KeiSeiKit-1.0/docs/encyclopedia/skills-and-agents.md

# KeiSeiKit Skills & Agents Encyclopedia

> Complete catalogue of all 68 Skills, 38 Generated Agents, and 12 Root Agents in KeiSeiKit v0.18.
> Generated 2026-05-02. **Do not edit this file manually.**

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## Table 1: Skills (68 entries)

| # | Skill | Purpose | Trigger | Phases/Commands |
|---|-------|---------|---------|-----------------|
| 1 | 3d-scene | Use when building 3D scenes for web — Three.js, React Three Fiber (R3F), Spline embeds, GLTF/GLB loading, scroll-linked 3D, camera animations | `3d, scene, three.js, r3f, spline` | Approach (r3f\|threejs\|spline), Interaction (scroll\|orbit\|hover) |
| 2 | a11y-audit | Accessibility audit — WCAG 2.1 AA compliance, color contrast, screen reader coverage, keyboard nav, focus management, ARIA labels | `a11y, accessibility, wcag, axe` | Scan → Report → Fixes → Re-audit |
| 3 | ai-animation | AI-powered animation generation via Runway, Synthesia, or D-ID — script to video, avatar performances, lip-sync, scene transitions | `animation, video, ai-video, avatar` | Script → Model selection → Generation → QA |
| 4 | animate | Gateway router for web animation work. Picks between /scroll-animation, /motion-design, /web-effects, or /ai-animation via AskUserQuestion | `animation, animate, motion` | Router to downstream skills |
| 5 | api-design | Hub-and-spoke pipeline that produces a production-grade API design plan — REST/GraphQL/tRPC/gRPC, OpenAPI 3.1 contract, versioning, rate-limits, auth, codegen | `api, design, rest, graphql, trpc, grpc` | 6 phases: Style → Model → Contract → Versioning → Auth → Codegen |
| 6 | architecture-rules | Define or refresh project architecture rules — layering, module boundaries, dependency graph, forbidden patterns, style guides | `architecture, rules, layer, module` | Audit → Define rules → Validate → Document |
| 7 | architecture | Architectural review and decision guidance for new projects or major refactors — stack choices, scalability, tech debt, paradigm selection | `architecture, design, review, stack` | Context → Options → Trade-offs → Decision |
| 8 | auth-setup | Hub-and-spoke pipeline that produces a production-grade auth plan — user flows, identity providers, session strategy, authz model, threat mitigations | `auth, authentication, oauth, passkey, login` | 5 phases: User flows → IDPs → Session → Authz → Threats |
| 9 | batch-workflow | Use when running multi-skill pipelines — new-feature, marketing-launch, design-to-code, web-creation, full-audit, rag-setup workflows | `batch, workflow, pipeline, multi` | Workflow select → Per-phase execution |
| 10 | ci-scaffold | Generate CI/CD pipeline scaffold (GitHub Actions, GitLab CI, Forgejo, CircleCI) — test matrix, deployment gates, artifact storage, secrets injection | `ci, cd, pipeline, github-actions, gitlab` | Language/Framework → Test matrix → Deploy stages |
| 11 | competitor-analysis | Market research — competitor audit, feature matrix, pricing, Go-to-Market, positioning gaps, product roadmap recommendations | `competitor, research, market, gti` | Research → Comparison matrix → Findings → Recommendations |
| 12 | compose-solution | Orchestrate multiple code-implementer agents in parallel across feature slices — fork branches, manage worktrees, merge ceremony, final integration | `compose, parallel, orchestrate, agents` | Plan → Spawn agents → Monitor → Merge → Verify |
| 13 | content-pipeline | Content creation and delivery pipeline — ideation, outline, drafting, editing, SEO, multimedia integration, distribution scheduling | `content, blog, seo, writing, distribution` | Ideation → Outline → Draft → Edit → Multimedia → Schedule |
| 14 | debug-deep | Deep debugging using multi-agent error pattern matching — when user reports bug/error/crash/unexpected behavior | `debug, fix, broken, crash, error, bug` | Pattern matching → Root cause → Solution paths → Verification |
