AI Agent Skills
A skill collection that enables collaborative development with a team of specialized AI agents.
Features
- 132 Specialized Agents - Covering bug investigation, testing, security, UI/UX, AI/ML, observability, and more
- Nexus Orchestrator - Analyzes tasks and automatically designs optimal agent chains
- Platform Agnostic - Works with Claude Code, Codex CLI, Antigravity CLI, and others
Quick Start
Installation
# For Claude Code
git clone https://github.com/simota/agent-skills.git ~/.claude/skills
# For other platforms
git clone https://github.com/simota/agent-skills.git /path/to/your/skills
Usage
/Nexus I want to implement a login feature
/Scout Investigate the cause of this bug
/Radar Improve test coverage
/Vision I want to redesign the dashboard with a modern look
Overview
This repository contains 132 specialized AI agents covering various aspects of software development. Each agent specializes in a specific domain and is coordinated by the Nexus orchestrator.
Agent Catalog
Category-by-category catalog for all 132 agents.
Orchestration
| Agent | Description | Output |
|---|---|---|
| Nexus | "The right agent at the right time changes everything." - Team orchestrator. Decomposes requests and designs optimal agent chains | Prompts, progress management |
| Sherpa | "The mountain doesn't care about your deadline. Plan accordingly." - Task decomposition guide. Breaks complex tasks into atomic steps completable within 15 minutes | Checklists |
| Architect | "Every agent is a possibility. Every SKILL.md is a birth certificate." - Meta-designer that creates new skill agents. Ecosystem gap analysis, duplication detection, SKILL.md generation | SKILL.md, references |
| Rally | "One task, many hands. Parallel by design." - Multi-session parallel orchestrator. Spawns and manages multiple Claude instances via Claude Code Agent Teams API for concurrent task execution | Team management, parallel execution |
| Titan | "Give me a dream. I'll give you the product." - Product lifecycle meta-orchestrator. Coordinates all agents across 9 phases (DISCOVER→BUILD→LAUNCH→EVOLVE) to deliver complete products from ambiguous goals | Product delivery |
| Sigil | "Every project has patterns waiting to become power." - Dynamic skill generator. Analyzes project codebases, discovers patterns and conventions, and generates optimized Claude Code skills for the project's .claude/skills/ directory |
Project-specific skills |
| Orbit | "Give me a goal. I'll give you a runner that finishes." - Nexus-autoloop completion specialist. Generates completion scripts, operation contracts, and audits for autonomous loop execution | Runner scripts, contracts |
| Darwin | "Ecosystems that cannot sense themselves cannot evolve themselves." - Ecosystem self-evolution orchestrator. Detects project lifecycle phase, evaluates agent relevance, integrates cross-cutting knowledge, and evolves the entire ecosystem | Ecosystem Fitness Score, evolution proposals |
| Lore | "Forgotten lessons are lessons repeated. Institutional memory is the compound interest of experience." - Memory curator for cross-ecosystem knowledge integration. Discovers common patterns from agent journals, catalogs them, and distributes to relevant agents. Knowledge decay detection and best practice propagation | METAPATTERNS.md, knowledge insights |
| Gauge | "What gets measured gets managed. What gets audited gets normalized." - SKILL.md normalization auditor and self-evolving compliance agent. Scans all skills against the 19-item checklist, classifies violations with P0-P3 priority, generates concrete fix snippets, and evolves detection patterns via web research. No code written | Compliance reports, fix plans, dashboards |
| Atelier | "Design decided upstream. Assets produced downstream. atelier is the studio floor in between." - Design-to-implementation pipeline orchestrator for the code-to-visual-to-code closed loop. Coordinates Vision → Muse/Frame → Forge → Artisan → Vitrine → Canvas to deliver design extraction, prototypes, visual assets, slides, and production together while persisting a project design system across downstream agents | Design system package, integrated deliverables |
| Bazaar | "A landing page is one promise, one path, one decision. bazaar runs the studio that delivers all three." - Super-premium LP studio chain orchestrator. Composes Field → Cast → Pulse → Funnel → Vision → Saga → Compete → Muse → Flow → Artisan → Growth → Bolt → Judge → Launch into a recipe-selected, stage-gated pipeline (Discover → Audience → Strategy → Structure → Design → Build → Optimize → Verify → Launch) enforcing 6 craft axes — Design, Animation, Branding, Marketing, SEO, IA — each with explicit rubric and ship threshold | 6-axis-rubric-passed LP package, CVR-tuned production code, brand-coherent visuals, motion on tokens, schema-valid SEO, GEO citation-ready, analytics live |
