events across projects by tag, release, environment, and custom properties with a real query syntax | developer | none 0/10 | partialC 3/10 | partialC 5/10 | fullC 8/10 | none 0/10 | partialC 5/10 |
Sourcemaps symbolication — stories about sourcemaps symbolication in this arenaSourcemaps symbolication
Sourcemaps
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Sourcemaps symbolication — stories about sourcemaps symbolication in this arenaUpload JavaScript source maps from CI — via CLI or bundler plugin — so production stack traces show my original source, not minified frames | developer | fullT 8/10 | fullT 7/10 | partialC 6/10 | partialT 6/10 | partialT 6/10 | partialC 5/10 |
Symbolication
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Sourcemaps symbolication — stories about sourcemaps symbolication in this arenaUpload dSYM, ProGuard, and native debug symbols so mobile and native crashes symbolicate to real function names and lines | developer | fullT 8/10 | partialT 4/10 | none 0/10 | none 0/10 | partialC 6/10 | partialC 4/10 |
Workflow integrations — stories about workflow integrations in this arenaWorkflow integrations
Issue trackers
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Workflow integrations — stories about workflow integrations in this arenaLink an error to Jira, GitHub Issues, or Linear with two-way status sync, so fixing the ticket resolves the error and a regression reopens it | developer | none 0/10 | none 0/10 | none 0/10 | partialC 4/10 | none 0/10 | none 0/10 |
Scm context
| Story | Persona | ||||||
|---|---|---|---|---|---|---|---|
| Workflow integrations — stories about workflow integrations in this arenaThe platform connects to my repos so an issue shows suspect commits and code owners, and I can jump from a stack frame to the exact line on my default branch | developer | fullC 8/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 | partialC 4/10 |
Adjacent arenas — categories often shopped togetherAdjacent arenas
Shopping this category often means shopping these too.