multiplex-ai/muggle-ai-teams
AI workflow for Claude Code — describe what you want, get production-grade results. Code, content, design, planning. Built by MuggleTest.
ARCHETYPE
Orchestrator
A bench of specialised subagents. The main agent mostly delegates.
Copy this rig
# review before running: this installs third-party code $ npx degit multiplex-ai/muggle-ai-teams/agents ./rig-muggle-ai-teams/agents $ npx degit multiplex-ai/muggle-ai-teams/commands ./rig-muggle-ai-teams/commands $ npx degit multiplex-ai/muggle-ai-teams/skills ./rig-muggle-ai-teams/skills $ npx degit multiplex-ai/muggle-ai-teams/hooks ./rig-muggle-ai-teams/hooks
MCP servers are added to Claude Code at local scope; env vars are shown as YOUR_… placeholders — we never store values. Files are fetched with degit into a separate folder so you can review before merging.
$ npx degit multiplex-ai/muggle-ai-teams/skills/ab-test-setup .claude/skills/ab-test-setup $ npx degit multiplex-ai/muggle-ai-teams/skills/ad-creative .claude/skills/ad-creative $ npx degit multiplex-ai/muggle-ai-teams/skills/agent-harness-construction .claude/skills/agent-harness-construction $ npx degit multiplex-ai/muggle-ai-teams/skills/agentic-engineering .claude/skills/agentic-engineering $ npx degit multiplex-ai/muggle-ai-teams/skills/ai-first-engineering .claude/skills/ai-first-engineering $ npx degit multiplex-ai/muggle-ai-teams/skills/ai-regression-testing .claude/skills/ai-regression-testing $ npx degit multiplex-ai/muggle-ai-teams/skills/ai-seo .claude/skills/ai-seo $ npx degit multiplex-ai/muggle-ai-teams/skills/analytics-tracking .claude/skills/analytics-tracking $ npx degit multiplex-ai/muggle-ai-teams/skills/android-clean-architecture .claude/skills/android-clean-architecture $ npx degit multiplex-ai/muggle-ai-teams/skills/api-design .claude/skills/api-design $ npx degit multiplex-ai/muggle-ai-teams/skills/article-writing .claude/skills/article-writing $ npx degit multiplex-ai/muggle-ai-teams/skills/autonomous-loops .claude/skills/autonomous-loops $ npx degit multiplex-ai/muggle-ai-teams/skills/backend-patterns .claude/skills/backend-patterns $ npx degit multiplex-ai/muggle-ai-teams/skills/blueprint .claude/skills/blueprint $ npx degit multiplex-ai/muggle-ai-teams/skills/bun-runtime .claude/skills/bun-runtime $ npx degit multiplex-ai/muggle-ai-teams/skills/carrier-relationship-management .claude/skills/carrier-relationship-management $ npx degit multiplex-ai/muggle-ai-teams/skills/churn-prevention .claude/skills/churn-prevention $ npx degit multiplex-ai/muggle-ai-teams/skills/claude-api .claude/skills/claude-api $ npx degit multiplex-ai/muggle-ai-teams/skills/claude-devfleet .claude/skills/claude-devfleet $ npx degit multiplex-ai/muggle-ai-teams/skills/clickhouse-io .claude/skills/clickhouse-io $ npx degit multiplex-ai/muggle-ai-teams/skills/coding-standards .claude/skills/coding-standards $ npx degit multiplex-ai/muggle-ai-teams/skills/cold-email .claude/skills/cold-email $ npx degit multiplex-ai/muggle-ai-teams/skills/competitor-alternatives .claude/skills/competitor-alternatives $ npx degit multiplex-ai/muggle-ai-teams/skills/compose-multiplatform-patterns .claude/skills/compose-multiplatform-patterns $ npx degit multiplex-ai/muggle-ai-teams/skills/configure-ecc .claude/skills/configure-ecc $ npx degit multiplex-ai/muggle-ai-teams/skills/content-hash-cache-pattern .claude/skills/content-hash-cache-pattern $ npx degit multiplex-ai/muggle-ai-teams/skills/content-strategy .claude/skills/content-strategy $ npx degit multiplex-ai/muggle-ai-teams/skills/continuous-agent-loop .claude/skills/continuous-agent-loop $ npx degit multiplex-ai/muggle-ai-teams/skills/continuous-learning-v2 .claude/skills/continuous-learning-v2 $ npx degit multiplex-ai/muggle-ai-teams/skills/continuous-learning .claude/skills/continuous-learning $ npx degit multiplex-ai/muggle-ai-teams/skills/copy-editing .claude/skills/copy-editing $ npx degit multiplex-ai/muggle-ai-teams/skills/copywriting .claude/skills/copywriting $ npx degit multiplex-ai/muggle-ai-teams/skills/cost-aware-llm-pipeline .claude/skills/cost-aware-llm-pipeline $ npx degit multiplex-ai/muggle-ai-teams/skills/cpp-coding-standards .claude/skills/cpp-coding-standards $ npx degit multiplex-ai/muggle-ai-teams/skills/cpp-testing .claude/skills/cpp-testing $ npx degit multiplex-ai/muggle-ai-teams/skills/customs-trade-compliance .claude/skills/customs-trade-compliance $ npx degit multiplex-ai/muggle-ai-teams/skills/data-scraper-agent .claude/skills/data-scraper-agent $ npx degit multiplex-ai/muggle-ai-teams/skills/database-migrations .claude/skills/database-migrations $ npx degit multiplex-ai/muggle-ai-teams/skills/deep-research .claude/skills/deep-research $ npx degit multiplex-ai/muggle-ai-teams/skills/deployment-patterns .claude/skills/deployment-patterns