| Compass | "When in doubt, ask Compass. It finds the right skill for you among 132." - Skill ecosystem navigator and onboarding guide. Lists agents, recommends best fit for tasks, and helps newcomers discover the right specialist | Recommendations, agent maps |
| Loom | "Many threads, one fabric — design the operating layer as a system." - Project operating-layer designer. Blueprints the coherent set of project-local skills, repo-tailored recipes, and skill-plus-agent workflows a repository needs together as one system, then delegates body authoring to Sigil and runtime routing to Nexus | Operating-layer blueprint, routing map, recipe/workflow specs |
| Prune | "A garden grows by what you cut, not what you plant." - Ecosystem cleanup auditor. Audits the agent roster for overlap, redundancy, and inactivity, then proposes merge candidates and sunset plans with evidence and archive instructions. Propose-only, no execution | Merge/sunset proposals, archive instructions |
Investigation & Planning (Non-coding)
| Agent | Description | Output |
|---|---|---|
| Scout | "Every bug has a story. I read the ending first." - Bug investigation and root cause analysis (RCA). Identifies reproduction steps and fix locations | Investigation report |
| Ripple | "Every change sends ripples. Know where they land before you leap." - Pre-change impact analysis. Evaluates risk from both vertical (dependencies, affected files) and horizontal (pattern consistency, naming conventions) perspectives | Impact analysis report |
| Spark | "The best feature is the one users didn't know they needed." - Feature proposals. Suggests features leveraging existing data/logic as Markdown specs | Specification document |
| Compete | "Know your enemy. Know the market. Know yourself." - Competitive research, differentiation, and positioning. SWOT analysis, feature matrices | Competitive analysis report |
| Voice | "Feedback is a gift. Analysis is unwrapping it." - User feedback collection, NPS survey design, sentiment analysis, and insight extraction | Feedback report |
| Plea | "I am your user. I feel every day what you overlook." - Synthetic user advocate. Role-plays as diverse end-user personas to generate authentic feature requests, surface unmet needs, and challenge team assumptions | Feature request report |
| Field | "Good research asks the right questions. Great research changes what you thought was the question." - User research design, interview guides, qualitative analysis, persona/journey map creation | Research report |
| Trace | "Every click tells a story. I read between the actions." - Session replay analysis, per-persona behavioral pattern extraction, UX problem storytelling. Works with Field/Echo | Behavioral analysis report |
| Canon | "Standards are the accumulated wisdom of the industry. Apply them, don't reinvent them." - Investigates and analyzes using global/industry standards. Evaluates compliance with OWASP/WCAG/OpenAPI/ISO 25010, detects violations, and suggests improvements | Compliance report |
| Lens | "See the code, not just search it." - Codebase comprehension specialist. Systematically investigates code structure, feature exploration, and data flow tracing for questions like "Does feature X exist?", "How does flow Y work?", "What is this module's responsibility?" | Investigation report |
| Magi | "Three minds, one verdict. Consensus through diversity." - Multi-perspective decision making from three viewpoints (Logic, Empathy, Pragmatism). Architecture selection, tradeoff analysis, Go/No-Go decisions | Decision report |
| Flux | "Bend the light. See what was always there." - Thinking refraction engine. Challenges assumptions, combines cross-domain knowledge, and shifts perspectives to produce reframed problem statements. Cynefin-based framework selection, Serendipity Injection, 10+ thinking frameworks. No code written | Reframing package, Insight Matrix, Blind Spot Report |
| Riff | "The best ideas don't arrive. They evolve — one riff at a time." - Interactive brainstorming partner that deepens ideas through iterative dialogue using four thinking modes (Expand/Propose/Evaluate/Subtract). No code written | Brainstorming session output |
| Cast | "Personas are not invented. They are discovered, born, and evolved." - Persona casting agent. Rapid generation, registry management, lifecycle tracking, and cross-agent distribution of personas from diverse inputs | Persona registry |
| Helm | "A ship without a destination has no favorable wind. A ship without a helm has no direction at all." - Business strategy simulation agent. Integrates financial/market/competitive data for short/mid/long-term simulations. SWOT/PESTLE/Porter analysis, scenario planning, KPI forecasting, strategy roadmap generation. No code written | Strategy simulation report |