| 15 | design-inspiration | Curated design reference finder — Dribbble, Behance, UI8, design systems, competitors, trending patterns — with decision matrix | `design, inspiration, reference, ui` | Need → Search → Gallery → Decide → Apply |
| 16 | design-system | Design system architecture — tokens, components, patterns, documentation, Figma sync, component library delivery | `design-system, components, figma, tokens` | Audit → Token design → Component spec → Library → Sync |
| 17 | dev-guard | Automatic code quality gate for PR reviews — lint, type check, test pass, performance baseline, security scan, constructor-pattern validation | `dev, guard, gate, quality, lint, test` | Pre-commit → Type check → Tests → Performance → Security |
| 18 | dev-ship | Final QA before shipping — integration tests, e2e smoke tests, performance budget, accessibility recheck, deployment dry-run | `dev, ship, qa, smoke, e2e, deploy` | Tests → Perf check → a11y recheck → Dry-run → Ship decision |
| 19 | dev-start | Project init — language/framework picker, scaffolding, linting, test runner, CI config, local env setup, first commit | `dev, start, init, setup, scaffold` | Language/Framework → Scaffold → Lint → Tests → CI setup |
| 20 | docs-scaffold | Documentation site scaffold — Nextra, Docusaurus, Hugo, or static site gen — config, theming, structure, first pages, deployment | `docs, documentation, site, nextra` | Tool choice → Theme → Structure → First pages → Deploy |
| 21 | drive-import | Import data from Google Drive / OneDrive / Dropbox / S3 — CSV/JSON/PDF/Sheets, parse, transform, schema mapping, database load | `drive, import, data, csv, json, sheets` | Connect → Auth → List files → Parse → Transform → Load |
| 22 | email-sequence | Email campaign builder — copywriting, segmentation, A/B testing, automation rules, delivery analytics, compliance (CAN-SPAM/GDPR) | `email, campaign, sequence, marketing, copywrite` | Audience → Copy → Segments → Rules → A/B → Analytics |
| 23 | escalate-recurrence | Codify recurrent mistakes into permanent rules + hooks — detect pattern ≥2×/session, compose rule file + wiki + hook at severity (block\|enforce\|warn\|remind) | `escalate, recurrence, mistake, pattern` | Detect → Compose → Wiki → Hook → Install → Test |
| 24 | figma-to-code | Convert Figma designs to React/Vue/Svelte/HTML+CSS — component generation, responsive config, interaction logic, CSS-in-JS or Tailwind | `figma, design, code, component, css` | Export → Parse → Generate → Style → Export code |
| 25 | fix-issue | Issue resolution workflow — reproduce, root-cause, solution, test, revert/retry, documentation | `fix, issue, bug, resolve, ticket` | Triage → Reproduce → RCA → Solution → Test → Verify |
| 26 | form-builder | Interactive form generator — field types, validation, conditional logic, submission handling, integrations (Airtable, Zapier, email, webhooks) | `form, builder, input, validation, submit` | Fields → Validation → Logic → Integration → Test |
| 27 | frontend-design | Full frontend design workflow — wireframes, high-fidelity mockups, component library, animation specs, handoff to code | `frontend, design, ux, ui, mockup, component` | Wireframe → Mockup → Library → Animation specs → Handoff |
| 28 | hooks-control | Manage git/system/CI hooks — create, test, register, enable/disable, audit, migration | `hooks, git, ci, pre-commit, register` | Create → Test → Register → Enable → Audit |
| 29 | landing-page | Landing page builder — hero, copywriting, CTA optimization, form integration, social proof, SEO, performance budget | `landing, page, hero, copy, cta, seo` | Copy → Design → Form → Social proof → SEO → Performance |
| 30 | motion-design | Motion and interaction design for web — scroll effects, parallax, spring animations, gesture controls, timeline choreography | `motion, animation, scroll, parallax, spring` | Concept → Storyboard → Prototypes → Polish → Export |
| 31 | nano-banana | Quick-start skill launcher — zero-config, super-simple tasks like "add a button", "change font", "link pages" | `quick, simple, fast, button, link, change` | Describe task → Execute → Verify |