$ curl -fsSL --create-dirs -o .claude/agents/architect.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/architect.md $ curl -fsSL --create-dirs -o .claude/agents/backend-engineer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/backend-engineer.md $ curl -fsSL --create-dirs -o .claude/agents/build-error-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/build-error-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/chief-of-staff.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/chief-of-staff.md $ curl -fsSL --create-dirs -o .claude/agents/cpp-build-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/cpp-build-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/cpp-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/cpp-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/database-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/database-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/doc-updater.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/doc-updater.md $ curl -fsSL --create-dirs -o .claude/agents/docs-lookup.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/docs-lookup.md $ curl -fsSL --create-dirs -o .claude/agents/e2e-runner.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/e2e-runner.md $ curl -fsSL --create-dirs -o .claude/agents/frontend-engineer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/frontend-engineer.md $ curl -fsSL --create-dirs -o .claude/agents/general-engineer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/general-engineer.md $ curl -fsSL --create-dirs -o .claude/agents/go-build-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/go-build-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/go-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/go-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/harness-optimizer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/harness-optimizer.md $ curl -fsSL --create-dirs -o .claude/agents/java-build-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/java-build-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/java-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/java-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/kotlin-build-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/kotlin-build-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/kotlin-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/kotlin-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/loop-operator.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/loop-operator.md $ curl -fsSL --create-dirs -o .claude/agents/planner.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/planner.md $ curl -fsSL --create-dirs -o .claude/agents/python-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/python-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/refactor-cleaner.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/refactor-cleaner.md $ curl -fsSL --create-dirs -o .claude/agents/reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/rust-build-resolver.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/rust-build-resolver.md $ curl -fsSL --create-dirs -o .claude/agents/rust-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/rust-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/security-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/security-reviewer.md $ curl -fsSL --create-dirs -o .claude/agents/tdd-guide.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/tdd-guide.md $ curl -fsSL --create-dirs -o .claude/agents/ux-reviewer.md https://raw.githubusercontent.com/multiplex-ai/muggle-ai-teams/main/agents/ux-reviewer.md
This rig commits no guardrails. Here is the community baseline instead — the deny/ask rules most often found across all 7,204 rigs:
{
"permissions": {
"deny": [
"Read(./.env)",
"Read(**/.env)",
"Read(~/.ssh/**)",
"Bash(rm -rf *)",
"Read(**/*.pem)",
"Bash(rm -rf /)",
"Bash(git push --force:*)",
"Bash(sudo *)",
"Read(.env)",
"Bash(rm -rf /*)",
"Read(./.env.*)",
"Read(~/.aws/**)",
"Bash(git push --force*)",
"Bash(rm -rf:*)",
"Read(**/*.key)",
"Read(**/.env.*)",
"Bash(sudo:*)",
"Bash(git reset --hard*)",
"Bash(git reset --hard:*)",
"Read(.env.*)"
],
"ask": [
"Bash(git push:*)",
"Bash(git push *)",
"Bash(git commit:*)",
"Bash(rm *)",
"Bash(rm:*)",
"Bash(git rebase *)",
"Bash(wget *)",