| Accord | "Three teams, one truth." - Cross-team specification architect. Creates integrated spec packages across Business, Development, and Design teams using progressive refinement templates (L0 Vision > L1 Requirements > L2 Team-specific details > L3 Acceptance criteria). No code written | Integrated spec package, traceability matrix |
| Matrix | "Infinite combinations, finite resources. Matrix finds the minimum that covers the maximum." - Universal multi-dimensional analysis agent. Controls combinatorial explosion from arbitrary axis×value inputs. Minimum coverage set selection, execution planning, and prioritization across all domains (testing, deployment, UX validation, risk assessment, compatibility). No code written | Matrix analysis, coverage optimization plan |
| Quest | "Every great game starts with a question the player cannot resist answering." - Game planning & production agent. GDD authoring, balance math (DPS/TTK/Elo), narrative design, economy modeling, systems design, player psychology frameworks, production planning, game market research. No code written | GDD, balance sheets, economy models, system specs, game research briefs |
| Saga | "Every product has a story. Every story has a hero. Make the customer the hero." - Narrative design agent. Structures product and feature use cases as customer-centric stories. StoryBrand SB7, Pixar Story Spine, Hero's Journey, JTBD frameworks, pitch narratives, onboarding stories, transformation arcs. No code written | Narrative document |
| Omen | "Plan for the worst. Build for the best." - Pre-mortem analysis and failure mode enumeration. Systematically identifies failure scenarios, scores with RPN/AP. No code written | Pre-mortem report |
| Rank | "Every priority tells a story of trade-offs." - Priority quantification. Scores and orders competing items using ICE/RICE/WSJF/MoSCoW/Kano frameworks. No code written | Priority report |
| Sage | "Tell me what you're avoiding." - YC-style office hours advisory. Surfaces the #1 bottleneck via socratic probing, gives pattern-matched honest feedback, detects founder anti-patterns, and extracts concrete 1-2 week action items. No code written | Office hours session output (bottleneck + actions) |
| Ascent | "Plan the climb before you take the first step." - Career strategist for job change, side-business, and independence. Self-analysis, market & salary research, positioning, skill-gap plans, job search (target lists, tracker, outreach), interview prep, and salary negotiation. Advisory only — no code | Career strategy, job-search tracker, interview prep |
| Guild | "Hire the team you can build with — design the process before the offer." - Hiring process and team structure designer (employer side). Recruitment strategy, job descriptions, competency matrices, interview rubrics, scorecards, candidate-journey maps, 30/60/90 onboarding, and bias-reduction checklists. No code | Hiring process docs, rubrics, onboarding plans |
| PDM | "Show where the project stands — planned, built, and the gap between." - Project delivery status navigator (PdM-style, read-only). Reconciles planned scope (specs/issues/roadmap/PRD) against implemented code to produce feature inventories, unimplemented-feature lists, roadmap rollups, and WBS views | Feature inventory, gap list, roadmap rollup |
| Summon | "Channel the mind, not the mouth — documented thinking, never fabricated words." - Notable-figure thinking lenses. Channels the documented mental models, heuristics, and decision-style of named figures and applies them to your problem as advisory lenses. No code | Multi-perspective advisory lenses |
Scout > Ripple > Builder chain: Scout (bug investigation) > Ripple (fix impact analysis) > Builder (implementation) Ripple > Guardian chain: Ripple (impact analysis) > Guardian (PR strategy) Field > Trace > Echo chain: Field (persona definition) > Trace (real-data validation) > Echo (simulation confirmation) Sentinel > Canon > Builder chain: Sentinel (vulnerability detection) > Canon (OWASP compliance evaluation) > Builder (fix implementation) Gateway > Canon > Gateway chain: Gateway (API design) > Canon (OpenAPI/RFC compliance check) > Gateway (corrections) Echo > Canon > Palette chain: Echo (UX issues) > Canon (WCAG compliance evaluation) > Palette (accessibility fixes) Field > Cast > Echo chain: Field (research data) > Cast (persona integration) > Echo (UI validation) Trace > Cast chain: Trace (behavioral data) > Cast (persona evolution)
Git/PR Management
| Agent | Description | Output |
|---|---|---|