| 32 | new-agent | Generate a new project-specialist agent manifest via interactive wizard — stack/deploy/domain questions, compose blocks, validate, assemble | `new-agent, agent, create, manifest` | Questions → Blocks → Validate → Assemble → Test |
| 33 | new-project | 4-phase project bootstrap — git fork, folder scaffold, local env, installer paths, first commit, memory setup | `new-project, project, bootstrap, init` | Fork → Scaffold → Env → Installer → Memory |
| 34 | observability-setup | Observability infrastructure — metrics, traces, logs, dashboards, alerts, PagerDuty/Slack integration | `observability, metrics, traces, logs, dashboard` | Tool choice → Config → Instrumentation → Dashboards → Alerts |
| 35 | onboard | User onboarding flow design — product tour, tutorials, progressive disclosure, feature discovery, retention metrics | `onboard, tutorial, tour, ux, retention` | Flows → Copy → Interactions → Testing → Analytics |
| 36 | perf-audit | Performance audit — LCP, FID, CLS, JS bundle size, image optimization, caching strategy, Lighthouse/WebVitals | `perf, performance, lighthouse, vitals, speed` | Measure → Identify → Optimize → Re-measure |
| 37 | pet-init | Initialize a pet/companion app — local SQLite, sync, offline-first design, data model, UI layout, deployment path | `pet, app, companion, local, sqlite, offline` | Model → UI → Sync → Deploy |
| 38 | playwright-cli | Playwright test generation and execution — record tests, run matrix, debugging, CI integration, artifact collection | `playwright, test, e2e, record, matrix` | Record → Generate → Debug → Execute → Artifacts |
| 39 | pr-review | PR review workflow — Constructor Pattern, security, SSOT check, sizing, commit hygiene, test coverage, decision logging | `pr, review, pull, code-review, commit` | Load → Assessment → Code review → Approval |
| 40 | quick-api | Minimal REST API scaffold (Node/Express, Python/FastAPI, Rust/Axum, Go/Gin) — routes, middleware, error handling, auth layer | `api, rest, quick, scaffold, express, fastapi` | Language choice → Routes → Middleware → Error handling → Test |
| 41 | rag-pipeline | Retrieval-augmented generation pipeline — document ingestion, embeddings, vector DB (Pinecot, Weaviate, Milvus), retrieval ranking, LLM prompt chaining | `rag, retrieval, embeddings, vector, llm` | Docs → Embeddings → Vector DB → Retrieval → Ranking |
| 42 | refactor | Large refactor orchestration — planning, parallel agents, testing, integration, rollback gates, decision logging | `refactor, rewrite, restructure, legacy` | Audit → Plan → Implement → Test → Integrate → Verify |
| 43 | research | Open-ended research guidance — formulate question, search strategy, source prioritization, findings synthesis, evidence grading E1-E6 | `research, inquiry, question, explore, evidence` | Question → Search → Collect → Synthesize → Grade |
| 44 | responsive-audit | Responsive design audit — breakpoint coverage, image scaling, touch targets, viewport meta, media queries, cross-browser testing | `responsive, design, mobile, breakpoint, touch` | Measure → Identify issues → Recommendations → Test |
| 45 | schema-design | Data schema design — normalization, relationships, indexes, query patterns, migration strategy, API contract alignment | `schema, database, data, design, migrate` | Entities → Relationships → Normalize → Indexes → Queries |
| 46 | scroll-animation | Scroll-triggered animations — scroll events, scroll-linked parallax, pin-and-push, animation sequencing (GSAP, Framer Motion) | `scroll, animation, parallax, pin, trigger` | Storyboard → Choose library → Implement → Polish → Test |
| 47 | self-audit | Session self-audit — review own work, identify recurring mistakes, surface patterns via click → skill dispatch | `audit, self, review, improve, mistake` | Analyze session → Identify patterns → Suggest fixes |