"Bash(npm publish:*)",
"Bash(git commit *)",
"Bash(gh pr merge *)"
]
}
} Skills (150)
ab-test-setupad-creativeagent-harness-constructionagentic-engineeringai-first-engineeringai-regression-testingai-seoanalytics-trackingandroid-clean-architectureapi-designarticle-writingautonomous-loopsbackend-patternsblueprintbun-runtimecarrier-relationship-managementchurn-preventionclaude-apiclaude-devfleetclickhouse-iocoding-standardscold-emailcompetitor-alternativescompose-multiplatform-patternsconfigure-ecccontent-hash-cache-patterncontent-strategycontinuous-agent-loopcontinuous-learning-v2continuous-learningcopy-editingcopywritingcost-aware-llm-pipelinecpp-coding-standardscpp-testingcustoms-trade-compliancedata-scraper-agentdatabase-migrationsdeep-researchdeployment-patternsdjango-patternsdjango-securitydjango-tdddjango-verificationdmux-workflowsdocker-patternsdocumentation-lookupe2e-testingemail-sequenceenergy-procuremententerprise-agent-opseval-harnessexa-searchfal-ai-mediaform-crofoundation-models-on-devicefree-tool-strategyfrontend-patternsfrontend-slidesgeo-auditgeo-brand-mentionsgeo-citabilitygeo-comparegeo-contentgeo-crawlersgeo-llmstxtgeogeo-platform-optimizergeo-proposalgeo-prospectgeo-report-pdfgeo-reportgeo-technicalgolang-patternsgolang-testinginventory-demand-planninginvestor-materialsiterative-retrievaljava-coding-standardsjpa-patternskotlin-coroutines-flowskotlin-exposed-patternskotlin-ktor-patternskotlin-patternskotlin-testinglaravel-patternslaravel-securitylaravel-tddlaravel-verificationlaunch-strategylead-magnetsliquid-glass-designlogistics-exception-managementmarketing-ideasmarketing-psychologymcp-server-patternsnanoclaw-replnextjs-turbopacknutrient-document-processingonboarding-cropage-cropaid-adspaywall-upgrade-croperl-patternsperl-securityperl-testingplankton-code-qualitypopup-cropostgres-patternspricing-strategyproduct-marketing-contextproduction-schedulingprogrammatic-seoproject-guidelines-exampleprompt-optimizerpublish-to-cloudpython-patternspython-testingquality-nonconformanceralphinho-rfc-pipelinereferral-programregex-vs-llm-structured-textremotion-videoreturns-reverse-logisticsrevopsrust-patternsrust-testingsales-enablementschema-markupsearch-firstsecurity-reviewsecurity-scanseo-auditseo-competitor-pagesseo-contentseo-geoseo-hreflangseo-imagesseo-pageseo-planseo-programmaticseo-sitemapseo-technicalsignup-flow-crosite-architectureskill-stocktakesocial-contentspringboot-patternsspringboot-securityspringboot-tdd
Subagents (29)
| architect model: opus | Software architecture specialist for system design, scalability, and technical decision-making. Aware of Muggle AI monorepo architecture. Use when planning new features, refactoring large systems, or |
| backend-engineer model: sonnet | Backend specialist for muggle-ai-prompt-service. Implements API/service/data slices, runs quality gates, returns structured summaries. |
| build-error-resolver model: sonnet | Build and TypeScript error resolution specialist. Use PROACTIVELY when build fails or type errors occur. Fixes build/type errors only with minimal diffs, no architectural edits. Focuses on getting the |
| chief-of-staff model: opus | Personal communication chief of staff that triages email, Slack, LINE, and Messenger. Classifies messages into 4 tiers (skip/info_only/meeting_info/action_required), generates draft replies, and enfor |
| cpp-build-resolver model: sonnet | C++ build, CMake, and compilation error resolution specialist. Fixes build errors, linker issues, and template errors with minimal changes. Use when C++ builds fail. |
| cpp-reviewer model: sonnet | Expert C++ code reviewer specializing in memory safety, modern C++ idioms, concurrency, and performance. Use for all C++ code changes. MUST BE USED for C++ projects. |
| database-reviewer model: sonnet | PostgreSQL database specialist for query optimization, schema design, security, and performance. Use PROACTIVELY when writing SQL, creating migrations, designing schemas, or troubleshooting database p |
| doc-updater model: haiku | Documentation and codemap specialist. Use PROACTIVELY for updating codemaps and documentation. Runs /update-codemaps and /update-docs, generates project codemaps, updates READMEs and guides. |
| docs-lookup model: haiku | When the user asks how to use a library, framework, or API or needs up-to-date code examples, use Context7 MCP to fetch current documentation and return answers with examples. Invoke for docs/API/setu |
