The library

swarmwage · Handling specialized tasks that generic agents cannot perform.

planning-with-files · Multi-session planning where Markdown context outlives any single LLM conversation, across teams using different coding IDEs.

owlex · Multi-agent workflows requiring load-balancing or task-specific agents (Codex for code, Gemini for breadth, OpenCode for spec-driven generation).

forge · Multi-file refactors, full-stack features, or spec-driven work where parallel validation and retry beat sequential manual oversight.

desktop-commander · Local-only automation across text, code, PDFs, spreadsheets where client-side execution avoids cloud egress and latency.

pty-mcp · Long-lived interactive debugging, DevOps orchestration, or system administration where persistent PTY state beats stateless shell commands.

agenticmail · Multi-agent workflows coordinating via email threads (human-readable audit trail) instead of internal queues or cloud APIs.

business-growth-skills · Startup GTM (customer success manager hiring, sales engineering processes, RevOps setup, contract/proposal templates) via 5 pre-trained skills.

business-operations-skills · BizOps teams needing BPMN→bottleneck→fix workflows, vendor risk management, call-center capacity math, and process documentation with embedded validation.

c-level-skills · Founder, CEO, or board seeking 33-skill C-suite advisory (CEO, CTO, COO, CPO, CMO, CFO, CRO, CISO, CHRO, counsel, data, AI, customer officers, VPE) with forcing-question discipline.

c-level-agents · Executive team or board needing multi-role deliberation (CEO, CFO, CRO, CMO, CPO, COO, CHRO, CISO, Counsel, CDO, CAO, CCO, VPE) before major decisions.

chief-customer-officer-advisor · Chief Customer Officer or VP Customer Success sizing the CS org and kill list when GRR is stalling and NRR delta needs targeting.

vpe-advisor · VP of Engineering or Director of Eng optimizing delivery throughput (DORA), hiring funnel conversion, and org structure when execution velocity stalls.

compliance-os · When a company must align multi-framework compliance programs without building separate audit prep tracks.

google-workspace-cli · When administering Google Workspace across mail, drive, calendar, docs, and tasks requires CLI automation instead of manual UI clicking.

caveman · When technical writing must fit tight token budgets without sacrificing precision (e.g., API docs, complex prompts, reference material).

chaos-engineering · When improving system resilience requires controlled failure injection with documented hypothesis and error-budget impact, not guesswork.

docker-development · When production containers require optimized build time, minimal image size, and security hardening rather than default Docker patterns.

grill-me · When validating a plan or design requires relentless question-driven stress-testing rather than passive review.

handoff · Handing work from one agent session to the next without replicating artifacts already in git or project management systems

helm-chart-builder · Accelerating Helm chart authoring by enforcing dependency management, security patterns, and testing discipline from the start

kubernetes-operator · Building production Operators by enforcing the Operator pattern disciplines (CRD design, reconcile loops, idempotency, error handling) rather than generic Kubernetes knowledge

llm-cost-optimizer · Controlling LLM spend in production systems by routing between models, implementing caching, and observing token usage per feature

llm-wiki · Compounding knowledge over time by maintaining a persistent, contradiction-aware wiki instead of repeatedly querying RAG on the same sources

slo-architect · Structuring service reliability goals with defensible error budgets instead of ad-hoc alerting or targets disconnected from business risk

terraform-patterns · Structuring Terraform projects with reproducible module layouts, multi-environment state management, and policy enforcement instead of ad-hoc scripts

workflow-builder · Structuring multi-agent work by proposing proven orchestration topologies upfront instead of requiring users to architect their own workflows

email · Email-heavy users who want personalized triage (not generic filters) with automatic KB learning from new patterns.

handoff · Passing work to a fresh agent when session time/token limits are hit, without losing critical context or exposing secrets.

compliance-team-eu-ai-act · Compliance teams executing Article-level EU AI Act conformity work when risk classification and assessment routing must be locked down.

compliance-team-iso42001 · Compliance teams building ISO 42001 AIMS when gap analysis and audit planning must follow the standard's Clause 9.2 rigor.

research-ops-skills · Research teams spanning clinical, finance, market, and product domains when comprehensive research-ops infrastructure is needed across domains.

grants · Clinical researchers seeking NIH funding when preliminary positioning + institute targeting + submission timeline confidence is required.

claude-code-audit-stack · Cloud automation teams that deploy daemons via Claude Code and need adversarial verification that restarts actually succeeded (not just reported success).

claude-snapshot · Teams that onboard developers frequently and want to replicate a standardized Claude Code config across machines without manual setup.

foresight-intelligence · Strategic planners and policy analysts who need structured scenario thinking on complex macro questions (AI geopolitics, market dynamics) with both quick Claude answers and rigorous deterministic exploration.

gsd · Claude Code users who want structured task workflows with explicit planning, execution logging, and evidence-based verification rather than ad-hoc command sequences.

hooks-safety · Teams using Claude Code with destructive git and shell operations where accidental force-push or rm -rf would be catastrophic (startups, financial systems).

magic-codex · Large codebases where parallel agent work (e.g., feature team A + feature team B + reviewer) needs isolated environments and safe resumption after interruption.

msapps-apify-scraper · Automating large-scale web data extraction through pre-built, maintained Apify Actors.

msapps-cowork-mem · Continuing a multi-day task without re-reading long transcripts or losing context on past choices.

msapps-cowork-session-fixer · Unblocking a Cowork session failure without manual process restart or support ticket.

msapps-fix-chrome-connection · Quickly restoring Chrome MCP connectivity without uninstalling the extension.

msapps-gcloud-health-check · Pre-flight check before deploying to Cloud Run or debugging GCP permission issues.

msapps-github-health-check · Catching authentication or rate-limit issues before running batch GitHub operations.

msapps-google-drive-upload · Exporting Claude-generated documents to persistent cloud storage in one step.

msapps-mac-disk-cleaner · Freeing 10-50GB on dev MacBook without manually hunting build artifacts.

msapps-notion-memory · Long-term memory across weeks of sessions in a shared, human-readable knowledge base.

msapps-rtl-chat-fixer · Making Claude's Hebrew/Arabic responses readable without user manual copy-paste fixes.

msapps-session-backup · Protecting against accidental session deletion or Claude Code crashes.