Sentry vs GlitchTip

Agent access

1. ai-native userPoint an agent at llms.txt or agent-oriented docs

   weight 2 · round to Sentry
   Sentry✓fullprobed9/10

   A direct probe confirms Sentry serves an llms.txt file at docs.sentry.io/llms.txt with structured documentation content, and Sentry also documents agent-oriented workflows (agents.toml skill dependencies, agent plugin docs, one-command setup for Claude Code/Cursor/Codex/Grok). Missing for 10: independent/community confirmation that an agent successfully consumed the llms.txt or agent-oriented docs end-to-end.

   • [probe] “PROBE llms.txt: HTTP 200 at https://docs.sentry.io/llms.txt # Sentry Documentation > Sentry is a developer-first application monitoring pla…”
   • [claimed-docs] “One command teaches Claude Code, Cursor, Codex, and Grok how to install and configure Sentry for you.”
   • [claimed-docs] “Whether you're adding Sentry to a new project, debugging a spike in errors, or wiring up alerts, just ask.”
   • [claimed-docs] “It lets you declare agent skill dependencies in agents.toml, lock versions for reproducibility, and ensure every tool on your team discovers…”

   proof ↗⚑ flag

   GlitchTip—none0/10

   Direct probes confirm llms.txt (404) and machine-readable docs/openapi endpoints (404) are absent; while GlitchTip has an MCP server, there is no evidence of an llms.txt file or agent-oriented documentation format that an agent could be pointed at.

   • [probe] “PROBE llms.txt: HTTP 404 at https://glitchtip.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://glitchtip.com/documentation.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

2. ai-native userRun the product headlessly / in CI for automation

   weight 2 · round to GlitchTip
   Sentry~partialprobed6/10

   Sentry has a documented CLI (sentry-cli) for sending events, uploading source maps, managing releases, crons, and debug files, which supports CI/headless automation, plus SDKs that integrate into CI/build pipelines. However, evidence is scattered docs-references rather than an explicit 'run Sentry in CI/headlessly' guide or CI integration examples, and no independent hands-on confirmation of CI usage exists. missing for 10: explicit CI/automation guide or pipeline examples, independent verification of headless CI usage, and clarity on which features (Seer, MCP) work outside interactive/agent contexts.

   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “The sentry-cli tool can also be used for sending events.”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [claimed-docs] “Sentry Crons allows you to monitor the uptime and performance of any scheduled, recurring job.”
   • [probe] “official CLI documented at https://docs.sentry.io/cli/”
   • [claimed-docs] “Uploading Source Maps”

   proof ↗⚑ flag

   GlitchTip✓fullprobed7/10

   GlitchTip ships an official CLI (glitchtip-cli) with commands for login, creating releases, recording deployments, and uploading debug files/source maps — all standard headless CI automation tasks (e.g. glitchtip-cli releases new 1.0.0 --org --project, glitchtip-cli deploys new). This directly supports scripted/CI use even though it's framed as error-tracking tooling rather than an agent runtime. Missing for 10: explicit CI/CD pipeline examples (e.g. GitHub Actions/GitLab CI snippets), independent community confirmation of CI usage, and no evidence of a broader headless server/automation mode beyond the CLI.

   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [claimed-docs] “Upload debug symbols for native applications (dSYM, PDB, ELF): glitchtip-cli debug-files upload ./build --org my-org --project my-project”
   • [claimed-docs] “Log in to your GlitchTip instance: glitchtip-cli --url https://your-glitchtip.example.com login”
   • [probe] “official CLI documented at https://glitchtip.com/documentation/cli”

   proof ↗⚑ flag

3. ai-native userPlug MCP servers into this product so it can use their tools

   weight 3 · round drawn
   Sentry—none0/10

   Evidence shows Sentry ships its own MCP server (mcp.sentry.dev) so other AI assistants can call Sentry's tools, and it can even monitor/observe MCP server traffic (docs-44) — but this is the reverse direction. There is no evidence that Sentry itself (or its Seer agent) can act as an MCP client and plug in external MCP servers to use their tools.

   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [claimed-docs] “automatically collect information about MCP server connections, resource access, tool executions, and errors across your entire MCP pipeline”

   proof ↗⚑ flag

   GlitchTip—none0/10

   Evidence shows GlitchTip exposes its own built-in MCP server so external AI assistants can pull GlitchTip data (server role), but there is no evidence GlitchTip itself can consume/plug in external MCP servers to use their tools (client role), which is what this story requires.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”

   proof ↗⚑ flag

4. ai-native userConnect an agent via an official MCP server

   weight 3 · round drawn
   Sentry✓fullprobed8/10

   Sentry publishes an official MCP server at mcp.sentry.dev enabling AI agents to search errors, analyze performance, triage issues, and manage projects via the Model Context Protocol, corroborated by docs pointing users to set it up alongside the Sentry CLI. Missing for 10: independent/hands-on community verification of the MCP server working in practice, and more detail on setup reliability.

   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [claimed-docs] “Use Sentry without leaving your agent conversations by setting up the Sentry MCP server and Sentry CLI.”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”
   • [claimed-docs] “One command teaches Claude Code, Cursor, Codex, and Grok how to install and configure Sentry for you.”

   proof ↗⚑ flag

   GlitchTip✓fullprobed8/10

   GlitchTip documents a built-in, official MCP server enabling AI assistants to interact with error tracking, performance, and log data, with specific tools like investigating errors and detecting N+1 queries. This is first-party documented and confirmed by a dedicated docs page and probe. Missing for 10: independent/hands-on community corroboration of the MCP server working in practice, and more detail on setup/authentication.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”

   proof ↗⚑ flag

5. ai-native userUse an official CLI

   weight 2 · round to Sentry
   Sentry✓fullprobed8/10

   Sentry ships and documents an official sentry-cli tool (docs.sentry.io/cli) with commands for releases, debug files, sending events, streaming logs, and CI integration, plus a documented flow for AI agents to install/configure Sentry via one command. missing for 10: no independent/hands-on corroboration of CLI use specifically in AI-native/agentic workflows beyond vendor docs.

   • [claimed-docs] “One command teaches Claude Code, Cursor, Codex, and Grok how to install and configure Sentry for you.”
   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “The sentry-cli tool can also be used for sending events.”
   • [claimed-docs] “The sentry-cli tool can be used to view and stream logs from your Sentry projects.”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [probe] “official CLI documented at https://docs.sentry.io/cli/”

   proof ↗⚑ flag

   GlitchTip~partialprobed6/10

   GlitchTip ships an official glitchtip-cli with documented commands for login, releases, deployments, and debug-file uploads, confirmed by dedicated CLI docs and a probe. However, it's explicitly framed around release/source-map management rather than general agentic/AI-native workflows, and the CLI itself is separate from the MCP server (the AI-facing feature); no independent hands-on reviews of the CLI were found. Missing for 10: independent/community verification of the CLI's reliability, evidence of AI-native or agentic use cases for the CLI specifically, and confirmation it's out of beta.

   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [claimed-docs] “Upload debug symbols for native applications (dSYM, PDB, ELF): glitchtip-cli debug-files upload ./build --org my-org --project my-project”
   • [claimed-docs] “Log in to your GlitchTip instance: glitchtip-cli --url https://your-glitchtip.example.com login”
   • [probe] “official CLI documented at https://glitchtip.com/documentation/cli”
   • [claimed-docs] “For JavaScript projects, upload source maps to get readable stack traces. Use the GlitchTip CLI (Beta) to inject debug IDs and upload source…”

   proof ↗⚑ flag

6. ai-native userDrive the product through a documented public API

   weight 3 · round to Sentry
   Sentry✓fullprobed7/10

   Sentry documents a public REST API (e.g. issue-listing/mutation endpoints) plus a CLI and SDKs that let programmatic/AI-driven clients interact with the platform, and pricing explicitly lists 'API & third-party integrations' as a tier feature. However, probes for a formal OpenAPI/swagger spec all 404'd, so there's no machine-readable schema confirmed, and independent hands-on corroboration of API usage is absent. Missing for 10: a discoverable OpenAPI/swagger spec, independent developer confirmation of API usage.

   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Unlimited users API & third-party integrations 20 custom dashboards Seer: AI debugging agent (subscription required)”
   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”
   • [probe] “official CLI documented at https://docs.sentry.io/cli/”

   proof ↗⚑ flag

   GlitchTip~partialprobed5/10

   GlitchTip claims Sentry API compatibility (docs-11) and ships a documented CLI (docs-5,21,22,27) and an MCP server explicitly built for AI assistants to query error/performance/log data (docs-9,10,19,20), all supporting programmatic/AI-driven access. However, probes found no discoverable OpenAPI/Swagger spec or public API reference (probe-3), and no llms.txt (probe-1), so the actual 'documented public API' surface is thin and inferred mainly from SDK/CLI/MCP docs rather than a first-class API reference. Missing for 10: an explicit REST/GraphQL API reference doc, independent/community confirmation of API-driven automation, and resolution of the 404s on OpenAPI/swagger endpoints.

   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”
   • [probe] “official CLI documented at https://glitchtip.com/documentation/cli”

   proof ↗⚑ flag

7. ai-native userIssue scoped/least-privilege API credentials for an agent

   weight 2 · round drawn
   Sentry—none0/10

   The evidence pack shows Sentry's general API access, MCP server, and SAML/SCIM support, but nothing about issuing scoped or least-privilege API credentials specifically for AI agents (e.g., token scopes, agent-specific permission grants). No documentation or hands-on evidence addresses credential scoping for agent use.

