For fixing a software issue end-to-end, Sentry is the most direct starting point: its MCP server and skills let an agent find a Sentry issue, pull its stack trace and context, and fix it 111. GitHub, Cursor and LaunchDarkly can support the surrounding work of tracking, patching and shipping the fix 212616919.
- 1
Sentrysentry.ioverified and signed
Its sentry-fix-issues and sentry-debug-issue actions find a Sentry issue by link, ID or search, pull the stack trace, breadcrumbs, trace and logs, and help fix it 11.
official:MCP server · @sentry/mcp-serverSDK · @sentry/nodeCLI · sentry-clirepository · sentry-pythonskill · sentry-cli+49 community tools built for it
for agents: sentry-debug-issue · sentry-fix-issues · sentry-fix-issues
- 2
GitHubgithub.comverified and signed
Its update_issue action changes a GitHub issue's text, state, labels or assignees, and ruff-recursive-fix applies Ruff autofixes iteratively 12.
official:CLI · github-mcp-serverskill · add-community-extensionskill · git-commitskill · acquire-codebase-knowledge+2,563 community tools built for it
for agents: update_issue · ruff-recursive-fix · unlockIssue
- 3
Cursorcursor.comverified and signed
Its fix-ci action finds failing PR checks, inspects logs and applies focused fixes, and reproduce-and-fix-issues reproduces triaged bugs and opens a bounded draft pull request 16.
+174 community tools built for it
for agents: fix-ci · reproduce-and-fix-issues · correct
- 4
LaunchDarklylaunchdarkly.comverified and signed
Its create-fix-pr action investigates a root cause for a reported bug or observability finding and files a minimal fix pull request 19.
official:API · LaunchDarkly REST API+8 community tools built for it
for agents: create-fix-pr · patchFeatureFlag · aiconfig-update
Sources
- 1Sentry Docs | Application Performance Monitoring & Error Tracking Softwaredocs.sentry.io · read 2026-10-29
- 2GitHub · Change is constant. GitHub keeps you ahead. · GitHub · GitHubgithub.com · read 2026-10-29
- 6AI Coding Agent for Building Ambitious Software | Cursorcursor.com · read 2026-10-29
- 9Runtime Control for AI-Era Software | Feature Flags & AI Agent Control | LaunchDarklylaunchdarkly.com · read 2026-10-29
- 11sentry-debug-issue: declares "sentry-debug-issue" (the record we read and signed)unfragile.ai · read 2026-10-24
- 12GitHub (Activepieces): declares "update_issue" (the record we read and signed)unfragile.ai · read 2026-10-24
- 16fix-ci: declares "fix-ci" (the record we read and signed)unfragile.ai · read 2026-10-24
- 19create-fix-pr: declares "create-fix-pr" (the record we read and signed)unfragile.ai · read 2026-10-24
Left out: XEOL, a HeroDevs Division, because each one's own page says it is retired or discontinued.
For agents: the 10 actions behind this answer
sentry-debug-issue · sentry-debug-issue verified and signed
Debug and fix a Sentry issue — find it (by link, ID, or search), pull full context (stack trace, breadcrumbs, trace, logs), optionally run Seer root-cause / autofix, apply the code fix, and resolve it via a `Fixes PROJECT-NAME-12A` commit/PR. Use when working a known error or hunting one down to fix
update_issue · GitHub (Activepieces) verified and signed
Update Issue — Changes an issue's text, state, milestone, labels or assignees.
javascript · @supabase/supabase-js verified and signed
· Playwright website read, tools not yet checked
Web automation and testing for apps, scripts, and AI agents
test · pytest verified and signed
fix-ci · fix-ci verified and signed
Find failing PR checks, inspect logs or external check links, and apply focused fixes
update_database_item · Notion (Activepieces) verified and signed
Update Database Item — Change field values on an existing database item.
V8 · ClearScript Library for Windows (x86/x64) verified and signed
create-fix-pr · create-fix-pr verified and signed
Investigates a root cause and files a minimal fix PR for a reported bug or observability finding.
issues.patch · Cloudflare API verified and signed
Modify an issue
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.