| 48 | seo-audit | SEO audit — meta tags, structured data, sitemap, robots.txt, Core Web Vitals, keyword audit, backlink profile | `seo, search, keyword, meta, vital` | Crawl → Meta audit → Structure data → Vitals → Keywords |
| 49 | session-budget | Session time and token budget tracker — estimate task, track progress, alert on budget overflow | `budget, time, token, tracker, estimate` | Estimate → Track → Alert → Report |
| 50 | share-page | Collaborative share page builder — link gen, permission scopes, embed code, view analytics, revoke access | `share, collaborate, link, permission, embed` | Generate link → Set perms → Embed → Analytics → Revoke |
| 51 | site-builder | Full site builder (static gen + deploy) — design → code → content → config → deployment (Vercel/Netlify/S3+CF) | `site, builder, web, static, deploy` | Design → Code → Content → Config → Deploy |
| 52 | site-create | Initialize a new site — template choice, scaffold, theme config, first pages, deployment setup | `site, create, new, scaffold, theme` | Template → Scaffold → Config → Pages → Deploy setup |
| 53 | site-teardown | Site deprecation and removal — 301 redirects, archive, backup, DNS cleanup, cancellations | `site, teardown, remove, deprecate, cleanup` | Backup → Redirects → Archive → DNS cleanup → Cancellations |
| 54 | sleep-on-it | Async task queue for overnight processing — add task to `/sleep-queue`, user reads morning report, Phase A+B+C consolidation | `sleep, async, queue, overnight, phase` | Queue add → Phase A (incubation) → Phase B (REM) → Phase C (NREM) |
| 55 | sleep-setup | Initialize sleep-layer infrastructure — cloud agent trigger, git remote, SSH key, env vars, `.env` setup | `sleep, setup, init, cloud, remote` | SSH key → Remote config → Env setup → Test trigger |
| 56 | social-post | Social media post generator — copywriting, image selection, hashtag research, scheduling, cross-platform | `social, post, twitter, linkedin, instagram` | Copy → Images → Hashtags → Schedule → Post |
| 57 | spawn-agent | Spawn a specialized agent for a sub-task — pick agent type, write manifest, validate, launch in forked branch | `spawn, agent, sub-task, parallel, fork` | Pick agent → Write manifest → Validate → Launch |
| 58 | test-gen | Test generation — unit, integration, e2e test scaffold, test data fixtures, coverage reporting | `test, gen, unit, integration, e2e` | Code analysis → Test generation → Fixtures → Report |
| 59 | test-matrix | Test matrix generator for CI — language/framework/version combos, runs, artifact collection, failure reporting | `test, matrix, ci, coverage, parallelization` | Config → Matrix definition → Run → Collect → Report |
| 60 | ui-component | UI component library builder — component spec, variants, props, stories (Storybook), documentation, publishing | `ui, component, library, storybook, publish` | Design → Spec → Variants → Stories → Docs → Publish |
| 61 | video-gen | Video generation and editing — script to video, subtitle sync, music, SFX, export formats, platform optimization | `video, gen, edit, subtitle, music, platform` | Script → Generate → Edit → Sync → Export |
| 62 | visual-explainer | Visual explanation/diagram builder — flowcharts, sequence diagrams, architecture diagrams, animated walkthroughs | `visual, explainer, diagram, flowchart, architecture` | Concept → Diagram → Animation → Export → Embed |
| 63 | visual-loop | Interactive visual feedback loop — design → code → screenshot → iterate until match | `visual, loop, feedback, screenshot, iterate` | Design → Code → Screenshot → Compare → Iterate |
| 64 | vm-provision | VM provisioning and configuration — Terraform/Ansible, cloud selection, security groups, key pairs, monitoring setup | `vm, provision, terraform, ansible, cloud` | Script → Validate → Plan → Apply → Monitor |
| 65 | wave-audit | Multi-phase work audit — review parallel agent outputs, verify STATUS-TRUTH markers, aggregate findings, approve/reject per-branch | `wave, audit, agent, verify, status-truth` | Collect → Verify → Aggregate → Approve/reject |