   ⚑ flag

   GlitchTip—none0/10

   GlitchTip documents an MCP server and CLI with login/org/project scoping, but there is no evidence of scoped or least-privilege API credential/token issuance specifically for agent use (e.g., read-only or capability-limited tokens for MCP/CLI); docs only describe org/project selection and general auth, not credential scoping. Missing for 10: documentation of granular/least-privilege API key or token scopes, any agent-specific credential model, or admin controls to restrict an agent's access.

   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “Log in to your GlitchTip instance: glitchtip-cli --url https://your-glitchtip.example.com login”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”
   • [probe] “official CLI documented at https://glitchtip.com/documentation/cli”

   proof ↗⚑ flag

8. ai-native userBuild against official SDKs

   weight 2 · round to Sentry
   Sentry✓fullprobed8/10

   Sentry documents official SDKs across many languages/platforms (docs-45–49) and explicitly extends these into AI-native workflows via agent tracing/instrumentation docs (docs-42, docs-44), an official MCP server (docs-8, sentry-probe-3), a coding-agent integration guide (docs-41), and one-command setup for Claude Code/Cursor/Codex/Grok (docs-4). This directly supports building against official SDKs in an agentic/AI-native context. Missing for 10: independent/hands-on developer corroboration of AI-native SDK integration specifically, and no explicit versioned SDK API reference cited beyond platform pages.

   • [claimed-docs] “One command teaches Claude Code, Cursor, Codex, and Grok how to install and configure Sentry for you.”
   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [claimed-docs] “automatically collects information about agent runs, tool calls, model interactions, and errors across your entire AI pipeline—from user int…”
   • [claimed-docs] “automatically collect information about MCP server connections, resource access, tool executions, and errors across your entire MCP pipeline”
   • [claimed-docs] “The Sentry team builds and maintains SDKs for most popular languages and frameworks, but there’s also a large ecosystem supported by the com…”
   • [claimed-docs] “we get you up and running with Sentry's Android SDK, automatically reporting errors and exceptions in your application.”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”

   proof ↗⚑ flag

   GlitchTip✓fullcommunity7/10

   GlitchTip officially documents that it works with Sentry's open-source SDKs and aims for full Sentry API compatibility, meaning developers build against the same official, widely-used SDK ecosystem; this is corroborated by community users who confirm reliable use of Sentry client libraries with GlitchTip in production. Missing for 10: GlitchTip-specific SDK documentation/language coverage list, and no independent verification of parity across all Sentry SDK versions/features.

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [community] “I use GlitchTip — it works well! A bit hard to deploy (many moving parts) but that's more a problem with F/OSS Sentry. It's been nice being …”
   • [community] “Hey Glitchtip! Been a happy user for going on a year or so. Super easy to self-host, and because it uses the existing sentry libs it's reall…”

   proof ↗⚑ flag

9. ai-native userSubscribe to events via webhooks

   weight 2 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry has a dedicated Webhooks integration-platform doc describing subscribing to events via webhooks, which is a documented first-party capability usable by AI-native/automation consumers alongside its API and MCP surfaces. missing for 10: independent/hands-on corroboration of webhook reliability and no explicit example of an AI agent consuming these webhooks directly.

   • [claimed-docs] “Webhooks”

   proof ↗⚑ flag

   GlitchTip~partialclaimed6/10

   GlitchTip lets users add a webhook URL as an alert recipient so external systems can be notified of new errors/downtime pings, which satisfies the basic 'subscribe via webhook' capability. However, documentation is thin—no payload schema, event-type filtering, retry/delivery guarantees, or independent/hands-on confirmation of webhook use are provided. Missing for 10: webhook payload format documentation, granular event-type subscription options, delivery reliability details, and community corroboration of webhook usage.

   • [claimed-docs] “By default, new project alerts send emails to a project's team members, but you can also add a webhook URL by clicking “Add An Alert Recipie…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. ... If GlitchTip doesn't receive your ping, it will send you an alert vi…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. Or reverse it and send GlitchTip a request on schedule.”

   proof ↗⚑ flag

Agentic features

1. ai-native userGet AI-generated insights and suggestions from my data inside the product

   weight 2 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry ships Seer, an AI debugging agent that performs root-cause analysis, autofix code suggestions, and code review directly within the product (sentry-docs-2, sentry-docs-13, sentry-docs-26, sentry-docs-40), plus agent tracing that surfaces insights on tool calls/spend (sentry-docs-3, sentry-docs-42). This is gated behind a paid subscription and documented mainly via first-party docs/changelog rather than deep independent hands-on validation. Missing for 10: independent/community hands-on verification of Seer's suggestion quality and broader third-party corroboration beyond vendor docs.

   • [claimed-docs] “Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent and code reviewer.”
   • [claimed-docs] “Automatically root-cause any issue... Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent …”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Use Autofix to find root causes and generate suggested code fixes for errors and performance issues”
   • [claimed-docs] “Agent tracing helps you catch unexpected output issues, bad tool calls and visualize the spend and performance across all your agents.”
   • [claimed-docs] “automatically collects information about agent runs, tool calls, model interactions, and errors across your entire AI pipeline—from user int…”
   • [claimed-docs] “Seer: AI debugging agent (subscription required)”

   proof ↗⚑ flag

   GlitchTip~partialclaimed5/10

   GlitchTip's built-in MCP server lets external AI assistants query error, performance, and log data and includes analysis tools like detect_n_plus_one for pattern detection, which can surface AI-generated insights from the data. However, this is enabling external AI tools to analyze data rather than the product itself generating insights or suggestions natively inside its own UI. Missing for 10: in-product AI insight/summary generation, evidence of natively surfaced suggestions (e.g., root-cause hints) within the GlitchTip dashboard itself, and independent confirmation of MCP-driven insight quality.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”

   proof ↗⚑ flag

2. ai-native userSet up automations that run autonomously in the background

   weight 2 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry's Seer/Autofix agent autonomously root-causes issues and can even generate PRs via connected coding agents (sentry-docs-2, 13, 26, 40, 41), and alerting/cron monitoring run in the background without manual triggering (sentry-docs-17, 35, 50). However this autonomy is issue-triggered rather than a general-purpose scheduler, gated behind a paid subscription (sentry-docs-59), and there is no independent/hands-on evidence validating how reliably it runs unattended. Missing for 10: independent corroboration of autonomous Seer/Autofix runs, evidence of broader scheduled/background automation beyond issue-triggered debugging, and confirmation it works without subscription.

   • [claimed-docs] “Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent and code reviewer.”
   • [claimed-docs] “Automatically root-cause any issue... Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent …”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Use Autofix to find root causes and generate suggested code fixes for errors and performance issues”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [claimed-docs] “automatically collects information about agent runs, tool calls, model interactions, and errors across your entire AI pipeline—from user int…”
   • [claimed-docs] “Seer: AI debugging agent (subscription required)”
   • [claimed-docs] “Cron Monitoring”
   • [claimed-docs] “Sentry Crons allows you to monitor the uptime and performance of any scheduled, recurring job.”

   proof ↗⚑ flag

   GlitchTip—none0/10

   GlitchTip's automation is limited to built-in alerting (email/webhook on errors, uptime pings) and its MCP server is described only as a way to 'investigate' and query error data, not to configure or run autonomous background workflows on behalf of an AI agent. There is no evidence of an AI-driven automation/workflow builder or scheduled agentic tasks that a user could set up.

   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. ... If GlitchTip doesn't receive your ping, it will send you an alert vi…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. Or reverse it and send GlitchTip a request on schedule.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”

   proof ↗⚑ flag

3. ai-native userDelegate tasks to a built-in AI assistant inside the product

   weight 3 · round to Sentry
   Sentry✓fullclaimed7/10

   Sentry ships Seer, a built-in AI debugging agent/code reviewer directly inside the product that can autonomously root-cause issues, suggest fixes, and be delegated tasks like 'just ask' for debugging, alerts, or setup (sentry-docs-2, sentry-docs-26, sentry-docs-39, sentry-docs-40). This is a first-party, in-product AI assistant, not just an external agent connector. Missing for 10: independent/hands-on user corroboration of Seer's actual task-delegation quality, and note that full Seer access requires a paid subscription (sentry-docs-59).

   • [claimed-docs] “Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent and code reviewer.”
   • [claimed-docs] “Automatically root-cause any issue... Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent …”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Whether you're adding Sentry to a new project, debugging a spike in errors, or wiring up alerts, just ask.”
   • [claimed-docs] “Use Autofix to find root causes and generate suggested code fixes for errors and performance issues”
   • [claimed-docs] “Seer: AI debugging agent (subscription required)”

   proof ↗⚑ flag

   GlitchTip—none0/10

   GlitchTip ships an MCP server so external AI tools/assistants can query its error data, but there is no evidence of a built-in AI assistant inside the product itself that a user could delegate tasks to — the direction is reversed (external AI pulls from GlitchTip, not GlitchTip offering its own assistant).

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”

   proof ↗⚑ flag

4. ai-native userOperate the product with natural-language commands

   weight 2 · round to Sentry
   Sentry✓fullprobed7/10

   Sentry ships an official MCP server plus an 'agent plugin' explicitly designed so users can operate Sentry via natural language ('just ask' to add a project, debug errors, or wire up alerts), and the MCP server supports searching errors, triaging issues, and managing projects conversationally. Missing for 10: independent/hands-on user reports confirming natural-language reliability, and no evidence of a native chat/command interface outside the MCP+agent integration path.