| Guardian | "Every commit tells a story. Make it worth reading." - Git/PR gatekeeper. Signal/Noise analysis of changes, commit granularity optimization, branch naming, PR strategy proposals | Analysis report, PR preparation |
| Harvest | "Code writes history. I harvest its meaning." - PR information collection and report generation. Fetches PR info via gh commands to auto-generate weekly/monthly reports and release notes | Work reports, release notes |
| Launch | "Shipping is not the end. It's the beginning of accountability." - Release management. Versioning strategy, CHANGELOG generation, release notes, rollback plans, feature flag design | Release plans, CHANGELOG |
| Trail | "Every bug has a birthday. Every regression has a parent commit. Find them." - Git history investigation, regression root cause analysis, code archaeology. Travels back in time to uncover the truth | History investigation report |
Guardian > Judge > Zen chain: Guardian (PR preparation) > Judge (review) > Zen (fixes) Guardian > Launch chain: Guardian (change analysis) > Launch (release plan) Trail > Scout chain: Trail (regression identification) > Scout (detailed investigation)
Quality Assurance
| Agent | Description | Output |
|---|---|---|
| Radar | "Untested code is unfinished code." - Unit/integration test addition, flaky test fixing, coverage improvement | Test code |
| Voyager | "E2E tests are the user's advocate in CI/CD." - E2E test specialist. Playwright/Cypress setup, Page Object design, visual regression, CI integration | E2E test code |
| Sentinel | "Security is not a feature. It's a responsibility." - Static security analysis (SAST), vulnerability pattern detection, input validation | Security fixes |
| Probe | "A system is only as secure as its weakest endpoint." - Dynamic security testing (DAST), OWASP ZAP/Nuclei integration, penetration testing | Vulnerability report |
| Vigil | "Detection is not a feature. It is the immune system of your infrastructure." - Detection Engineering agent. Sigma/YARA rule design, detection coverage mapping (MITRE ATT&CK), threat hunting hypothesis design, Purple Team Blue side execution, Detection-as-Code CI/CD integration | Detection rules, coverage maps |
| Cull | "The worm leaves a husk. Find it before it sheds again — but never pull the husk while the worm is still inside." - Supply-chain malware infection scanner. IoC-based local scan + safe eradication for npm/PyPI worm campaigns (Mini Shai-Hulud, S1ngularity, lottie-player). Detects OS persistence (LaunchAgent/systemd), IDE-hook implants, lockfile pins, and known C2/exfil traces. Persistence-first ordering prevents rm -rf ~/ retaliation; rotation runbook is gated on eradication-verified |
Infection report, eradication runbook |
| Judge | "Good code needs no defense. Bad code has no excuse." - Code review via codex review, automated PR review, pre-commit checks, AI hallucination detection | Review report |
| Zen | "Clean code is not written. It's rewritten." - Refactoring and code quality improvement (behavior unchanged) | Code improvements |
| Sweep | "Dead code is technical debt that earns no interest." - Unused file detection, dead code identification, orphaned file discovery, safe deletion proposals | Cleanup proposals |
| Attest | "Specs are truth. Code is evidence. Attest finds the gaps." - Specification compliance verifier. Extracts acceptance criteria from specs, generates BDD scenarios, and adversarially probes for gaps between spec and implementation. Issues CERTIFIED/CONDITIONAL/REJECTED verdicts | Compliance report, BDD scenarios |
| Siege | "Break it before users do. Fix it before they notice." - Advanced testing specialist. Load testing (k6/Locust/Artillery), contract testing (Pact CDC), chaos engineering, mutation testing, resilience pattern verification | Test results, resilience reports |
| Void | "The best code is the code that was never written." - YAGNI enforcement, scope cutting, complexity reduction proposals. Challenges existence of every feature/abstraction with 5 questions and Cost-of-Keeping Score | Subtraction proposals |
| Mint | "Good tests deserve great data." - Test data and fixture generation specialist. Factory patterns, boundary value generation, synthetic data, seed management | Test data, fixtures |
| Oath | "Trust is earned through evidence, not intention." - Regulatory compliance and audit agent. SOC2/PCI-DSS/HIPAA/ISO 27001 control mapping, audit trail design, Policy as Code | Reports, checklists |
| Breach | "Think like an attacker. Defend like an engineer." - Red team engineering. Attack scenario design, threat modeling, MITRE ATT&CK/OWASP frameworks, Purple Team exercises, AI/LLM red teaming | Security assessment |
| Cloak | "Privacy is not a feature. It's a right." - Privacy engineering and data governance. PII detection, data flow mapping, consent management, GDPR/CCPA-compliant code implementation | Privacy assessment |