| 66 | web-assets | Web asset optimization — image compression, WebP conversion, SVG optimization, sprite generation, CDN setup | `assets, image, optimization, webp, cdn` | Audit → Compress → Convert → Optimize → Upload |
| 67 | web-deploy | Web deployment orchestration (Vercel, Netlify, AWS, S3+CF) — config, secrets, domain setup, SSL, preview/prod gates | `deploy, web, vercel, netlify, aws` | Config → Secrets → Domain → SSL → Gates → Deploy |
| 68 | web-effects | Web visual effects — CSS filters, backdrop effects, glassmorphism, 3D transforms, transition choreography | `effects, css, visual, transform, blur` | Design → CSS → Polyfills → Test → Polish |

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## Table 2: Generated Agents (38 entries)

| # | Agent | Role | Domain In | Forbidden Domain |
|---|-------|------|-----------|------------------|
| 1 | architect | Architectural decision + new-system design. Structural refactors, tech-debt resolution, scaling decisions. | All projects: Stack review, paradigm choice, layer design | NOT code-writing, NOT infra/deploy |
| 2 | code-implementer | Generic Rust/Swift/Python/Go/Flutter/TS implementation. Constructor Pattern, Rust-first, Test-First, Plan Mode. | All projects with source code | NOT ML training, NOT infra, NOT physics |
| 3 | code-implementer-flutter | Flutter-specific implementation. Riverpod, BLoC, state management, iOS/Android native bridges, animations. | Flutter projects only | Rust-first exception: Flutter projects mandate Dart |
| 4 | code-implementer-go | Go-specific implementation. Goroutines, channels, interfaces, error handling, CLI tooling, backend services. | Go codebases | Rust-first exception: Go projects only |
| 5 | code-implementer-python | Python-specific implementation. FastAPI/Django, ORM, async, testing, ML-adjacent. | Python codebases | Rust-first exception: Python projects only |
| 6 | code-implementer-rust | Rust-specific implementation. Ownership rules, trait system, async/await, macros, cargo workspace. | Rust codebases | Rust-first mandate: all Rust projects |
| 7 | code-implementer-swift | Swift-specific implementation. iOS/macOS development, SwiftUI, Combine, concurrency, package linking. | Swift/Obj-C projects | Rust-first exception: Swift iOS/macOS projects only |
| 8 | code-implementer-typescript | TypeScript-specific implementation. React, Vue, Svelte, Node, deno, browser/backend polymorphism, types. | TS/JS codebases | Rust-first exception: browser/DOM projects |
| 9 | cost-guardian | API cost auditor. Modal, AWS, GCP, fal.ai, Apify, ElevenLabs budget tracking, spend alerts, optimization. | All paid-compute projects | NOT deployment decisions |
| 10 | critic | Ruthless code critic. Anti-patterns, tech debt, bugs, security, performance. Read-only outputs with file:line evidence. | All codebases | NOT fixes, NOT edits |
| 11 | critic-anti-pattern | Anti-pattern specialist. Design smell detection, architectural red flags, refactoring candidates. | All codebases | NOT fixes |
| 12 | critic-bug | Bug specialist. Logic errors, race conditions, null pointer traps, boundary violations. | All codebases | NOT fixes |
| 13 | critic-perf | Performance specialist. CPU, memory, I/O bottlenecks, algorithmic inefficiency, bundle bloat. | All codebases | NOT fixes |
| 14 | critic-tech-debt | Tech-debt specialist. Deprecation, scaffolding stubs, temporary hacks, migration paydown. | All codebases | NOT fixes |
| 15 | fal-ai-runner | fal.ai API orchestration. Image generation, video, voice, upscaling, VFX, cost tracking. | fal.ai + model discovery projects | NOT code-writing, NOT training |
| 16 | frontend-validator | Frontend QA validator. Accessibility (a11y), responsive breakpoints, interaction patterns, visual parity. | Frontend projects | NOT code-writing |
| 17 | infra-implementer | Infrastructure/deploy implementation. CI/CD, containers, IaC, secrets, K8s, databases, monitoring. | All deploy-enabled projects | NOT source code, NOT ML training, NOT code-gen |