   • [claimed-docs] “Whether you're adding Sentry to a new project, debugging a spike in errors, or wiring up alerts, just ask.”
   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [claimed-docs] “Use Sentry without leaving your agent conversations by setting up the Sentry MCP server and Sentry CLI.”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”

   proof ↗⚑ flag

   GlitchTip~partialprobed6/10

   GlitchTip ships a built-in MCP server that lets AI assistants browse issues, inspect stack traces/event data, resolve issues, and even detect N+1 query patterns, enabling natural-language interaction via connected AI tools rather than the raw UI. However, this is entirely first-party documentation with no independent/hands-on confirmation, and the documented scope is limited to investigation/read-type operations rather than full product control via NL. Missing for 10: independent verification of the MCP server working in practice, evidence of broader write/config operations (alerts, settings) via natural language, and any non-vendor usage reports.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”

   proof ↗⚑ flag

Api quality

1. ai-native userExplore an interactive API reference with runnable examples

   weight 2 · round drawn
   Sentry—none0/10

   Sentry's docs reference API endpoints (e.g., sentry-docs-23) but there is no evidence of an interactive, runnable API reference (like Swagger/OpenAPI try-it-out); a probe for OpenAPI/Swagger specs returned 404s, suggesting no such interactive tooling is exposed.

   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”

   proof ↗⚑ flag

   GlitchTip—none0/10

   There is no evidence of an interactive API reference or runnable examples; probes explicitly show 404s for OpenAPI/swagger specs and no docs-as-markdown or llms.txt, and no mention of a sandboxed/try-it-out API explorer.

   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”
   • [probe] “PROBE llms.txt: HTTP 404 at https://glitchtip.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://glitchtip.com/documentation.md”

   proof ↗⚑ flag

2. ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)

   weight 2 · round drawn
   Sentry—none0/10

   Sentry's docs reference REST API endpoints, but a direct probe for a machine-readable OpenAPI/Swagger spec at the standard docs.sentry.io locations returned 404 for all candidates, and no other evidence pack item shows a downloadable spec file. Missing for 10: any linked OpenAPI/Swagger JSON or YAML file, any docs page announcing spec availability.

   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”
   • [claimed-docs] “Bulk Mutate a List of Issues”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence GlitchTip publishes an OpenAPI/Swagger spec; direct probes for openapi.json, swagger.json, and related paths all returned 404. Claims of 'Sentry API compatibility' do not constitute a machine-readable spec for GlitchTip itself.

   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”

   proof ↗⚑ flag

3. ai-native userTest against a sandbox environment without touching production data

   weight 1 · round drawn
   Sentry—none0/10

   No evidence of a sandbox/staging environment or test mode that isolates AI-native testing from production data; self-hosted option (sentry-docs-28) allows separate deployments but that's not documented as a sandbox for AI agent testing.

   ⚑ flag

   GlitchTip—none0/10

   GlitchTip is an error-tracking/monitoring platform (self-hosted Sentry-compatible); there is no evidence of a dedicated sandbox/test environment feature for isolating test traffic from production data. Self-hosting could theoretically create a separate instance, but no documentation describes a sandbox mode or test-data isolation capability.

   ⚑ flag

4. ai-native userRely on versioned APIs with a documented deprecation policy

   weight 2 · round drawn
   Sentry—none0/10

   No evidence of a documented API versioning scheme or deprecation policy; the OpenAPI spec probe returned 404s and no docs mention API version numbers or deprecation timelines.

   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence of API versioning scheme or a documented deprecation policy; probes for OpenAPI spec and docs manifest all 404'd, and no changelog/policy text addresses API stability or deprecation windows.

   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”
   • [probe] “PROBE llms.txt: HTTP 404 at https://glitchtip.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://glitchtip.com/documentation.md”

   proof ↗⚑ flag

Autofix

1. ai-native userThe platform's AI can draft a code fix for an error and open a pull request against my repo for human review

   weight 2 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry's Seer/Autofix explicitly generates root-cause analysis and code fixes, and docs describe connecting an AI coding agent so Seer's analysis is sent to the agent for automated fix generation and pull request creation (sentry-docs-41, sentry-docs-40, sentry-docs-26, sentry-docs-13). This is a first-party documented workflow matching the story closely. Missing for 10: independent/hands-on confirmation that PR creation works reliably end-to-end and more detail on human review flow.

   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [claimed-docs] “Use Autofix to find root causes and generate suggested code fixes for errors and performance issues”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Automatically root-cause any issue... Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent …”
   • [claimed-docs] “AI Code Review”

   proof ↗⚑ flag

   GlitchTip—none0/10

   GlitchTip's MCP server lets AI tools read error data (investigate issues, detect N+1 queries) but there is no evidence of AI drafting code fixes or opening pull requests against a repo; this is an error-tracking platform, not a code-fix automation tool.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”

   proof ↗⚑ flag

Root cause

1. ai-native userThe platform's AI analyzes an issue — stack trace, breadcrumbs, related commits — and proposes a root cause I can act on

   weight 3 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry's Seer/Autofix explicitly analyzes stack traces, breadcrumbs, and suspect commits to automatically root-cause issues and generate suggested fixes, matching the story closely (sentry-docs-13, sentry-docs-26, sentry-docs-40, sentry-docs-21). This is documented as a first-party feature with a dedicated product page, though gated behind a paid subscription. missing for 10: independent/hands-on validation of root-cause accuracy, and explicit confirmation that breadcrumbs are directly cited in Seer's output (only inferred from feature overlap).

   • [claimed-docs] “Automatically root-cause any issue... Catch critical issues before you merge and fix them when they hit prod with Seer, our debugging agent …”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Use Autofix to find root causes and generate suggested code fixes for errors and performance issues”
   • [claimed-docs] “Suspect Commits”
   • [claimed-docs] “Seer: AI debugging agent (subscription required)”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”

   proof ↗⚑ flag

   GlitchTip~partialprobed3/10

   GlitchTip ships a built-in MCP server that exposes stack traces, issues, and event data (including an N+1 query detector) to external AI tools, enabling an AI assistant to investigate an issue — but there is no evidence of GlitchTip itself analyzing breadcrumbs plus related commits to propose an actionable root cause; that analysis would rely entirely on whatever third-party AI client is plugged in via MCP. Missing for 10: native root-cause synthesis combining commits/breadcrumbs/stack trace, any documented example of an AI-generated root-cause suggestion, and evidence of commit/VCS integration feeding the MCP tools.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “detect_n_plus_one — Detect N+1 query patterns across transactions (requires DuckDB)”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”

   proof ↗⚑ flag

Alert routing

1. sreRoute alerts by project, environment, and severity to Slack, PagerDuty, or email with per-rule thresholds — new issue, frequency spike, affected-user count

   weight 3 · round to Sentry
   Sentry✓fullclaimed7/10

   Sentry documents Alerts as a first-class feature with native Slack and PagerDuty integrations, email notifications (per pricing docs), and Ownership Rules for project-based routing — covering the core of alert routing by channel and project. Missing for 10: explicit documentation of the specific threshold types named in the story (new issue, frequency spike, affected-user count) and severity-tag-based routing rules, plus independent/hands-on corroboration beyond doc titles.

   • [claimed-docs] “Alerts”
   • [claimed-docs] “Slack”
   • [claimed-docs] “PagerDuty”
   • [claimed-docs] “Ownership Rules”
   • [claimed-docs] “One user Error Monitoring and Tracing Alerts and notifications via email 10 custom dashboards MCP access”
   • [claimed-docs] “One user * Error Monitoring and Tracing * Alerts and notifications via email * 10 custom dashboards * MCP access”

   proof ↗⚑ flag

   GlitchTip~partialclaimed3/10

   GlitchTip supports project-level alert routing (via teams) and basic recipients (email by default, plus adding a webhook URL), which could technically forward to Slack/PagerDuty, but there is no documented support for environment- or severity-based routing, nor per-rule thresholds like frequency spikes or affected-user counts. Missing for 10: environment/severity-based routing rules, native Slack/PagerDuty integrations, configurable thresholds for new-issue/frequency-spike/affected-user-count alerts.

   • [claimed-docs] “When making a project, you will also need to create a team if you have not already done so. Teams are for making sure the right people get n…”
   • [claimed-docs] “By default, new project alerts send emails to a project's team members, but you can also add a webhook URL by clicking “Add An Alert Recipie…”
   • [claimed-docs] “Teams are for making sure the right people get notified when an error is reported.”

   proof ↗⚑ flag

Noise control

1. sreFight 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

   weight 2 · round to Sentry
   Sentry~partialclaimed5/10

   Sentry docs cover alerting (sentry-docs-17), issue mute/ignore/resolve states (sentry-docs-20), and quota/rate-limit management (sentry-docs-30), which together support noise-reduction workflows for SREs. However, there is no explicit documentation of 'spike protection' as a named feature or per-key/per-DSN rate limiting controls, only general billing quotas. Missing for 10: explicit spike protection docs, per-key rate limit configuration, and independent/hands-on validation that these reduce night-time paging.

   • [claimed-docs] “Alerts”
   • [claimed-docs] “Issue Status”
   • [claimed-docs] “Billing Quota Management”
   • [claimed-docs] “Ownership Rules”

   proof ↗⚑ flag

   GlitchTip—none0/10

   Evidence only shows basic alert routing (team notification emails/webhooks per project) and performance sampling via tracesSampleRate, but no mention of spike protection, per-key rate limiting, or mute/ignore/snooze rules for issues to combat alert fatigue.