| Chain | "Treat every third-party skill like an npm install. Audit before invoking." - Skill/plugin/MCP supply-chain auditor. Treats SKILL.md, bundled scripts, MCP server defs, hooks, and .claude/ config as third-party software. Generates sha256 manifests, scans for Unicode Tag injection, detects curl-pipe + credential-exfil patterns, and pins MCP tool descriptions against rug-pulls |
Supply-chain audit, sha256 manifest |
| Snap | "Identifier first, snapshot always." - iOS UI automation specialist. XCUITest targets, accessibility-identifier-driven queries, programmatic screenshot capture, Swift Page Objects, status-bar-clean sessions, and fastlane snapshot pipelines for App Store assets with xcodebuild+xcresulttool CI | XCUITest code, screenshot pipelines |
Implementation
| Agent | Description | Output |
|---|---|---|
| Builder | "Types are contracts. Code is a promise." - Production implementation. Type-safe craftsman with TDD, Event Sourcing, CQRS, and performance optimization. Detects spec ambiguity, supports auto-handoff from Forge | Production code |
| Artisan | "Prototypes promise. Production delivers." - Production frontend implementation craftsman. React/Vue/Svelte, Hooks design, state management, Server Components, form handling, data fetching | Frontend code |
| Forge | "Done is better than perfect. Ship it, learn, iterate." - Prototyping. Prioritizes working software over perfection. Outputs types.ts, errors.ts, forge-insights.md for Builder handoff | MVP/PoC |
| Native | "Every pixel ships. Every platform matters." - Pure-native mobile implementation specialist for iOS (Swift 6.3 + SwiftUI + Liquid Glass) and Android (Kotlin 2.4+ + Jetpack Compose + Material 3 Expressive). Production-quality features with @Observable / Swift Concurrency, Compose Strong Skipping + Type-safe Navigation, SwiftData / Room, Credential Manager + Passkeys, Privacy Manifest, edge-to-edge, predictive back, Live Activities, App Intents, Foundation Models / Gemini Nano, store compliance, and per-store staged rollout. React Native / Flutter / KMP / CMP are out of scope | Code |
| Pixel | "Every pixel matters. Fidelity is non-negotiable." - Faithful reproduction agent. Generates pixel-accurate HTML/CSS from image mockups (PNG/JPG/screenshots) and performs visual verification | HTML/CSS code |
| Tick | "The loop is the heartbeat. Everything else is what happens between beats." - Engine-agnostic game architecture implementer. Game loop, ECS, game state, collision/physics integration, save/load, and netcode foundations | Game architecture code |
AI/ML
| Agent | Description | Output |
|---|---|---|
| Oracle | "AI is only as good as its architecture. Design it, measure it, trust nothing." - AI/ML design and evaluation specialist. Prompt engineering, RAG architecture, LLM application patterns, safety guardrails, evaluation frameworks, MLOps, cost optimization | Design specs, evaluation reports |
Oracle > Builder > Radar chain: Oracle (AI/ML design) > Builder (implementation) > Radar (tests) Oracle > Stream > Builder chain: Oracle (RAG design) > Stream (data pipeline) > Builder (implementation) Oracle > Sentinel > Oracle chain: Oracle (safety design) > Sentinel (security review) > Oracle (refinement)
Performance
| Agent | Description | Output |
|---|---|---|
| Bolt | "Speed is a feature. Slowness is a bug you haven't fixed yet." - Application performance improvement. Frontend (re-render reduction) and backend (N+1 fix) optimization | Optimized code |
| Tuner | "A fast query is a happy user. A slow query is a lost customer." - DB performance optimization. EXPLAIN ANALYZE analysis, index recommendations, slow query improvement | Query optimization |
Observability/SRE
| Agent | Description | Output |
|---|---|---|
| Beacon | "You can't fix what you can't see. You can't see what you don't measure." - Observability and reliability engineering specialist. SLO/SLI design, distributed tracing, alerting strategy, dashboard design, capacity planning, toil automation | SLO definitions, observability specs |
Beacon > Gear > Builder chain: Beacon (observability design) > Gear (monitoring implementation) > Builder (instrumentation) Triage > Beacon > Gear chain: Triage (incident postmortem) > Beacon (monitoring improvements) > Gear (implementation)
UI/UX
| Agent | Description | Output |
|---|---|---|
| Vision | "Design is not how it looks. Design is how it feels." - Creative direction. Design direction decisions, Design System creation, Muse/Palette/Flow/Forge orchestration | Design strategy |
| Palette | "Usability is invisible when done right, painful when done wrong." - Usability improvement, cognitive load reduction, a11y support | UX improvements |
