SRE teams convert incident post-mortems and architecture failure diagrams into hardened DevOps sprints
How site reliability teams turn outage post-mortem Docs, network diagrams, and error screenshots into assigned infrastructure hardening tickets.
Industry & Scale
FinTech & Cloud · 50+ Microservices
Platform Integration
Cursor · Claude · Drive
Quantified Performance Impact
100%
Action Item Completion
Zero orphaned post-mortem action items; every preventive measure is tracked to production deployment.
75%
Faster MTTR Fixes
Hardening tasks deployed within 48 hours of outage post-mortem completion.
100%
Audit-Ready Compliance
Full chain of custody from incident post-mortem in Google Drive to Git commits and Weblinear task closure.
Operational Context
When a high-severity production outage occurs, Site Reliability Engineers (SREs) draft comprehensive post-mortem documents, gather CloudWatch metrics, compile error log screenshots, and annotate architecture failure diagrams. However, once the incident subsides, post-mortem action items frequently gather dust in Google Drive while engineers return to feature development, leaving the system vulnerable to identical outages. By maintaining incident post-mortems and infrastructure diagrams in Google Drive, DevOps managers use Cursor or Claude Desktop via Weblinear MCP to close the loop on incident response. The AI assistant extracts root-cause remediation items, automatically spins up hardening tasks, assigns them to on-call infrastructure engineers, and tracks stage progression until verification tests pass.
Challenges Before Integration
- Up to 40% of post-mortem action items were never implemented due to shifting sprint priorities.
- Engineers fixing root-cause bugs lacked immediate access to the raw logs and architecture failure state diagrams.
- Regulators and enterprise customers demanded auditable proof that post-mortem preventive measures were tracked and executed.
- Moving tasks through review and deployment stages required constant manual status reporting during SRE standups.
Automated Incident-to-Remediation Pipeline
Cursor or Claude Desktop reads the post-mortem Google Doc and failure screenshots from Google Drive, creates preventive engineering tasks, and updates workflow stages as commits land.
Core Weblinear MCP Tools Employed
workspace_get_project_context
Extracts incident post-mortem text, root-cause notes, and topology references attached to the SRE project workspace.
workspace_create_task
Convert post-mortem action items into technical remediation tickets with linked runbooks and failover test checklists.
workspace_batch_create_tasks
Batches all preventive engineering and failover runbook tasks into the sprint board in one atomic execution.
workspace_get_team_workload
Identify active on-call engineers and secondary responders with available sprint capacity.
workspace_update_task_stage
Advance remediation tasks to In Progress when branches are cut, and to Review once PRs are verified.
Step-by-Step Execution Workflow
Assemble Incident Review in Drive
SRE team uploads the finalized Post-Mortem Google Doc, network topology diagrams, and error screenshots to Google Drive.
Execute Remediation Ingestion Prompt
Lead SRE opens Cursor / Claude and prompts: "Review the post-mortem Google Doc and CloudWatch screenshots from Drive for Incident #408. Extract all preventive engineering tasks, assign high-priority items to the primary on-call SRE, and link the rollback runbooks and architectural diagrams to each ticket." The agent invokes workspace_get_project_context to read the incident post-mortem markdown and attached failure logs before generating preventive infrastructure tasks.
Ticket Generation with Direct Context
The agent synthesizes infrastructure tickets with embedded Drive links to the original post-mortem documents.
Automated Stage Progression
As engineers write terraform scripts and push PRs, workspace_update_task_stage advances tasks to Review, maintaining an audit-ready compliance trail.
“The hardest part of DevOps isn't writing the post-mortem; it's ensuring the preventative fixes actually get built. Weblinear MCP turns our incident Google Docs into active engineering work with zero manual overhead.”
Director of Site Reliability Engineering
FinTech Payments Platform
Close the loop on production outages
Connect incident post-mortem Google Docs to Weblinear Workspace MCP for automated remediation and verifiable infrastructure resilience.