   • [claimed-docs] “By default, new project alerts send emails to a project's team members, but you can also add a webhook URL by clicking “Add An Alert Recipie…”
   • [claimed-docs] “Teams are for making sure the right people get notified when an error is reported.”
   • [claimed-docs] “This rate can be set with the `tracesSampleRate` config option ... Set this to a low number like `0.01` to have your SDK send only 1 percent…”

   proof ↗⚑ flag

1. ai-native userPerform bulk operations across many items at once

   weight 2 · round to Sentry
   Sentry~partialprobed6/10

   Sentry's API and CLI provide bulk operation support — the API explicitly documents 'Bulk Mutate a List of Issues' and the CLI supports scripted release/artifact/event operations, plus an MCP server exposes issue-management tools to AI agents. However, there's no dedicated evidence of AI-native bulk workflows (e.g., an agent bulk-triaging/resolving many issues in one MCP call) beyond individual issue-level MCP actions. Missing for 10: explicit documentation of MCP/agent-driven bulk operations across many items, and independent/hands-on confirmation of bulk API usage at scale.

   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [claimed-docs] “The sentry-cli tool can also be used for sending events.”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence of bulk operations (e.g., bulk resolve/delete/tag issues across many items) via UI, CLI, API, or MCP server; the CLI and MCP tools described operate on single releases/projects/issues, not bulk batches.

   ⚑ flag

2. ai-native userDefine rules that trigger actions automatically on events

   weight 3 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry supports rule-based automation like Alerts, Ownership Rules, Fingerprint Rules, and Webhooks that trigger notifications/actions (Slack, PagerDuty) on events, plus Autofix/Seer for automated root-cause and PR generation triggered by issues. However, this is more traditional alerting/ownership routing than a unified 'AI-native automation rules engine' with conditional logic tailored for agentic workflows. missing for 10: evidence of a dedicated rule-builder for AI-agent-triggered actions, complex conditional/multi-step automation workflows, and independent verification of these rules working reliably in practice.

   • [claimed-docs] “Alerts”
   • [claimed-docs] “Ownership Rules”
   • [claimed-docs] “Fingerprint Rules”
   • [claimed-docs] “Slack”
   • [claimed-docs] “PagerDuty”
   • [claimed-docs] “Webhooks”
   • [claimed-docs] “Autofix”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”

   proof ↗⚑ flag

   GlitchTip~partialclaimed4/10

   GlitchTip supports basic event-triggered alerting: new-issue alerts default to emailing team members, but you can add webhook URLs as alert recipients, and uptime monitoring can also fire alerts via email/webhook when a ping fails. This is a simple automatic action-on-event mechanism, but there's no evidence of a broader rule engine (conditions, multi-step workflows, non-alert actions) beyond notify-via-email/webhook. Missing for 10: conditional rule builder, support for triggering arbitrary actions (not just notifications), evidence of chained/automated workflows, and independent confirmation of rule reliability.

   • [claimed-docs] “By default, new project alerts send emails to a project's team members, but you can also add a webhook URL by clicking “Add An Alert Recipie…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. ... If GlitchTip doesn't receive your ping, it will send you an alert vi…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. Or reverse it and send GlitchTip a request on schedule.”

   proof ↗⚑ flag

3. ai-native userSchedule recurring jobs or workflows

   weight 2 · round drawn
   Sentry—none0/10

   Sentry's 'Cron Monitoring' (sentry-docs-35, sentry-docs-50) only tracks the health/uptime of recurring jobs that run elsewhere — it does not let a user actually schedule, define, or execute recurring jobs or AI workflows within Sentry itself. No evidence shows Sentry offering job/workflow scheduling or orchestration capability for AI-native automation.

   • [claimed-docs] “Cron Monitoring”
   • [claimed-docs] “Sentry Crons allows you to monitor the uptime and performance of any scheduled, recurring job.”

   proof ↗⚑ flag

   GlitchTip—none0/10

   GlitchTip is an error-tracking/monitoring tool; its uptime ping feature is a monitoring check, not a mechanism for scheduling arbitrary recurring jobs or workflows. No evidence shows any job scheduler, cron-like workflow automation, or recurring task orchestration for AI-native use cases.

   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. ... If GlitchTip doesn't receive your ping, it will send you an alert vi…”
   • [claimed-docs] “GlitchTip can ping your site and warn you when it's not responding. Or reverse it and send GlitchTip a request on schedule.”

   proof ↗⚑ flag

Pii scrubbing

1. sreScrub PII from error events — server-side scrubbing rules plus SDK-level filtering — before sensitive payloads ever persist

   weight 2 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry documents server-side data scrubbing rules (sentry-docs-29) which directly matches the SRE story, and SDK-level filtering (beforeSend/scrubbing hooks) is a known Sentry SDK feature area implied by platform SDK docs, but the evidence pack lacks explicit documentation of SDK-level filtering callbacks or confirmation that scrubbing prevents sensitive payloads from ever persisting server-side (vs. being scrubbed post-ingestion). missing for 10: explicit SDK-level PII filtering/beforeSend docs, confirmation of pre-persistence scrubbing guarantees, independent validation of scrubbing effectiveness.

   • [claimed-docs] “Server-Side Data Scrubbing”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence pack items mention PII scrubbing, server-side scrubbing rules, data-scrubbing configuration, or SDK-level before-send filtering for GlitchTip; the docs cover SDK integration, alerts, CLI, MCP, and performance tracing but never data privacy/scrubbing controls.

   ⚑ flag

Agent access

1. ai-native userAn agent can pull my top production issues with stack traces via API or MCP, triage them, and file the real bugs into my tracker

   weight 3 · round to Sentry
   Sentry~partialprobed7/10

   Sentry ships both an official MCP server (mcp.sentry.dev) for searching errors, triaging issues, and managing projects, and REST APIs (e.g., bulk mutate/list project issues) that could surface top production issues and stack traces; it also documents connecting AI coding agents so Seer's root-cause analysis can be sent to the agent for automated fix generation and PR creation. This covers pull+triage+file-a-fix workflows well, but evidence is oriented toward filing PRs into a coding agent/repo rather than explicitly filing tickets into a separate issue tracker (Jira/Linear), and no example shows an agent pulling stack traces specifically via API in one documented flow. missing for 10: explicit documented flow of pulling stack traces via API for 'top issues', and explicit filing into a third-party issue tracker (not just PR creation).

   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Sentry MCP: fix production issues right from your LLM”
   • [claimed-docs] “Connect an AI coding agent to Sentry so that Seer's root cause analysis can be sent directly to the agent for automated fix generation and p…”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”

   proof ↗⚑ flag

   GlitchTip~partialprobed6/10

   GlitchTip ships a built-in MCP server that lets AI assistants browse issues, inspect stack traces/event data, and resolve issues, and is documented as Sentry-API-compatible for programmatic access, covering the core 'pull issues with stack traces and triage' portion of the story. However, there's no evidence of a filed-bug/tracker-integration capability (e.g., auto-filing into Jira/GitHub) or of a prioritized 'top production issues' query, and probes show no public OpenAPI spec, weakening independent verification of the API path. Missing for 10: documented ticket-filing/tracker integration from the agent, evidence of 'top issues' ranking via API/MCP, and a public/verifiable API spec.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [probe] “official MCP server documented at https://glitchtip.com/documentation/mcp”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

Api access

1. developerList, query, and update issues and fetch raw events through a documented REST API with scoped tokens

   weight 3 · round drawn
   Sentry~partialprobed5/10

   Docs confirm a documented REST API for listing and bulk-mutating issues (sentry-docs-23) and general API/integrations access is called out in pricing (sentry-docs-11), but the pack lacks explicit evidence of scoped API tokens or a raw-event fetch endpoint, and an OpenAPI spec probe returned 404s (sentry-probe-2). missing for 10: explicit scoped-token/auth documentation, raw event retrieval endpoint evidence, and a working machine-readable API spec.

   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Unlimited users API & third-party integrations 20 custom dashboards Seer: AI debugging agent (subscription required)”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”

   proof ↗⚑ flag

   GlitchTip~partialprobed5/10

   GlitchTip claims Sentry API compatibility, implying issue listing/query/update and raw event fetch via REST API with tokens, but there is no direct documentation of endpoints, scoping, or token permissions in the evidence, and probes for OpenAPI/API docs all returned 404s. missing for 10: dedicated REST API reference docs, explicit scoped-token/auth documentation, and confirmation of update/query endpoints beyond inferred Sentry compatibility.

   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

Ingest protocol

1. developerThe event-ingestion protocol is documented and open enough that custom clients and compatible SDKs can send events without an official SDK

   weight 2 · round to GlitchTip
   Sentry~partialprobed4/10

   Evidence shows sentry-cli can send events directly (sentry-docs-52) and there is a large SDK ecosystem plus community-supported SDKs (sentry-docs-45), implying an underlying ingestion protocol exists beyond official SDKs, but there is no dedicated public specification of the event/envelope protocol, no OpenAPI spec (probe found 404s at sentry-docs/openapi paths), and no first-party documentation explicitly inviting third parties to build custom clients against a documented wire protocol. missing for 10: a published open protocol/spec for event ingestion (e.g., envelope format documentation), explicit statement that custom/unofficial clients are supported, and independent evidence of third-party clients successfully using the raw protocol.

   • [claimed-docs] “The sentry-cli tool can also be used for sending events.”
   • [claimed-docs] “The Sentry team builds and maintains SDKs for most popular languages and frameworks, but there’s also a large ecosystem supported by the com…”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”

   proof ↗⚑ flag

   GlitchTip~partialprobed6/10

   GlitchTip explicitly claims Sentry API compatibility, meaning it reuses Sentry's open-source ingestion protocol/SDK ecosystem rather than a proprietary one, and community reports confirm it works reliably with standard Sentry SDKs including newer ones like Svelte. However, there is no first-party protocol specification, OpenAPI/Swagger schema, or raw DSN/envelope format documentation (probes for openapi.json and docs.md return 404), so a developer building a fully custom client without a Sentry SDK would lack authoritative low-level docs. missing for 10: explicit ingestion protocol/schema docs (envelope format, endpoint spec), OpenAPI/Swagger definition, independent confirmation of custom non-Sentry clients successfully sending events.