| e2e-runner model: sonnet | End-to-end testing specialist using Vercel Agent Browser (preferred) with Playwright fallback. Use PROACTIVELY for generating, maintaining, and running E2E tests. Manages test journeys, quarantines fl |
| frontend-engineer model: sonnet | Frontend specialist for muggle-ai-ui. Implements UI slices, runs quality gates, returns structured summaries. |
| general-engineer model: sonnet | General engineer for repos without a specialist (muggle-ai-mcp, muggle-ai-teaching-service). Implements slices, runs quality gates, returns structured summaries. |
| go-build-resolver model: sonnet | Go build, vet, and compilation error resolution specialist. Fixes build errors, go vet issues, and linter warnings with minimal changes. Use when Go builds fail. |
| go-reviewer model: sonnet | Expert Go code reviewer specializing in idiomatic Go, concurrency patterns, error handling, and performance. Use for all Go code changes. MUST BE USED for Go projects. |
| harness-optimizer model: sonnet | Analyze and improve the local agent harness configuration for reliability, cost, and throughput. |
| java-build-resolver model: sonnet | Java/Maven/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Java compiler errors, and Maven/Gradle issues with minimal changes. Use when Java or Spring Boot b |
| java-reviewer model: sonnet | Expert Java and Spring Boot code reviewer specializing in layered architecture, JPA patterns, security, and concurrency. Use for all Java code changes. MUST BE USED for Spring Boot projects. |
| kotlin-build-resolver model: sonnet | Kotlin/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Kotlin compiler errors, and Gradle issues with minimal changes. Use when Kotlin builds fail. |
| kotlin-reviewer model: sonnet | Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture violations, and common Android pitfalls. |
| loop-operator model: sonnet | Operate autonomous agent loops, monitor progress, and intervene safely when loops stall. |
| planner model: opus | Expert planning specialist for complex features and refactoring. Use PROACTIVELY when users request feature implementation, architectural changes, or complex refactoring. Automatically activated for p |
| python-reviewer model: sonnet | Expert Python code reviewer specializing in PEP 8 compliance, Pythonic idioms, type hints, security, and performance. Use for all Python code changes. MUST BE USED for Python projects. |
| refactor-cleaner model: sonnet | Dead code cleanup and consolidation specialist. Use PROACTIVELY for removing unused code, duplicates, and refactoring. Runs analysis tools (knip, depcheck, ts-prune) to identify dead code and safely r |
| reviewer model: opus | Code reviewer that runs three passes (quality, compliance, contract) on the full PR diff. Includes detailed checklists for Security, React, Node.js, and Performance. Returns structured MUST FIX / SHOU |
| rust-build-resolver model: sonnet | Rust build, compilation, and dependency error resolution specialist. Fixes cargo build errors, borrow checker issues, and Cargo.toml problems with minimal changes. Use when Rust builds fail. |
| rust-reviewer model: sonnet | Expert Rust code reviewer specializing in ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Use for all Rust code changes. MUST BE USED for Rust projects. |
| security-reviewer model: sonnet | Security vulnerability detection and remediation specialist. Use PROACTIVELY after writing code that handles user input, authentication, API endpoints, or sensitive data. Flags secrets, SSRF, injectio |
| tdd-guide model: sonnet | Test-Driven Development specialist enforcing write-tests-first methodology. Use PROACTIVELY when writing new features, fixing bugs, or refactoring code. Ensures 80%+ test coverage. |
| ux-reviewer model: opus | UI/UX reviewer for frontend slices. Evaluates scannability, visual hierarchy, interaction patterns, loading states, and accessibility. Returns structured findings with improvement suggestions. Does NO |
Slash commands (55)
/aside/build-fix/checkpoint/claw/code-review/cpp-build/cpp-review/cpp-test/devfleet/docs/e2e/eval/evolve/go-build/go-review/go-test/gradle-build/harness-audit/instinct-export/instinct-import/instinct-status/kotlin-build/kotlin-review/kotlin-test/learn-eval/learn/loop-start/loop-status/model-route/muggle-ai-teams/muggle-do/muggle-social/multi-execute/plan/pm2/projects/promote/prompt-optimize/python-review/quality-gate/refactor-clean/resume-session/rust-build/rust-review/rust-test/save-session/sessions/setup-pm/skill-create/skill-health/tdd/test-coverage/update-codemaps/update-docs/verify
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