The library

ingest · Content libraries needing semantic extraction and vault indexing with deduplication.

review · Code changes requiring quality audits, architecture review, and compliance checks.

handoff · Project transitions requiring context handoff and recipient task backlog preparation.

lessons · Recording discoveries and learnings during active development without breaking flow

OPSX: Apply · Structured multi-step feature implementation with artifact-based requirements and mid-flight design iteration

OPSX: Archive · Formal closure of a workflow change with audit trail and optional spec propagation to main

OPSX: Propose · Rapid capture of a new feature idea with complete artifact skeleton, ready for implementation

implement · Python feature development where test coverage and code quality are enforced from the start

run-build · Delegating implementation work from a coordinator to a specialist agent in a mobile workflow

monitor-mr · Autonomous completion of MR/PR feedback loop from review comments through CI green

ralph-loop · Resuming a multi-story software delivery where some stories have mid-attempt feedback and CI integration is critical

risk-review · Proactive identification of project showstoppers and hidden assumptions before they derail delivery

remediate-dependabot-alerts · Batch remediation of security vulnerabilities with comprehensive breaking-change migration and test validation

ntag424-plan · Scoping and designing NFC tag security before implementation (authentication, access control, loyalty)

sync-schemas · Iterative tightening of schemas to match real data without losing type strictness

new-skill · Rapid skill creation with automatic indexing and discoverable frontmatter

sales-skill · Ad-hoc execution of individual sales workflow skills with real-time UI updates

cozempic · Slimming bloated sessions without losing critical context, enabling longer conversations in constrained token budgets

schema-validation · Centralized routing for plugin marketplace and schema validation across multiple backends

analyst · Exploratory investigation of datasets when the question is broad (profile, compare, find patterns) vs narrow hypothesis testing

code-reviewer · Structured peer review of code changes before merge, catching bugs and style violations early

data-engineer · Building reliable, tested data infrastructure when source systems are messy or heterogeneous

ml-engineer · End-to-end model development from data to evaluation when baselines and production requirements are specified

tech-lead · Complex features requiring coordination across data, model, and deployment teams.

backend-engineer · Building type-safe backend services with validated request/response contracts.

code-reviewer · Catching bugs, security issues, and style violations before merge.

devops-engineer · Building reproducible deployments with automated CI/CD pipelines.

frontend-engineer · Building accessible, type-safe frontend interfaces with server state management.

tech-lead · Complex features requiring coordination across data, model, and deployment teams.

code-reviewer · Catching bugs, security issues, and style violations before merge.

ios-engineer · Building production-quality iOS features with structured concurrency.

tech-lead · Complex features requiring coordination across data, model, and deployment teams.

test-engineer · Ensuring code correctness and preventing regressions via automated testing.

ui-designer · Creating beautiful, accessible interfaces that meet design and usability standards.

doc-reviewer · Catching outdated or inaccurate documentation before publication.

heartbeat · Continuous health monitoring with rapid incident response.

qa-reviewer · Validating user-facing features before production release.

security-reviewer · Detecting OWASP Top 10 issues and enforcing secure-by-default patterns.

bundle-engineer · Reproducible, versioned distribution of reusable agent skills.

cookbook-curator · Curating discoverable, well-organized recipe collections by use case.

cookbook-writer · Creating accessible, copy-paste-ready agent recipes with clear steps.

docs-author · Producing comprehensive, auto-generated API docs that stay in sync with code.

docs-cookbook-sync · Preventing drift between source code and documentation/recipes.

docs-release-auditor · Establish truth about shipped vs planned features before docs edits

docs-roadmap-qa · Catch release/docs mismatches before they ship to users

interactive-projection-integrator · Prevent parallel-agent edit conflicts while wiring a single feature

interactive-projection-lead · Decompose a hybrid physical+code feature into non-blocking waves

interactive-projection-prototyper · Answer: does the visual feel alive on the wall, and can an operator calibrate it?

interactive-projection-qa · Verify offline gates (schema/CLI/docs) before trusting live projection state

interactive-projection-tool-builder · Implement in isolation so multiple builders can work in parallel without conflicts