   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [community] “I use GlitchTip — it works well! A bit hard to deploy (many moving parts) but that's more a problem with F/OSS Sentry. It's been nice being …”
   • [community] “Hey Glitchtip! Been a happy user for going on a year or so. Super easy to self-host, and because it uses the existing sentry libs it's reall…”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

Grouping

1. developerThe platform groups thousands of duplicate events into one issue via stack-trace fingerprinting, and I can customize the grouping when it gets it wrong

   weight 3 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry documents Fingerprint Rules for customizing grouping when automatic stack-trace grouping gets it wrong, and issue-status/triage docs support the workflow. However, evidence lacks detail on the core automatic fingerprinting algorithm itself (how thousands of duplicates are merged) and there's no independent/hands-on corroboration of grouping accuracy or the customization UX working well in practice. Missing for 10: deeper docs/evidence on default grouping algorithm, merge/split issue UI, and independent validation of grouping quality.

   • [claimed-docs] “Fingerprint Rules”
   • [claimed-docs] “Issue Status”
   • [claimed-docs] “Ownership Rules”

   proof ↗⚑ flag

   GlitchTip—none0/10

   The evidence pack covers SDK ingestion, source maps, alerting, CLI, and MCP server features, but never mentions stack-trace fingerprinting, issue grouping of duplicate events, or any custom fingerrule/grouping override capability. The general 'Sentry API compatible' claim (glitchtip-docs-11) does not concretely document grouping behavior or customization tools.

   ⚑ flag

Triage

1. sreTriage issues — assign an owner, resolve, ignore, or snooze — and the platform reopens a resolved issue automatically when it regresses

   weight 3 · round to Sentry
   Sentry✓fullclaimed7/10

   Sentry's docs explicitly cover issue triage lifecycle (states-triage doc), ownership/assignment rules, and bulk mutation APIs for resolving/ignoring issues, which are core, well-known Sentry features including automatic reopening of resolved issues on regression. However the evidence pack only cites doc titles/URLs rather than quoting the actual regression-reopen and snooze mechanics in detail. Missing for 10: explicit doc text confirming auto-reopen-on-regression behavior and snooze/ignore duration options, plus independent hands-on confirmation of this specific triage flow.

   • [claimed-docs] “Issue Status”
   • [claimed-docs] “Ownership Rules”
   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Suspect Commits”

   proof ↗⚑ flag

   GlitchTip~partialclaimed3/10

   Docs confirm issues can be 'resolved' via the MCP interface, and teams route notifications to owners, but there is no evidence of ignore/mute, snooze, explicit assignment workflow, or automatic reopening of a resolved issue upon regression. missing for 10: assign-to-user workflow, ignore/mute action, snooze/time-based silencing, automatic reopen-on-regression behavior.

   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “Teams are for making sure the right people get notified when an error is reported.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”

   proof ↗⚑ flag

2. developerMerge issues that are really the same bug and split ones the fingerprinter wrongly collapsed

   weight 1 · round to Sentry
   Sentry~partialclaimed3/10

   Sentry's Fingerprint Rules doc shows a mechanism to influence/correct how events are grouped (addressing mis-grouping), but there is no evidence in the pack of an explicit merge/unmerge issues action or UI, which is the core mechanic described in the story. Missing for 10: explicit merge-issues and unmerge/split-issues documentation or feature reference, hands-on confirmation of the merge/split workflow.

   • [claimed-docs] “Fingerprint Rules”
   • [claimed-docs] “Issue Status”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence describes issue merge/unmerge or split functionality for fingerprinting-collapsed groups; the docs mention resolving issues, alerts, and MCP tooling for investigating errors, but nothing about merging or splitting grouped issues.

   ⚑ flag

User feedback

1. developerCollect user feedback — a crash-report dialog or feedback widget — attached to the exact error event the user hit

   weight 1 · round drawn
   Sentry—none0/10

   The evidence pack covers SDKs, error monitoring, tracing, Seer AI, MCP, CLI, and integrations, but contains no mention of a user feedback widget, crash-report dialog, or any mechanism for collecting end-user feedback tied to a specific error event. Missing for 10: any documentation of a feedback widget/crash dialog feature, API for attaching feedback to an event, or configuration guide for it.

   ⚑ flag

   GlitchTip—none0/10

   No evidence of a user feedback widget or crash-report dialog feature attached to error events; documentation covers error/performance tracking, alerts, CLI, and MCP but never mentions collecting end-user feedback tied to an event.

   ⚑ flag

User impact

1. sreEvery issue quantifies real impact — how many users and sessions are affected — so I prioritize by blast radius, not raw event counts

   weight 2 · round drawn
   Sentry—none0/10

   The evidence pack covers issue triage, alerts, ownership rules, AI debugging (Seer), and SDK/CLI capabilities, but nothing documents quantifying 'users affected' or 'sessions affected' per issue for blast-radius prioritization. Without any citation on impact-based metrics tied to issues, this capability is unevidenced in the pack.

   ⚑ flag

   GlitchTip—none0/10

   No evidence GlitchTip surfaces user/session impact metrics (affected users, session counts, or blast-radius prioritization) on issues; docs cover error tracking, performance transactions, alerts, and MCP/CLI tooling but nothing about quantifying user/session impact per issue. Missing for 10: any mention of affected-user counts, session tracking, or blast-radius based prioritization/sorting.

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “GlitchTip takes a simple, works out of the box approach. No dashboard building and metrics hunting. Just find your slowest web requests, dat…”
   • [claimed-docs] “Find out where your app is slow. GlitchTip takes a simple, works out of the box approach.”

   proof ↗⚑ flag

1. ai-native userDo everything through the API that I can do in the UI

   weight 2 · round to Sentry
   Sentry~partialprobed5/10

   Sentry documents a broad REST API (issue management, releases, alerts, webhooks) and an MCP server/CLI for AI-agent access, showing substantial API coverage, but there's no explicit claim or evidence of full UI/API parity, and probes for a discoverable OpenAPI spec all 404'd, suggesting gaps in comprehensive API documentation. missing for 10: explicit full UI/API parity statement, discoverable OpenAPI/swagger spec, evidence covering less common UI features (dashboards, ownership rules, org settings) via API.

   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “Connects AI assistants to Sentry for searching errors, analyzing performance, triaging issues, reading documentation, and managing projects …”
   • [claimed-docs] “Sentry MCP: fix production issues right from your LLM”
   • [claimed-docs] “Unlimited users API & third-party integrations 20 custom dashboards Seer: AI debugging agent (subscription required)”
   • [probe] “PROBE openapi: all candidate paths 404 (https://docs.sentry.io/openapi.json, https://docs.sentry.io/swagger.json, https://docs.sentry.io/api…”
   • [probe] “official MCP server documented at https://mcp.sentry.dev/”

   proof ↗⚑ flag

   GlitchTip~partialprobed4/10

   GlitchTip claims Sentry API compatibility, implying broad API coverage (glitchtip-docs-11), and separately offers a CLI and MCP server for programmatic/AI access (glitchtip-docs-5, glitchtip-docs-19), but there is no explicit documentation or evidence that every UI action (team/project setup, alerts, uptime monitoring config, etc.) has a corresponding API endpoint, and probes for OpenAPI/API reference docs all 404'd. Missing for 10: a published OpenAPI/API reference confirming full UI-API parity, and explicit documentation or community confirmation that all UI workflows (not just error/issue data) are API-accessible.

   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

2. ai-native userExport all of my data in open formats and leave

   weight 3 · round to Sentry
   Sentry~partialcommunity4/10

   Sentry is open source and can be fully self-hosted (sentry-docs-28, sentry-comm-2), and it exposes API endpoints to list/mutate issues (sentry-docs-23) plus a CLI for releases/events (sentry-docs-52, sentry-docs-56), giving technical means to extract data and avoid lock-in. However, there is no documented bulk/full-account data export feature or open-format export guarantee, and a community comment even cites a competitor's 'no vendor lock-in' pitch as a differentiator from Sentry (sentry-comm-4), suggesting this isn't a headline capability. Missing for 10: an explicit data-export/portability doc, documented export formats, and confirmation of no proprietary lock-in for hosted users.

   • [claimed-docs] “How you can run all of Sentry on your own server, without paying anything.”
   • [claimed-docs] “Bulk Mutate a List of Issues”
   • [claimed-docs] “The sentry-cli tool can also be used for sending events.”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [community] “I have run the self-hosted version of Sentry for a couple years at my job now and it has worked fantastically... The self-hosted version is …”
   • [community] “I built Cabin as an alternative to Sentry. Less bloat, no vendor lock-in, works with any logger.”

   proof ↗⚑ flag

   GlitchTip~partialprobed3/10

   GlitchTip is self-hosted and 'aims to be Sentry API compatible' (glitchtip-docs-11), implying data stays in the user's own Postgres/Redis stack and could interoperate with other Sentry-compatible tools, but there is no documented explicit 'export all data' feature, bulk export tool, or open-format export (CSV/JSON dump) in the evidence pack, and probes for docs/openapi endpoints returned 404s. Missing for 10: an explicit data-export feature/documentation, evidence of open-format bulk export, and independent confirmation that self-hosting alone satisfies full data portability.