| 18 | infra-implementer-cicd | CI/CD pipeline specialist. GitHub Actions, GitLab CI, Forgejo, CircleCI, matrix builds, artifact storage. | All projects with CI needs | NOT container-only, NOT IaC-only |
| 19 | infra-implementer-container | Container specialist. Docker, Podman, multi-stage, image optimization, registry, scanning, K8s workloads. | Containerized projects | NOT CI-only, NOT IaC-only |
| 20 | infra-implementer-iac | Infrastructure-as-code specialist. Terraform, Ansible, CloudFormation, state management, drift detection. | All infrastructure projects | NOT manual ops, NOT CI-only |
| 21 | infra-implementer-secrets | Secrets + credentials management. Vault, sealed-secrets, env rotations, compliance (GDPR, SOC2, HIPAA). | All projects handling sensitive data | NOT code-writing, NOT deployment gates |
| 22 | ml-implementer | ML training/inference implementation. Modal jobs, experiment runners, Math-First paradigm, Pre-Experiment Check, observability-first. | ML/RL projects | NOT physics, NOT code-writing generically, NOT infra-only |
| 23 | ml-researcher | ML research specialist. Paper analysis, experiment design, architecture search, hyperparameter optimization, literature synthesis. | ML/RL projects | NOT production training, NOT code-writing |
| 24 | modal-runner | Modal infrastructure orchestration. Job spawning, volume management, GPU selection, cost estimation, result collection. | Modal-based ML/compute projects | NOT code-writing, NOT training logic |
| 25 | researcher | Open-ended research. Literature, web, code analysis. Evidence grading E1-E6. | All research-heavy projects | NOT code-writing, NOT decision-making |
| 26 | researcher-code | Code research specialist. API contracts, library docs, source-code archaeology, integration patterns. | Code-heavy projects | NOT writing code, NOT code-gen |
| 27 | researcher-hybrid | Hybrid research combining code + web sources. Documentation + API specs, standard compliance, library versioning. | Any multi-source research need | NOT code-writing, NOT synthesis |
| 28 | researcher-web | Web-only research. Official docs, vendor pricing, RFCs, blogs, GitHub issues, E1-E6 grading, zero-fabrication policy. | Research projects with public sources | NOT code access, NOT fabrication |
| 29 | security-auditor | Security code audit. Risk classification (HIGH/MEDIUM/LOW), differential review, variant analysis, supply-chain checks. | All projects with security concerns | NOT fixes, NOT pen-testing, NOT deployment |
| 30 | security-auditor-differential | Differential security review. Side-by-side code comparison, vulnerability checklist, auth/crypto/network focus. | Code-change security audits | NOT supply-chain, NOT variant-analysis |
| 31 | security-auditor-supply-chain | Supply-chain security specialist. Dependency audits, CVE tracking, maintainer signals, transitive deps, license checks. | All projects with dependencies | NOT code-level security, NOT auth |
| 32 | security-auditor-variant | Variant analysis for security. Root-cause abstraction, similar-location patterns, structural vulnerability hunt. | Post-vulnerability deep-dives | NOT differential-only, NOT supply-chain-only |
| 33 | validator | RULE 0.4 enforcement. Fact-checker, hallucination detector. VERIFIED/UNVERIFIED/FALSE/PARTIALLY TRUE verdicts with evidence URLs. | All claims in patents, commits, reports | NOT fabrication, NOT guessing |
| 34 | validator-api | API contract validator. Endpoint existence, signature match, version compatibility, breaking-change detection. | API projects, integrations | NOT code-writing |
| 35 | validator-benchmark | Benchmark validator. Experimental design, baseline comparison, statistical significance (p-value, effect-size). | ML/perf/physics experiments | NOT re-running experiments |
| 36 | validator-code-reality | Code-reality validator. Runtime vs docs matching, actual behavior vs claims, integration point verification. | All codebases with potential drift | NOT code-writing |
