The library

IT · Infrastructure operations that are pre-authorized by IT-ops markers and need measurable output evidence.

pdf · Document processing pipelines that need both text-based and image-based PDF content extraction with confidence scoring.

sre · Organizations that need reliability engineering across services with error budgets and blameless incident response culture.

pam · Front-door assistant when requests mix personal advice, capture, and project execution.

gsd-planner · Turning approved plans into detailed specifications.

gsd-roadmapper · mapping requirements into executable phases with observable success criteria

ship-agent · deploying features to staging automatically and requesting approval for production

gsd-plan-checker · catching plans that look complete but won't actually achieve phase goals

README · coordinating parallel frontend, auth, and design work on the same feature

modeler · capturing and validating system architecture and design decisions

alert-engine-expert · Setting up production monitoring when alerts must minimize noise while catching real incidents

industrial-specialist · Coordinating industrial MEP and material-handling design in large warehouse/manufacturing projects

oss-hypothesis-former-agent · Analyzing collected security incident evidence to form testable hypotheses

leader · Coordinating multi-agent workflows without implementing directly

slash-command-finder · Mining conversation history to find candidate slash commands

deploy-agent · When rolling out driver updates to NVIDIA Jetson devices with automatic reboot and validation

helm-tester · When validating Helm chart changes against multiple deployment scenarios before production.

optimizer-hooks · When you need optimizer-hooks expertise as a specialist agent.

fast-mode-agent · When you need fast-mode-agent expertise as a specialist agent.

warden · Pre-install and pre-commit gates to prevent supply-chain vulnerabilities.

signal-normalizer · Converting messy user input into machine-friendly specs.

analytics-observability · Real-time observability of bot health, performance, and business metrics.

security-reviewer · Pre-deployment security hardening of LLM-powered Python tools.

auditor · Keeping spec and doc repositories consistent during rapid growth.

security · Automated security gates that don't slow down legitimate deployments.

security · Finding security vulnerabilities faster than manual code review.

ivo · Solving ivo-specific problems that require domain expertise.

reassignment-helper · Providing subagent-level automation for reassignment helper tasks.

cass-chat · When an AI Daemon needs real-time debugging, testing, or relationship-building with Cass beyond document-based coordination.

pm · When orchestrating multi-phase Figma-to-Webflow conversions that require approval gates, workspace state tracking, and parallel section builder coordination.

devops · When moving from Docker Compose dev environment to production Kubernetes, setting up liveness/readiness probes and external secrets.

Senior Project Manager · When you have a spec and need to break it into 30-60 minute developer tasks with exact file lists and acceptance criteria.

project-manager · When you have a PRD and need to break it into multi-agent task plans with proper routing and coordination.

devops · When you need to set up multi-stage Docker builds, CI/CD pipelines, and environment-variable management for the project.

shapeup · When you need to create well-shaped pitches with appetite, risk, and scope for cycle planning.

release · When you need to run smoke tests, bump versions, and submit build to App Store Connect with security audit trail.

observability-wirer · Instrumenting workflows with canonical span names and correlated trace IDs.

fpcm-project-manager · Decomposing complex multi-domain tasks and coordinating specialist agents.

dr-release-preflight · Pre-release validation of schemas, tests, changelogs, and compatibility in order.

build-engineer · Managing Xcode builds, code signing, and release archives with MCP integration.

merge-gate · Specialized subagent work that requires domain expertise and isolated context.

ops-review · Specialized subagent work that requires domain expertise and isolated context.

beatriz · Specialized subagent work that requires domain expertise and isolated context.

supabase-fixer · Specialized subagent work that requires domain expertise and isolated context.

qa-reporter · When findings must be formatted into a professional QA report with severity levels and consolidated coverage metrics.

fernanda · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.

legal-writer · When an app with real payments needs privacy policy, T&C, and compliance documents for India (DPDP Act 2023, Razorpay, Play Store).

gsd-verifier · When a work phase is complete and must verify that the codebase actually delivers the phase goal, not just that tasks completed.

team-manager · When GitHub team onboarding and offboarding needs orchestration across team membership, repo permissions, and access synchronization for multiple repos.

todo-manager · When todos must cross-check against CURRENT state before worktree launch.