| Muse | "Tokens are the DNA of design. Mutate them with care." - Design token application, spacing/border-radius/shadow unification, dark mode support | Visual improvements |
| Flow | "Motion creates emotion. Animation breathes life." - UI animation, hover effects, loading states, modal transitions | Animations |
| Echo | "I don't test interfaces. I feel what users feel." - Persona validation. Embodies users to report confusion points in UI flows | UX report |
| Vitrine | "Components without stories are components without context." - Storybook story creation, catalog management, Visual Regression integration. CSF 3.0 format | Storybook Stories |
| Prose | "Words are the smallest unit of design. Get them wrong, and nothing else matters." - User-facing text specialist. Microcopy, error messages, voice & tone framework, onboarding copy, accessibility text | Copy guidelines, content specs |
| Frame | "Design speaks in pixels. I translate it to code." - Figma MCP Server bridge agent. Extracts and structures design context from Figma for implementation agents. Design-to-code bridging, Code Connect management, design system rule extraction. No code written | Structured design context, design system rules |
| Ink | "Every stroke serves a purpose." - SVG icon/illustration generation, icon system design, and sprite symbol construction | SVG assets |
| Glance | "If the player can't read it at a glance, it isn't UI — it's noise on top of the game." - Game UI/UX designer (no code). HUD & diegetic UI, menu/inventory flow, controller & console navigation, game accessibility, and genre UI conventions | Game UI/UX design specs |
Documentation
| Agent | Description | Output |
|---|---|---|
| Scribe | "A specification is a contract between vision and reality." - Document writer for PRD/SRS/HLD/LLD, implementation checklists, and test specifications | Specs, design docs |
| Quill | "Code tells computers what to do. Documentation tells humans why." - JSDoc/TSDoc additions, README updates, typing any to proper type definitions |
Documentation |
| Morph | "A document is timeless. Its format is temporary." - Document format conversion (Markdown <> Word/Excel/PDF/HTML). Converts Scribe specs and Harvest reports to various formats | Converted documents |
| Tome | "Changes are forgotten. Knowledge endures." - Transforms repository changes into detailed learning documentation. Explains terminology, flows, design decisions, and anti-patterns | Learning docs |
| Clause | "Every clause carries weight. Every omission carries risk." - Legal document review for Terms of Service, Privacy Policy, and Tokushoho compliance. Clause gap detection and risk flagging | Legal review report |
| Zine | "The hook earns the second paragraph." - External-facing tech blog/article series authoring for note/Zenn/Qiita/dev.to. Hook design, article structure, platform-specific tuning, multi-episode series management | Published articles, series index |
| Agora | "Design the objective first; the lesson follows the evidence." - Learning and curriculum designer. Measurable objectives, prerequisite checks, curriculum maps, lesson plans, materials, quizzes, and assessment rubrics aligned via Bloom's taxonomy + backward design. No code | Curricula, lesson plans, rubrics |
Scribe vs Quill vs Morph vs Tome vs Zine responsibilities:
- Scribe: Project documentation (PRD, SRS, design docs, checklists, test specifications)
- Quill: Code documentation (JSDoc/TSDoc, README, type definitions)
- Morph: Format conversion (Markdown > PDF/Word/HTML, etc.)
- Tome: Change-based learning materials (design decisions, terminology, anti-patterns from diffs)
- Zine: External-facing articles for public platforms (note/Zenn/Qiita/dev.to), series management
Visualization
| Agent | Description | Output |
|---|---|---|
| Canvas | "A diagram is worth a thousand lines of documentation." - Design visualization. Converts code, specs, and context into Mermaid diagrams or ASCII art (flowcharts, sequence diagrams, state machines, class diagrams, ER diagrams, etc.) | Mermaid diagrams / ASCII Art |
| Sketch | "From words to worlds, prompt to pixel." - AI image generation code craftsman. Produces production-ready Python code for image generation via Gemini API. Prompt engineering, batch generation, cost estimation | Python code |
| Dot | "Every pixel is a decision. Every constraint is a creative opportunity." - Pixel art specialist. Generates pixel art via code (SVG/Canvas/Phaser 3/Pillow/CSS). Palette design, spritesheets, tilesets, frame animation, Antigravity CLI delegation for SVG generation | Pixel art code (SVG/Canvas/CSS) |
| Cue | "Every frame tells a story." - Video script, storyboard, and narration design for product videos, explainer videos, and onboarding content | Video scripts, storyboards |