   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [community] “GlitchTip only requires 4 components (backend, workers, Redis, and postgresql). Self Hosted Sentry requires many more (at least a dozen, inc…”
   • [probe] “PROBE openapi: all candidate paths 404 (https://glitchtip.com/openapi.json, https://glitchtip.com/swagger.json, https://glitchtip.com/api/op…”

   proof ↗⚑ flag

3. ai-native userRead the product's source under an open license

   weight 2 · round to Sentry
   Sentry!disputedcontradicted5/10

   Sentry's source is publicly visible on GitHub (sentry-gh-1, sentry-gh-2) and self-hosting docs (sentry-docs-28) reference running 'all of Sentry' for free, with community praise for the 'fully open source nature' (sentry-comm-1). However, community evidence directly contradicts a fully open license: a user states they 'refuse to rely on closed-source software' after a licensing change (sentry-comm-3), and another notes 'not seeing what looks like too many, if any, outside contributions' (sentry-comm-8), indicating Sentry moved to a source-available/BSL-style license rather than a traditional OSI open license. Missing for 10: explicit documentation of the current license terms, confirmation of OSI-approved status, and resolution of the community-reported licensing shift.

   • [github] “Sentry is the debugging platform that helps every developer detect, trace, and fix issues.”
   • [github] “Sentry is the debugging platform that helps every developer detect, trace, and fix issues. Code breaks, fix it faster.”
   • [claimed-docs] “How you can run all of Sentry on your own server, without paying anything.”
   • [community] “We're huge fans of Sentry and have it deeply integrated in our products. The fully open source nature has helped us a ton with these advance…”
   • [community] “This is a very disappointing development. I was hoping to implement Sentry for a side project I have been working on, now I will have to fin…”
   • [community] “I know for a fact that your competition is using your code, even where they've built a differentiated service, e.g. Embrace is using Sentry …”

   proof ↗⚑ flag

   GlitchTip—none0/10

   The evidence pack never mentions GlitchTip's own source code license or a public repository — the only 'open source' references are to Sentry's SDKs, not to GlitchTip's own codebase. Since the axis (whether an AI-native user can read the product's source under an open license) plainly applies to a self-hostable product like this, absence of evidence means 'none'.

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “GlitchTip can be run with Docker. We recommend Docker Compose, PikaPods, Elestio, Nodion, Railway, or RepoCloud.”

   proof ↗⚑ flag

4. ai-native userSelf-host the core product

   weight 3 · round to GlitchTip
   Sentry~partialcommunity7/10

   Sentry officially documents running the full core product self-hosted for free (sentry-docs-28, sentry-docs-9), and community reports confirm it works well long-term (sentry-comm-2). However, real caveats exist: some users report heavy resource consumption when self-hosting (sentry-comm-5) and there is documented community frustration over licensing changes limiting true open-source freedom (sentry-comm-3), which matters for the openness theme. Missing for 10: independent verification that current license terms fully satisfy open-source expectations, and evidence addressing the resource/scaling complaints.

   • [claimed-docs] “How you can run all of Sentry on your own server, without paying anything.”
   • [claimed-docs] “Sentry offers and maintains a minimal setup that works out-of-the-box for simple use cases.”
   • [community] “I have run the self-hosted version of Sentry for a couple years at my job now and it has worked fantastically... The self-hosted version is …”
   • [community] “Each release would unleash more containers and consume more memory until we couldn't run anything on the 32gb server except Sentry.”
   • [community] “This is a very disappointing development. I was hoping to implement Sentry for a side project I have been working on, now I will have to fin…”

   proof ↗⚑ flag

   GlitchTip✓fullcommunity8/10

   GlitchTip documents self-hosting via Docker/Docker Compose with multiple hosting recommendations (PikaPods, Elestio, Railway, etc.), and community reports corroborate this is a real, working, relatively lightweight self-hosting path (only 4 components vs Sentry's dozen) with good stability in practice. Missing for 10: no first-party hardware/scaling guidance beyond basic install docs, and one community comment notes deployment complexity ('many moving parts').

   • [claimed-docs] “GlitchTip can be run with Docker. We recommend Docker Compose, PikaPods, Elestio, Nodion, Railway, or RepoCloud.”
   • [community] “I use GlitchTip — it works well! A bit hard to deploy (many moving parts) but that's more a problem with F/OSS Sentry. It's been nice being …”
   • [community] “GlitchTip only requires 4 components (backend, workers, Redis, and postgresql). Self Hosted Sentry requires many more (at least a dozen, inc…”
   • [community] “Stability on GlitchTip has been great for me -- haven't had to worry about it or babysit it too much. Very small scale but still quite promi…”

   proof ↗⚑ flag

1. ai-native userChoose where my data is stored (region/residency)

   weight 2 · round to Sentry
   Sentry✓fullcommunity7/10

   Sentry docs explicitly document 'Data Storage Location (US or EU)' as a configurable option, and self-hosted deployment is also available for full data residency control. Missing for 10: independent/hands-on corroboration of the region-selection workflow and details on which plans/regions are supported.

   • [claimed-docs] “Data Storage Location (US or EU)”
   • [claimed-docs] “How you can run all of Sentry on your own server, without paying anything.”
   • [community] “I have run the self-hosted version of Sentry for a couple years at my job now and it has worked fantastically... The self-hosted version is …”

   proof ↗⚑ flag

   GlitchTip~partialclaimed6/10

   GlitchTip explicitly offers a data residency option (a fully independent EU instance hosted in Frankfurt) plus self-hosting via Docker, which lets users control where data lives; a BAA is also available for compliance needs. However, evidence does not show a broader multi-region choice (e.g., US/EU/APAC selection at signup) beyond the single EU instance and self-hosting. Missing for 10: documented region selection UI/API, list of supported regions beyond EU, and independent confirmation of residency guarantees.

   • [claimed-docs] “For organizations with data residency requirements, GlitchTip offers a fully independent EU instance hosted in Frankfurt, Germany”
   • [claimed-docs] “Business Associate Agreement (BAA) available upon request”
   • [claimed-docs] “GlitchTip can be run with Docker. We recommend Docker Compose, PikaPods, Elestio, Nodion, Railway, or RepoCloud.”

   proof ↗⚑ flag

2. ai-native userPrevent my data from being used to train AI models

   weight 3 · round to GlitchTip
   Sentry—none0/10

   No evidence of any policy, setting, or statement addressing whether user data is used to train AI models (Sentry's own or third-party AI features like Seer/Autofix). Self-hosting and data scrubbing docs exist but don't address AI training use specifically.

   ⚑ flag

   GlitchTip~partialclaimed5/10

   GlitchTip's self-hosting option and EU data residency (Frankfurt) give users control over where data lives, and its MCP server explicitly markets 'no data sharing required' for AI tool integration, implying data stays local. However, there is no explicit policy or documentation addressing AI model training use of customer/error data specifically, no opt-out toggle, or terms language on this topic. missing for 10: explicit AI-training data-use policy/opt-out, terms of service language on model training, independent confirmation of no training use.

   • [claimed-docs] “GlitchTip has a built-in MCP server so you can pull your own error data into your preferred AI tools with no data sharing required.”
   • [claimed-docs] “GlitchTip includes a built-in MCP server that allows AI assistants to interact with your error tracking, performance, and log data.”
   • [claimed-docs] “For organizations with data residency requirements, GlitchTip offers a fully independent EU instance hosted in Frankfurt, Germany”

   proof ↗⚑ flag

3. ai-native userControl data retention and deletion

   weight 2 · round to Sentry
   Sentry~partialclaimed4/10

   Sentry documents some privacy-adjacent controls like server-side PII scrubbing and choice of data storage location (US/EU), which touch on data governance, but the evidence pack has no explicit documentation of configurable data retention periods, deletion APIs, or GDPR-style delete-my-data workflows. Missing for 10: explicit retention period settings, data deletion/erasure API or UI, documentation of default retention windows and how AI-native users can programmatically purge stored error/trace data.

   • [claimed-docs] “Server-Side Data Scrubbing”
   • [claimed-docs] “Data Storage Location (US or EU)”
   • [claimed-docs] “Billing Quota Management”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence pack items address data retention policies, configurable retention windows, or user-initiated deletion of stored error/event data; self-hosting and EU residency are mentioned but retention/deletion controls are never described.

   ⚑ flag

4. ai-native userOpt out of telemetry and usage tracking

   weight 2 · round drawn
   Sentry—none0/10

   No evidence pack items address telemetry/usage-tracking opt-out settings for Sentry itself (e.g., product analytics or CLI telemetry opt-out flags); only data scrubbing and self-hosted options are mentioned, which is a different concern than telemetry opt-out.

   ⚑ flag

   GlitchTip—none0/10

   GlitchTip is a self-hosted error-tracking tool; being self-hosted implies the operator controls their own data, but no evidence explicitly addresses a telemetry/usage-tracking opt-out setting for GlitchTip itself (e.g., anonymous usage stats sent to the vendor). The MCP server 'no data sharing' claim relates to AI tool data flow, not product telemetry opt-out.

   ⚑ flag

Quotas

1. engineering leaderCap event quotas per project and set spend limits so an error storm burns a predictable budget, never a surprise invoice

   weight 2 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry documents 'Billing Quota Management' and 'Advanced quota management' as pricing-tier features, indicating per-project event quotas and spend controls exist, but the evidence pack lacks detail on how spend caps are configured, alerting on quota thresholds, or hard-stop billing guarantees. missing for 10: detailed docs/UI walkthrough of setting spend limits, independent/hands-on confirmation that caps reliably prevent overage billing, and clarity on per-project (vs org-wide) granularity.

