The library

chart-qa-verifier · validating dashboard visualizations match requirements and data integrity

security-reviewer · auditing security policies for credential handling and secrets rotation

pro-orb · refining product narrative and pitch positioning

modeler · capturing and validating system architecture and design decisions

golang-developer · implementing Go microservices with idiomatic patterns

zipline-researcher · integrating Zipline data pipeline and execution framework

procgen-classifier · Distinguishing procedural generation questions from general graphics/ML queries before dispatching to specialized PCG agent

realtime-architect · Architecting presence systems and collaborative editing when latency < 5s and horizontal scaling needed

deep-review-python · Anchoring Python style findings in public PEPs (8/20/257) during code review

compliance-checker · Catching semantic spec violations—code that references a clause but violates its intent

fd-json-schema-gen · Catching API contract bugs where generated schema rejects valid v2 payloads or accepts malformed v1

debugger · Production incidents or complex bugs where root cause is unclear and multi-hypothesis investigation needed

reviewer · Narrowly scoped second pass after fixes when prior review evidence exists

kg-agent · Knowledge graph construction from domain-specific structured data when precision is measurable

explorer · Starting a research project when you need to know what data exists and how hard it is to access

academic-researcher · Literature assembly when you need verifiable, locally-cached citations with evidence of download success

qa-dependency-audit · Pre-deployment QA when you need a single report combining vulnerabilities, outdated packages, and strictness findings

release-pr-reviewer · Gate releases when version consistency across files and changelog completeness must be verified

frontend-3d-builder · Building browser-based 3D visualizations when performance budget is tight and delivery is web-only

auditor-supplychain · Periodic supply chain reviews when vendor compliance and risk must be assessed systematically

cell-config-auditor · Configuration validation when cells have interdependencies and schema alone is insufficient

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

architect · Major system design when scale, latency, and reliability must be balanced against cost and complexity

tech-stack-evaluator · Making technology choices when multiple viable stacks exist and risk/learning time must be weighed

documentation · Creating maintainable documentation when API stability is high and examples must stay in sync with code

pre-commit · Preventing common errors (linting, format, secrets) from entering main branch when consistency is valued

voyager-skill-creator · Automating multi-step recurring workflows without writing shell scripts directly

performance · Catching O(n²) loops, N+1 queries, and async-blocking patterns that pass tests but fail in production

zzaia-meta-agent · Creating new specialized agents without manually writing configuration boilerplate

spec-naming-validator · Enforcing consistent BDD-style test naming across multi-component C# test suites

gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics

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

fd-prompt-engineering · Catching ambiguous instructions that will cause agents to behave unexpectedly in production

site-keeper · Proactive nightly health checks that catch errors before incidents vs. reactive on-call firefighting

backend-dev · Rapid backend implementation with persistent context to avoid repeating work across sessions

bug-auditor · Systematic bug hunt across a codebase before major releases

eleventy-webc-migrator · Scaling Eleventy sites with modern component scoping and asset bundling

fastapi-backend-expert · Rapid FastAPI backend development with multi-model fallback and user-provided API key management

sv-security-reviewer · Pre-merge security gate for open-source projects shipping to app stores

prd-feature · Keeping PRD documentation synchronized with active development

heady-observer · Monitoring multi-agent workflows for drift or unexpected behavior changes

swarm-pr · Parallel specialist reviews (security, perf, correctness) in one coordinated workflow

codebase-analyst · Onboarding to unfamiliar codebases or assessing code health before major refactors

business-analyst · Translating technical decisions into business language for non-technical stakeholders

platform-backend-expert · Building multi-tenant SaaS platforms with complex backend orchestration

gitnexus-security-boundary-reviewer · Enforcing security boundaries in microservice or plugin architectures

exec-compile-specialist · Building large C++ projects with automatic GPU detection and incremental compilation

agent-creator · Bootstrapping Agency Swarm v1.0.0 projects with standard folder layouts

golang-tester · Creating balanced test coverage for transpilers and language features

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