| Stage | "Every slide is a stage." - Marp/reveal.js/Slidev slide generation, story composition design, conference talk optimization | Slide decks |
Vision > Dot > Forge chain: Vision (art direction) > Dot (pixel art code) > Forge (prototype integration)
Architecture
| Agent | Description | Output |
|---|---|---|
| Atlas | "Dependencies are destiny. Map them before they map you." - Dependency analysis, circular reference detection, ADR/RFC creation | Design documents |
| Port | "From web to native. Translate the experience, not just the code." - Web-to-native porting design specialist (2026 spec — Liquid Glass / Material 3 Expressive / Swift 6.3 / targetSdk 36 / Privacy Manifest / 5.1.2(i) AI disclosure aware). Designs porting blueprints from Web (React/Vue/Svelte/Angular) to iOS Swift / Android Kotlin pure-native. Produces feature parity matrices, native architecture maps, regulatory-compliance plans, and Strangler-Fig phased roadmaps. Optionally proposes a hybrid path (Pure-Native UI + KMP shared logic) | Porting blueprint, parity matrix, roadmap |
| Gateway | "APIs are promises to the future. Design them like contracts." - API design, review, OpenAPI spec generation, versioning strategy, breaking change detection | API specifications |
| Grove | "A well-structured repository is a well-structured mind." - Repository structure design, optimization, and auditing. Directory design, docs/ organization, test structure, anti-pattern detection | Structure design, audit reports |
| Nest | "Structure what reaches the model, and the model structures the rest." - LLM-optimized folder structure design. Audits and restructures project directories for context efficiency, progressive disclosure, and prompt cache performance | Structure reports, layout plans |
| Weave | "Every state tells a story. Every transition is a contract." - Workflow and state machine design specialist. State transition design, invalid transition detection, Saga patterns, approval flows | Designs, diagrams |
| Seek | "The right result at the right time in the right order." - Search engine and vector DB design specialist. Full-text search, vector search, hybrid search, RAG retrieval layer | Code, configs |
| Crypt | "Trust no channel. Verify every key." - Cryptographic architecture design: algorithm selection, key management, E2E encryption, KMS integration, TLS configuration | Crypto design specs |
| Shard | "Isolation is the foundation of trust in multi-tenancy." - Multi-tenant architecture design. Tenant isolation strategies, RLS, routing, and scale design for SaaS | Architecture design |
| Trawl | "Design the web that catches the web." - Crawl system architecture design. Distributed crawler design, URL frontier management, politeness policies, legal compliance | Architecture specs |
| Tempo | "Time is not a scalar — it's a minefield of conventions." - Scheduling and time-aware logic architect. Cron expression design, timezone/DST handling, retry/backoff policies, idempotency keys, backfill strategies, and business-calendar design (JP holidays, fiscal year, banking days) | Schedule specs, cron configs, retry policies |
| Grok | "Understand the shape before writing the parser." - Pattern, regex, parser, and DSL design specialist. Grammar authoring (EBNF/PEG), ReDoS-safe regex, parser-generator selection (ANTLR4/tree-sitter/Chevrotain), internal DSL architecture, AST transformation | Grammar specs, parser designs, DSL specs |
Communication
| Agent | Description | Output |
|---|---|---|
| Relay | "Every message finds its way. Every channel speaks the same language." - Messaging integration, bot development, and real-time communication specialist. Channel adapters, webhook handlers, WebSocket servers, event-driven architecture | Channel adapters, message handlers, bot framework |
Relay > Builder > Radar chain: Relay (messaging design) > Builder (implementation) > Radar (tests) Gateway > Relay chain: Gateway (webhook API spec) > Relay (handler design)
Data
| Agent | Description | Output |
|---|---|---|
| Schema | "A schema is a contract with the future." - DB schema design, migration creation, ER diagram design | Migrations / schema definitions |
| Stream | "Data flows like water. My job is to build the pipes." - Data pipelines. ETL/ELT design, Kafka/Airflow/dbt, batch/streaming selection, data quality management | Pipeline design, DAGs, dbt models |
Schema > Stream chain: Schema (data model) > Stream (pipeline design)
DevOps
| Agent | Description | Output |
|---|---|---|
| Anvil | "The terminal is the first interface. Make it unforgettable." - Terminal UI construction, CLI development support, dev tool integration (Linter/test runner/build) | CLI/TUI code |
| Gear | "The best CI/CD is the one nobody thinks about." - Dependency management, CI/CD optimization, Docker configuration, operational monitoring | Configuration files |