   • [claimed-docs] “Billing Quota Management”
   • [claimed-docs] “Advanced quota management”

   proof ↗⚑ flag

   GlitchTip—none0/10

   The evidence pack shows only trace sampling rate configuration (tracesSampleRate) as a way to reduce volume, but nothing about per-project event quotas, spend limit caps, or billing alerts to prevent surprise invoices. Given GlitchTip is a hosted/paid product with pricing plans, this axis applies, but no documentation or community evidence confirms a quota/spend-cap feature.

   • [claimed-docs] “This rate can be set with the `tracesSampleRate` config option ... Set this to a low number like `0.01` to have your SDK send only 1 percent…”
   • [claimed-docs] “Business Associate Agreement (BAA) available upon request”

   proof ↗⚑ flag

Regressions

1. sreI get alerted when an error that was fixed comes back in a newer release, distinct from ordinary new-issue noise

   weight 2 · round to Sentry
   Sentry~partialclaimed3/10

   Sentry's docs reference an 'Issue Status' page (states-triage) that implies distinct regression tracking, and separate Alerts documentation, but the evidence pack provides only page titles with no substantive text confirming a specific 'regression' alert type distinct from new-issue alerts. missing for 10: explicit documentation or quotes describing regression detection/alerting logic, confirmation that regression alerts are routed separately from new-issue alerts, and any hands-on/community validation of this specific behavior.

   • [claimed-docs] “Issue Status”
   • [claimed-docs] “Alerts”
   • [claimed-docs] “Associate Commits”

   proof ↗⚑ flag

   GlitchTip—none0/10

   Evidence shows GlitchTip supports release tracking (glitchtip-cli releases/deploys) and generic alerting on new issues via email/webhook, but there is no mention of a distinct 'regression' alert type that fires specifically when a previously resolved issue reappears in a newer release, as opposed to ordinary new-issue notifications.

   • [claimed-docs] “By default, new project alerts send emails to a project's team members, but you can also add a webhook URL by clicking “Add An Alert Recipie…”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”

   proof ↗⚑ flag

Release health

1. sreWatch release health — crash-free sessions and users, adoption per release — and compare a canary release against the last stable one

   weight 2 · round drawn
   Sentry—none0/10

   The evidence pack includes only generic release docs (Associate Commits, releases.md CLI page) but no mention of crash-free sessions/users metrics, adoption tracking, or canary vs stable release comparison — the specific 'release health' capability described in the story is unevidenced.

   • [claimed-docs] “Associate Commits”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”

   proof ↗⚑ flag

   GlitchTip—none0/10

   GlitchTip has releases/deployments tracking via CLI and basic performance monitoring, but there is no evidence of release health metrics like crash-free sessions/users, adoption rate per release, or canary vs stable comparison dashboards.

   ⚑ flag

Release tracking

1. developerAssociate errors with releases and commits so each issue shows the release it first appeared in and the suspect commit that likely caused it

   weight 3 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry docs explicitly cover 'Associate Commits' and 'Suspect Commits' features tying issues to releases and the likely-causing commit, backed by supporting infra like source maps, code mappings, and CLI release/commit association tooling. Missing for 10: independent hands-on corroboration of suspect-commit accuracy and no detailed walkthrough of the release timeline UI in this pack.

   • [claimed-docs] “Associate Commits”
   • [claimed-docs] “Suspect Commits”
   • [claimed-docs] “Code mappings link stack trace paths to source code paths in your repository. They enable features like source context, suspect commits, sta…”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [claimed-docs] “Uploading Source Maps”

   proof ↗⚑ flag

   GlitchTip~partialclaimed4/10

   GlitchTip's CLI documents creating releases and recording deployments (glitchtip-cli releases new / deploys new), which lets teams tag error events with release versions, but there is no evidence of associating commits with issues or surfacing a 'suspect commit' on an issue as Sentry does. missing for 10: commit/VCS integration for suspect-commit detection, evidence that issue pages display 'first seen in release' or commit blame, independent confirmation of this workflow.

   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”

   proof ↗⚑ flag

Event context

1. developerAttach breadcrumbs, custom tags, and user context to every event so a stack trace arrives with the state that produced it

   weight 2 · round to GlitchTip
   Sentry—none0/10

   The evidence pack confirms Sentry SDKs exist and capture errors/traces (e.g., sentry-docs-1, sentry-docs-45, sentry-docs-46), but nothing in the pack specifically documents breadcrumbs, custom tags, or user context attachment APIs. Without direct evidence of these instrumentation primitives, the story cannot be credited as delivered per the evidence-only rule.

   ⚑ flag

   GlitchTip~partialcommunity6/10

   GlitchTip relies on Sentry's official SDKs for event capture and explicitly claims Sentry API compatibility ('Anything that works with Sentry should also work with GlitchTip'), which implies inherited support for breadcrumbs, tags, and user context since these are core Sentry SDK features. However, the evidence pack never explicitly documents these specific instrumentation primitives (breadcrumbs, tag API, user context) on GlitchTip's own docs. Missing for 10: explicit GlitchTip documentation demonstrating breadcrumb capture, custom tag attachment, and user context APIs, plus hands-on confirmation these render correctly in the GlitchTip UI.

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [community] “I use GlitchTip — it works well! A bit hard to deploy (many moving parts) but that's more a problem with F/OSS Sentry. It's been nice being …”
   • [community] “Hey Glitchtip! Been a happy user for going on a year or so. Super easy to self-host, and because it uses the existing sentry libs it's reall…”

   proof ↗⚑ flag

Mobile crashes

1. developerCapture native mobile crashes — iOS, Android, NDK — with the device, OS, and app-version context needed to reproduce them

   weight 2 · round to Sentry
   Sentry~partialclaimed6/10

   Sentry documents Android SDK and debug information files (dSYMs/proguard) for symbolicating native crashes, plus sentry-cli support for managing debug info files for iOS/Android, which underpins NDK/native crash reporting with device/OS/app-version context. However, there is no explicit iOS or NDK-specific SDK documentation excerpt, and no direct evidence of the captured context fields (device, OS version, app version) shown in a crash report. missing for 10: explicit iOS SDK docs, NDK-specific crash capture documentation, evidence of device/OS/app-version context fields in captured events, and independent/hands-on confirmation of native crash symbolication working.

   • [claimed-docs] “we get you up and running with Sentry's Android SDK, automatically reporting errors and exceptions in your application.”
   • [claimed-docs] “Debug information files allow Sentry to extract stack traces and provide more information about crash reports for most compiled platforms.”
   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “It’s primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”

   proof ↗⚑ flag

   GlitchTip~partialclaimed4/10

   GlitchTip relies on Sentry's open-source SDKs (which include official iOS/Android/NDK SDKs) and its CLI explicitly supports uploading debug symbols for native apps (dSYM, PDB, ELF) for crash symbolication, implying native mobile crash capture is possible. However, there is no explicit documentation of the mobile SDK setup, device/OS/app-version context capture, or any hands-on confirmation of iOS/Android/NDK crash reporting working end-to-end. Missing for 10: explicit iOS/Android SDK integration docs, device/OS/app-version context field documentation, and independent verification of native crash reproduction.

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “Upload debug symbols for native applications (dSYM, PDB, ELF): glitchtip-cli debug-files upload ./build --org my-org --project my-project”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”

   proof ↗⚑ flag

Sdk coverage

1. developerInstrument my web frontend, backend services, and mobile apps with official SDKs that capture uncaught errors automatically

   weight 3 · round to Sentry
   Sentry✓fullclaimed9/10

   Sentry documents SDKs for a broad range of platforms (Android, .NET, Elixir, Dart, JavaScript, etc.) that automatically capture errors/exceptions with minimal setup, plus a general platform-support claim ('if you use it, we probably support it') covering web, backend, and mobile. Missing for 10: independent hands-on confirmation of automatic uncaught-error capture across all listed SDKs (only first-party docs cited).

   • [claimed-docs] “Drop in the SDK. No agents to install. No performance surprises.”
   • [claimed-docs] “If you use it, we probably support it.”
   • [claimed-docs] “The Sentry team builds and maintains SDKs for most popular languages and frameworks, but there’s also a large ecosystem supported by the com…”
   • [claimed-docs] “we get you up and running with Sentry's Android SDK, automatically reporting errors and exceptions in your application.”
   • [claimed-docs] “Sentry's Elixir SDK enables automatic reporting of errors, exceptions and messages. You can also use it to monitor your cron jobs.”
   • [claimed-docs] “capture your first errors and traces, and view them in Sentry”
   • [claimed-docs] “you can monitor interactions between multiple services or applications by enabling tracing... You can also collect and analyze performance p…”
   • [claimed-docs] “Monitor in five lines... Drop in the SDK. No agents to install. No performance surprises.”

   proof ↗⚑ flag

   GlitchTip✓fullcommunity7/10

   GlitchTip explicitly documents using Sentry's open-source SDKs for error capture and claims Sentry API compatibility, meaning any Sentry SDK (web, backend, mobile) works out of the box; community reports confirm reliable use of the Sentry SDK ecosystem across frameworks like Svelte. missing for 10: explicit mention of mobile SDK support/testing, and no independent hands-on confirmation of automatic uncaught-error capture across all three platform types (frontend/backend/mobile).