| 37 | validator-doc | Documentation validator. Completeness, accuracy, code examples execution, deprecation tracking, consistency. | All documentation | NOT doc-writing |
| 38 | validator-version | Version compatibility validator. Semantic versioning, breaking changes, deprecation timeline, API surface shifts. | All versioned libraries/APIs | NOT version bumping |

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## Table 3: Root Agents (12 entries)

| # | Agent | Role | Model | Description |
|---|-------|------|-------|-------------|
| 1 | kei-architect | Architectural decision specialist (root Opus variant) | Opus 4.7 | Same as `architect` but spawned directly from user with Opus-tier reasoning for major design decisions |
| 2 | kei-code-implementer | Generic implementation specialist (root Opus variant) | Opus 4.7 | Same as `code-implementer` but spawned directly from user with Opus-tier context window for complex implementations |
| 3 | kei-cost-guardian | API cost auditor (root Opus variant) | Opus 4.7 | Same as `cost-guardian` but with full session context for multi-project cost tracking and optimization planning |
| 4 | kei-critic | Code critic (root Opus variant) | Opus 4.7 | Same as `critic` but with extended context for deep architectural smell detection across large codebases |
| 5 | kei-fal-ai-runner | fal.ai orchestration (root Opus variant) | Opus 4.7 | Same as `fal-ai-runner` but spawned directly for complex multi-model pipelines with full cost tracking |
| 6 | kei-infra-implementer | Infrastructure specialist (root Opus variant) | Opus 4.7 | Same as `infra-implementer` but spawned directly for complex multi-layer infrastructure changes and deployments |
| 7 | kei-ml-implementer | ML implementation specialist (root Opus variant) | Opus 4.7 | Same as `ml-implementer` but spawned directly with full experiment context, Math-First paradigm, Modal Protocol authority |
| 8 | kei-ml-researcher | ML researcher (root Opus variant) | Opus 4.7 | Same as `ml-researcher` but spawned directly for extended research sessions with literature synthesis and architecture search |
| 9 | kei-modal-runner | Modal orchestration (root Opus variant) | Opus 4.7 | Same as `modal-runner` but spawned directly for multi-hour Modal job orchestration with full GPU/cost decision authority |
| 10 | kei-researcher | Open-ended researcher (root Opus variant) | Opus 4.7 | Same as `researcher` but spawned directly with full context window for deep synthesis and evidence grading across domains |
| 11 | kei-security-auditor | Security auditor (root Opus variant) | Opus 4.7 | Same as `security-auditor` but spawned directly for comprehensive security audits with differential, variant, and supply-chain analysis |
| 11 | kei-validator | Validator/fact-checker (root Opus variant) | Opus 4.7 | Same as `validator` but spawned directly with full context for RULE 0.4 enforcement across patents, derivations, and claims |

---

## Notes

- **Skills** are reusable workflows — `/skill-name` invocations trigger hub-and-spoke decision trees, modal routers, or multi-phase pipelines.
- **Generated Agents** are specialized sub-roles spawned by `compose-solution`, `spawn-agent`, or user direct invocation in Sonnet (balanced cost/reasoning) or Opus (extended context).
- **Root Agents** are Opus-tier variants spawned directly from the main session for high-stakes decisions, extended reasoning, or full-context synthesis.
- All agents enforce [[~//../rules/code-implementer.md|RULE 0 Constructor Pattern]], [[~//../rules/dev-workflow.md|RULE 0.5 Plan Mode First]], and [[~//../rules/git-conventions.md|git commit hygiene]].
- Read `_generated/_manifests/*.toml` source files for exact tool permissions, token budgets, and stage-gating details.
- Skill `.md` source: `<repo>/skills/*/SKILL.md` (68 files).
- Generated agent `.md` source: `<repo>/_generated/*.md` (38 files).
- Root agent `.md` source: `<repo>/kei-*.md` (12 files).

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**Last updated:** 2026-05-02 | **Catalogue version:** 1.0 | **KeiSeiKit:** v0.18