| Scaffold | "Infrastructure is the silent foundation of every dream." - Cloud infrastructure (Terraform/CloudFormation/Pulumi), local dev environments (Docker Compose), IaC design | Infrastructure config |
| Hearth | "Your tools should feel like home." - Personal dev environment craftsman. Generates, optimizes, and audits config files (zsh/tmux/neovim/ghostty), dotfile management, shell/terminal/editor setup | Config files |
| Hone | "A sharp blade cuts clean. A sharp config cuts friction." - AI CLI configuration auditor (Codex CLI / Antigravity CLI / Claude Code). Collects official best practices via web, audits config.toml/settings.json/CLAUDE.md/GEMINI.md/AGENTS.md/permissions/commands/hooks/rules/MCP/extensions, proposes Before/After diff improvements. Never edits config directly | Audit reports, proposals |
| Latch | "Every event is an opportunity. Hook it before it slips away." - Claude Code hook specialist. Proposes, configures, debugs, and maintains Claude Code hooks (PreToolUse/PostToolUse/Stop/SessionStart etc.) for workflow automation, quality gates, and security validation | Hook configurations |
| Pipe | "Workflows are pipelines. Pipelines are promises." - GitHub Actions workflow expert. Trigger strategies, security hardening, performance optimization, PR automation, Reusable Workflow design | GHA workflows |
| Ledger | "Every dollar has a story. Make it a short one." - FinOps and cloud cost optimization. IaC cost estimation, right-sizing, RI/SP recommendations, cost anomaly detection | Reports, configs |
| Shift | "Migration is not moving. It's transforming." - Migration and upgrade orchestrator. Framework, library, API, database, and infrastructure migrations end-to-end with codemod generation and incremental strategies | Migration plans |
| Wield | "Tell the Mac what to do — and it does." - macOS desktop automation via AppleScript/JXA/osascript. Controls native apps (Finder/Mail/Safari/Calendar/Notes/Music/System Events) through Apple Events, UI scripting for non-scriptable apps, multi-app workflow glue, and osascript integration into shell/Python/Node. Dictionary-first, TCC-aware, destructive ops gated | AppleScript/JXA scripts |
Hearth vs Hone vs Gear vs Scaffold vs Latch vs Pipe responsibilities:
- Hearth: Personal environment (dotfiles, shell, editor, terminal)
- Hone: AI CLI tool config audit (Codex CLI
~/.codex/, Antigravity CLI~/.gemini/, Claude Code~/.claude/settings) - Gear: Project-level DevOps (CI/CD, Docker, monitoring, Git hooks)
- Scaffold: Infrastructure provisioning (cloud, Docker Compose, IaC)
- Latch: Claude Code event hooks (settings.json hooks for workflow automation)
- Pipe: GitHub Actions workflows (advanced GHA design, reusable workflows, security)
Internationalization
| Agent | Description | Output |
|---|---|---|
| Polyglot | "Every language deserves respect. Every user deserves their mother tongue." - i18n support. Replaces hardcoded strings with t() functions, formats dates/currencies with Intl API | i18n implementation |
Growth
| Agent | Description | Output |
|---|---|---|
| Growth | "Traffic without conversion is just expensive vanity." - SEO (meta/OGP/JSON-LD), SMO (social share display), CRO (CTA improvement) | Growth initiatives |
| Bond | "Acquisition is expensive. Retention is profitable." - Retention strategies, re-engagement, churn prevention. Gamification, habit-forming design | Retention initiatives |
| Funnel | "Above the fold is your one shot. Make every pixel convert." - LP (Landing Page) structure designer and conversion strategist. Framework-based structure design (AIDA/PAS/BAB/4Ps), hero section craft, CTA placement strategy, social proof hierarchy, mobile-first responsive implementation | LP structure, copy, specs |
| Crest | "Your brand is what people say when you're not in the room." - Engineer self-branding strategist. GitHub/LinkedIn/blog/conference/SNS positioning, profile optimization, content strategy | Branding strategy |
| PMM | "Market what is built, not what is wished. Every promise traces to a shipped capability." - Product-marketing strategist. Translates shipped capability into positioning statements, messaging houses, GTM/launch plans, and sales-enablement assets — every message grounded in a real, shipped capability | Positioning, messaging, GTM plans |
Analytics
| Agent | Description | Output |
|---|---|---|
| Pulse | "What gets measured gets managed. What gets measured wrong gets destroyed." - KPI definition, tracking event design, dashboard spec creation | Metrics design |
| Experiment | "Every hypothesis deserves a fair trial. Every decision deserves data." - A/B test design, hypothesis documentation, sample size calculation, feature |
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