   • [claimed-docs] “GlitchTip can use Sentry's open source SDKs to receive error data from your application.”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [community] “I use GlitchTip — it works well! A bit hard to deploy (many moving parts) but that's more a problem with F/OSS Sentry. It's been nice being …”
   • [community] “Hey Glitchtip! Been a happy user for going on a year or so. Super easy to self-host, and because it uses the existing sentry libs it's reall…”

   proof ↗⚑ flag

Dashboards

1. engineering leaderSee error trends across projects and teams on dashboards — top regressions, new issues per release, volume over time

   weight 2 · round to Sentry
   Sentry~partialclaimed4/10

   Pricing pages confirm Sentry ships 'custom dashboards' (10 on free tier, 20 on team tier) and release/issue tracking features like 'Associate Commits' and 'Issue Status', implying some cross-project reporting capability, but no evidence describes dashboard content such as top regressions, new-issues-per-release, or volume-over-time views, nor cross-team rollups for engineering leaders. Missing for 10: documentation of specific dashboard widgets/views (regression detection, release comparison, volume trends), evidence of team/org-level rollups, and any hands-on or independent confirmation of these analytics views.

   • [claimed-docs] “One user Error Monitoring and Tracing Alerts and notifications via email 10 custom dashboards MCP access”
   • [claimed-docs] “Unlimited users API & third-party integrations 20 custom dashboards Seer: AI debugging agent (subscription required)”
   • [claimed-docs] “Associate Commits”
   • [claimed-docs] “Issue Status”
   • [claimed-docs] “One user * Error Monitoring and Tracing * Alerts and notifications via email * 10 custom dashboards * MCP access”

   proof ↗⚑ flag

   GlitchTip—none0/10

   Evidence covers issue creation, teams/projects, CLI-based release tracking, and an MCP server for browsing individual errors, but there is no mention of cross-project/team dashboards, top-regression views, new-issues-per-release rollups, or volume-over-time charts. In fact one doc explicitly states GlitchTip avoids 'dashboard building and metrics hunting,' suggesting this kind of leadership-level trend dashboard is not a focus. missing for 10: cross-project/team aggregate dashboards, top-regression identification, new-issues-per-release reporting, volume-over-time visualizations.

   • [claimed-docs] “GlitchTip takes a simple, works out of the box approach. No dashboard building and metrics hunting. Just find your slowest web requests, dat…”
   • [claimed-docs] “Teams are for making sure the right people get notified when an error is reported.”
   • [claimed-docs] “Investigate errors — Browse issues, inspect stack traces and event data, and resolve issues”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [community] “Clicking any of the blog posts takes me to the installation guide. I can't seem to find any feature overview? I'd like to see screenshots an…”

   proof ↗⚑ flag

Event search

1. developerSearch and filter events across projects by tag, release, environment, and custom properties with a real query syntax

   weight 2 · round drawn
   Sentry—none0/10

   The evidence pack contains no documentation or claims about Sentry's issue search/query syntax (e.g., filtering by tag, release, environment, or custom properties across projects). Items like 'Bulk Mutate a List of Issues' or 'Issue Status' touch issue management but never describe a query language or cross-project filtering capability.

   ⚑ flag

   GlitchTip—none0/10

   No evidence describes a search/query syntax for filtering events by tag, release, environment, or custom properties; documentation covers SDK integration, alerts, CLI releases, MCP server, and performance monitoring but not a query/search feature across projects.

   ⚑ flag

Sourcemaps

1. developerUpload JavaScript source maps from CI — via CLI or bundler plugin — so production stack traces show my original source, not minified frames

   weight 3 · round to Sentry
   Sentry✓fullprobed8/10

   Sentry docs explicitly cover uploading JavaScript source maps (sentry-docs-15), sentry-cli's role in release/source map management and code mappings (sentry-docs-6, sentry-docs-24, sentry-docs-55, sentry-docs-56), which together describe uploading source maps via CLI/CI to deobfuscate stack traces. Missing for 10: explicit bundler-plugin (webpack/vite) documentation citation and independent/hands-on confirmation that stack traces are correctly symbolicated in production.

   • [claimed-docs] “Uploading Source Maps”
   • [claimed-docs] “It’s primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “Code mappings link stack trace paths to source code paths in your repository. They enable features like source context, suspect commits, sta…”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [probe] “official CLI documented at https://docs.sentry.io/cli/”

   proof ↗⚑ flag

   GlitchTip~partialprobed6/10

   GlitchTip explicitly documents uploading source maps via its CLI (Beta) with debug ID injection for readable JS stack traces, and the CLI supports release/deploy tracking consistent with CI workflows. However, evidence for a dedicated bundler plugin (webpack/vite/rollup) is absent, the CLI feature is marked Beta, and there's no independent/community confirmation of source map upload working in practice. Missing for 10: bundler plugin support, CI pipeline examples, hands-on/community verification of accurate deminification.

   • [claimed-docs] “For JavaScript projects, upload source maps to get readable stack traces. Use the GlitchTip CLI (Beta) to inject debug IDs and upload source…”
   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”
   • [claimed-docs] “Record deployments for a release: glitchtip-cli deploys new 1.0.0 --env production --org my-org --project my-project”
   • [probe] “official CLI documented at https://glitchtip.com/documentation/cli”

   proof ↗⚑ flag

Symbolication

1. developerUpload dSYM, ProGuard, and native debug symbols so mobile and native crashes symbolicate to real function names and lines

   weight 2 · round to Sentry
   Sentry✓fullprobed8/10

   Sentry docs explicitly describe managing debug information files for iOS/Android (dSYM, ProGuard, native symbols) via sentry-cli, and dedicated docs confirm CLI upload of debug information files enables stack trace symbolication for compiled platforms. Community evidence corroborates real-world use of Sentry's symbolication engine (Symbolicator) being adopted by competitors, validating the capability's maturity. Missing for 10: independent hands-on verification specifically of dSYM/ProGuard upload workflows and confirmation of accurate line-level symbolication outcomes.

   • [claimed-docs] “It’s primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “It's primarily used for managing debug information files for iOS, Android, release and source maps management, as well as code mappings for …”
   • [claimed-docs] “Debug information files allow Sentry to extract stack traces and provide more information about crash reports for most compiled platforms.”
   • [claimed-docs] “It allows you to create, edit and delete releases as well as upload release artifacts for them.”
   • [community] “I know for a fact that your competition is using your code, even where they've built a differentiated service, e.g. Embrace is using Sentry …”
   • [probe] “official CLI documented at https://docs.sentry.io/cli/”

   proof ↗⚑ flag

   GlitchTip~partialclaimed6/10

   GlitchTip's CLI explicitly supports uploading native debug symbols (dSYM, PDB, ELF) via `glitchtip-cli debug-files upload`, directly addressing native/mobile symbolication, and its Sentry-SDK compatibility implies ProGuard mapping support could work similarly to Sentry. However, there is no explicit documentation or community confirmation of ProGuard mapping upload or Android/Java symbolication specifically, and no hands-on evidence of successful symbolication for mobile crashes. Missing for 10: explicit ProGuard/Android mapping upload docs, independent confirmation of successful mobile crash symbolication.

   • [claimed-docs] “Upload debug symbols for native applications (dSYM, PDB, ELF): glitchtip-cli debug-files upload ./build --org my-org --project my-project”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [claimed-docs] “glitchtip-cli releases new 1.0.0 --org my-org --project my-project”

   proof ↗⚑ flag

Issue trackers

1. developerLink 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

   weight 2 · round drawn
   Sentry—none0/10

   The evidence pack covers issue status, suspect commits, ownership rules, webhooks, Slack/PagerDuty notifications, and AI/MCP integrations, but contains no mention of Jira, GitHub Issues, or Linear integrations, nor any description of two-way status sync between Sentry issues and external trackers.

   ⚑ flag

   GlitchTip—none0/10

   No evidence of Jira/GitHub Issues/Linear integrations with two-way status sync; GlitchTip's documented integrations cover GitLab error tracking, Grafana data source, and an MCP server, none of which mention issue tracker linking or bidirectional resolve/reopen sync.

   • [claimed-docs] “In GitLab, navigate to a project's Settings > Monitor > Error Tracking. Click to enable tracking. Select "Sentry" and enter the GlitchTip UR…”
   • [claimed-docs] “In Grafana, navigate to Configuration > Data sources, click "Add data source". In the search field, type "Sentry".”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”

   proof ↗⚑ flag

Scm context

1. developerThe 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

   weight 2 · round to Sentry
   Sentry✓fullclaimed8/10

   Sentry documents Suspect Commits, Ownership Rules (code owners), and code mappings that link stack trace paths to source repo paths enabling source context, suspect commits, stack trace linking, and code owners — directly matching the story. Missing for 10: no independent/hands-on corroboration of the exact 'jump to default branch line' UX or repo integration setup friction.

   • [claimed-docs] “Suspect Commits”
   • [claimed-docs] “Ownership Rules”
   • [claimed-docs] “Code mappings link stack trace paths to source code paths in your repository. They enable features like source context, suspect commits, sta…”
   • [claimed-docs] “Associate Commits”

   proof ↗⚑ flag

   GlitchTip—none0/10

   No evidence of repo/VCS integration (suspect commits, code owners, or stack-frame-to-source-line linking to a default branch); evidence covers source maps for readable stack traces, GitLab error tracking setup, and an MCP server for AI tools, none of which describe commit suspicion, code ownership, or jump-to-line-on-branch features.

   • [claimed-docs] “For JavaScript projects, upload source maps to get readable stack traces. Use the GlitchTip CLI (Beta) to inject debug IDs and upload source…”
   • [claimed-docs] “GlitchTip aims to be Sentry API compatible. Anything that works with Sentry should also work with GlitchTip.”
   • [claimed-docs] “In GitLab, navigate to a project's Settings > Monitor > Error Tracking. Click to enable tracking. Select "Sentry" and enter the GlitchTip UR…”

   proof ↗⚑ flag